38 results on '"Vembu S."'
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2. The evolutionary history of 2,658 cancers
- Author
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Gerstung, M., Jolly, C., Leshchiner, I., Dentro, S.C., Gonzalez, S., Rosebrock, D., Mitchell, T.J., Rubanova, Y., Anur, P., Yu, K., Tarabichi, M., Deshwar, A.G., Wintersinger, J., Kleinheinz, K., Vázquez-García, I., Haase, K., Jerman, L., Sengupta, Subhajit, Macintyre, G., Malikic, S., Donmez, N., Livitz, D.G., Cmero, M., Demeulemeester, J., Schumacher, S., Fan, Y., Yao, X., Lee, J., Schlesner, M., Boutros, P.C., Bowtell, D.D., Zhu, H., Getz, G., Imielinski, M., Beroukhim, R., Sahinalp, S.C., Ji, Y., Peifer, M., Markowetz, F., Mustonen, V., Yuan, K., Wang, W., Morris, Q.D., Adams, D.J., Campbell, P.J., Cao, S., Christie, E.L., Cun, Y., Dawson, K.J., Drews, R.M., Eils, R., Fittall, M., Garsed, D.W., Ha, G., Lee-Six, H., Martincorena, I., Oesper, L., Peto, M., Raphael, B.J., Salcedo, A., Sengupta, S., Shi, R., Shin, S.J., Spiro, O., Stein, L.D., Vembu, S., Wheeler, D.A., Yang, T.-P., Spellman, P.T., Wedge, D.C., Van Loo, P., Apollo - University of Cambridge Repository, Organismal and Evolutionary Biology Research Programme, Helsinki Institute for Information Technology, Institute of Biotechnology, Bioinformatics, Department of Computer Science, Doctoral Programme in Computer Science, and Markowetz, Florian [0000-0002-2784-5308]
- Subjects
Genome instability ,SELECTION ,DNA Repair ,Gene Dosage ,PROGRESSION ,medicine.disease_cause ,Somatic evolution in cancer ,Genome ,0302 clinical medicine ,Neoplasms ,MUTATIONAL PROCESSES ,Cancer genomics ,2.1 Biological and endogenous factors ,Genes, Tumor Suppressor ,Aetiology ,Cancer ,Genetics ,0303 health sciences ,Women's cancers Radboud Institute for Molecular Life Sciences [Radboudumc 17] ,Multidisciplinary ,Manchester Cancer Research Centre ,WOMEN ,Neoplasms/genetics ,Women's cancers Radboud Institute for Health Sciences [Radboudumc 17] ,3. Good health ,030220 oncology & carcinogenesis ,SEX ,Tumor Suppressor ,Human ,SOMATIC MUTATION ,BRANCHED EVOLUTION ,Evolution ,General Science & Technology ,Isochromosome ,3122 Cancers ,Computational biology ,Biology ,BREAST ,Article ,Evolution, Molecular ,03 medical and health sciences ,DNA Repair/genetics ,Germline mutation ,Rare Diseases ,Molecular evolution ,Insertional ,medicine ,Humans ,ddc:610 ,PCAWG Evolution & Heterogeneity Working Group ,Gene ,030304 developmental biology ,LANDSCAPE ,Genome, Human ,ResearchInstitutes_Networks_Beacons/mcrc ,Point mutation ,Human Genome ,PCAWG Consortium ,Molecular ,Genetic Variation ,NATURAL-HISTORY ,medicine.disease ,Human genetics ,Computational biology and bioinformatics ,Brain Disorders ,Brain Cancer ,Mutagenesis, Insertional ,Genes ,Mutagenesis ,Genome, Human/genetics ,Human genome ,Carcinogenesis ,Mutagenesis, Insertional/genetics - Abstract
Cancer develops through a process of somatic evolution1,2. Sequencing data from a single biopsy represent a snapshot of this process that can reveal the timing of specific genomic aberrations and the changing influence of mutational processes3. Here, by whole-genome sequencing analysis of 2,658 cancers as part of the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA)4, we reconstruct the life history and evolution of mutational processes and driver mutation sequences of 38 types of cancer. Early oncogenesis is characterized by mutations in a constrained set of driver genes, and specific copy number gains, such as trisomy 7 in glioblastoma and isochromosome 17q in medulloblastoma. The mutational spectrum changes significantly throughout tumour evolution in 40% of samples. A nearly fourfold diversification of driver genes and increased genomic instability are features of later stages. Copy number alterations often occur in mitotic crises, and lead to simultaneous gains of chromosomal segments. Timing analyses suggest that driver mutations often precede diagnosis by many years, if not decades. Together, these results determine the evolutionary trajectories of cancer, and highlight opportunities for early cancer detection., Whole-genome sequencing data for 2,778 cancer samples from 2,658 unique donors across 38 cancer types is used to reconstruct the evolutionary history of cancer, revealing that driver mutations can precede diagnosis by several years to decades.
- Published
- 2020
3. Author Correction: Retrospective evaluation of whole exome and genome mutation calls in 746 cancer samples
- Author
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Bailey M. H., Meyerson W. U., Dursi L. J., Wang L. -B., Dong G., Liang W. -W., Weerasinghe A., Li S., Li Y., Kelso S., Akbani R., Anur P., Buchanan A., Chiotti K., Covington K., Creason A., Ding L., Ellrott K., Fan Y., Foltz S., Getz G., Hale W., Haussler D., Hess J. M., Hutter C. M., Kandoth C., Kasaian K., Kasapi M., Larson D., Leshchiner I., Letaw J., Ma S., McLellan M. D., Men Y., Mills G. B., Niu B., Peto M., Radenbaugh A., Reynolds S. M., Saksena G., Sofia H., Stewart C., Struck A. J., Stuart J. M., Wang W., Weinstein J. N., Wheeler D. A., Wong C. K., Xi L., Ye K., Bieg M., Boutros P. C., Buchhalter I., Butler A. P., Chen K., Chong Z., Drechsel O., Jonathan Dursi L., Eils R., Espiritu S. M. G., Fulton R. S., Gao S., Gelpi J. L., Gerstein M. B., Gonzalez S., Gut I. G., Hach F., Heinold M. C., Hinton J., Hu T., Huang V., Huang Y., Hutter B., Jones D. R., Jung J., Jager N., Kim H. -L., Kleinheinz K., Kumar S., Kumar Y., Lalansingh C. M., Letunic I., Livitz D., Ma E. Z., Maruvka Y. E., Mashl R. J., Menzies A., Milovanovic A., Nielsen M. M., Ossowski S., Paramasivam N., Pedersen J. S., Perry M. D., Puiggros M., Raine K. M., Rheinbay E., Royo R., Sahinalp S. C., Sarrafi I., Schlesner M., Simpson J. T., Stebbings L., Stobbe M. D., Teague J. W., Tiao G., Torrents D., Wala J. A., Wang J., Waszak S. M., Weischenfeldt J., Wendl M. C., Werner J., Wu Z., Xue H., Yakneen S., Yamaguchi T. N., Yellapantula V. D., Yung C. K., Zhang J., Aaltonen L. A., Abascal F., Abeshouse A., Aburatani H., Adams D. J., Agrawal N., Ahn K. S., Ahn S. -M., Aikata H., Akdemir K. C., Al-Ahmadie H., Al-Sedairy S. T., Al-Shahrour F., Alawi M., Albert M., Aldape K., Alexandrov L. B., Ally A., Alsop K., Alvarez E. G., Amary F., Amin S. B., Aminou B., Ammerpohl O., Anderson M. J., Ang Y., Antonello D., Aparicio S., Appelbaum E. L., Arai Y., Aretz A., Arihiro K., Ariizumi S. -I., Armenia J., Arnould L., Asa S., Assenov Y., Atwal G., Aukema S., Auman J. T., Aure M. R., Awadalla P., Aymerich M., Bader G. D., Baez-Ortega A., Bailey P. J., Balasundaram M., Balu S., Bandopadhayay P., Banks R. E., Barbi S., Barbour A. P., Barenboim J., Barnholtz-Sloan J., Barr H., Barrera E., Bartlett J., Bartolome J., Bassi C., Bathe O. F., Baumhoer D., Bavi P., Baylin S. B., Bazant W., Beardsmore D., Beck T. A., Behjati S., Behren A., Bell C., Beltran S., Benz C., Berchuck A., Bergmann A. K., Bergstrom E. N., Berman B. P., Berney D. M., Bernhart S. H., Beroukhim R., Berrios M., Bersani S., Bertl J., Betancourt M., Bhandari V., Bhosle S. G., Biankin A. V., Bigner D., Binder H., Birney E., Birrer M., Biswas N. K., Bjerkehagen B., Bodenheimer T., Boice L., Bonizzato G., De Bono J. S., Boot A., Bootwalla M. S., Borg A., Borkhardt A., Boroevich K. A., Borozan I., Borst C., Bosenberg M., Bosio M., Boultwood J., Bourque G., Bova G. S., Bowen D. T., Bowlby R., Bowtell D. D. L., Boyault S., Boyce R., Boyd J., Brazma A., Brennan P., Brewer D. S., Brinkman A. B., Bristow R. G., Broaddus R. R., Brock J. E., Brock M., Broeks A., Brooks A. N., Brooks D., Brors B., Brunak S., Bruxner T. J. C., Bruzos A. L., Buchholz C., Bullman S., Burke H., Burkhardt B., Burns K. H., Busanovich J., Bustamante C. D., Butte A. J., Byrne N. J., Borresen-Dale A. -L., Caesar-Johnson S. J., Cafferkey A., Cahill D., Calabrese C., Caldas C., Calvo F., Camacho N., Campbell P. J., Campo E., Cantu C., Cao S., Carey T. E., Carlevaro-Fita J., Carlsen R., Cataldo I., Cazzola M., Cebon J., Cerfolio R., Chadwick D. E., Chakravarty D., Chalmers D., Chan C. W. Y., Chan K., Chan-Seng-Yue M., Chandan V. S., Chang D. K., Chanock S. J., Chantrill L. A., Chateigner A., Chatterjee N., Chayama K., Chen H. -W., Chen J., Chen Y., Chen Z., Cherniack A. D., Chien J., Chiew Y. -E., Chin S. -F., Cho J., Cho S., Choi J. K., Choi W., Chomienne C., Choo S. P., Chou A., Christ A. N., Christie E. L., Chuah E., Cibulskis C., Cibulskis K., Cingarlini S., Clapham P., Claviez A., Cleary S., Cloonan N., Cmero M., Collins C. C., Connor A. A., Cooke S. L., Cooper C. S., Cope L., Corbo V., Cordes M. G., Cordner S. M., Cortes-Ciriano I., Cowin P. A., Craft B., Craft D., Creighton C. J., Cun Y., Curley E., Cutcutache I., Czajka K., Czerniak B., Dagg R. A., Danilova L., Davi M. V., Davidson N. R., Davies H., Davis I. J., Davis-Dusenbery B. N., Dawson K. J., De La Vega F. M., De Paoli-Iseppi R., Defreitas T., Dei Tos A. P., Delaneau O., Demchok J. A., Demeulemeester J., Demidov G. M., Demircioglu D., Dennis N. M., Denroche R. E., Dentro S. C., Desai N., Deshpande V., Deshwar A. G., Desmedt C., Deu-Pons J., Dhalla N., Dhani N. C., Dhingra P., Dhir R., DiBiase A., Diamanti K., Ding S., Dinh H. Q., Dirix L., Doddapaneni H. V., Donmez N., Dow M. T., Drapkin R., Drews R. M., Serge S., Dudderidge T., Dueso-Barroso A., Dunford A. J., Dunn M., Duthie F. R., Dutton-Regester K., Eagles J., Easton D. F., Edmonds S., Edwards P. A., Edwards S. E., Eeles R. A., Ehinger A., Eils J., El-Naggar A., Eldridge M., Erkek S., Escaramis G., Estivill X., Etemadmoghadam D., Eyfjord J. E., Faltas B. M., Fan D., Faquin W. C., Farcas C., Fassan M., Fatima A., Favero F., Fayzullaev N., Felau I., Fereday S., Ferguson M. L., Ferretti V., Feuerbach L., Field M. A., Fink J. L., Finocchiaro G., Fisher C., Fittall M. W., Fitzgerald A., Fitzgerald R. C., Flanagan A. M., Fleshner N. E., Flicek P., Foekens J. A., Fong K. M., Fonseca N. A., Foster C. S., Fox N. S., Fraser M., Frazer S., Frenkel-Morgenstern M., Friedman W., Frigola J., Fronick C. C., Fujimoto A., Fujita M., Fukayama M., Fulton L. A., Furuta M., Futreal P. A., Fullgrabe A., Gabriel S. B., Gallinger S., Gambacorti Passerini C., Gao J., Garraway L., Garred O., Garrison E., Garsed D. W., Gehlenborg N., George J., Gerhard D. S., Gerhauser C., Gershenwald J. E., Gerstung M., Ghori M., Ghossein R., Giama N. H., Gibbs R. A., Gill A. J., Gill P., Giri D. D., Glodzik D., Gnanapragasam V. J., Goebler M. E., Goldman M. J., Gomez C., Gonzalez-Perez A., Gordenin D. A., Gossage J., Gotoh K., Govindan R., Grabau D., Graham J. S., Grant R. C., Green A. R., Green E., Greger L., Grehan N., Grimaldi S., Grimmond S. M., Grossman R. L., Grundhoff A., Gundem G., Guo Q., Gupta M., Gupta S., Gut M., Goke J., Ha G., Haake A., Haan D., Haas S., Haase K., Haber J. E., Habermann N., Haider S., Hama N., Hamdy F. C., Hamilton A., Hamilton M. P., Han L., Hanna G. B., Hansmann M., Haradhvala N. J., Harismendy O., Harliwong I., Harmanci A. O., Harrington E., Hasegawa T., Hawkins S., Hayami S., Hayashi S., Hayes D. N., Hayes S. J., Hayward N. K., Hazell S., He Y., Heath A. P., Heath S. C., Hedley D., Hegde A. M., Heiman D. I., Heins Z., Heisler L. E., Hellstrom-Lindberg E., Helmy M., Heo S. G., Hepperla A. J., Heredia-Genestar J. M., Herrmann C., Hersey P., Hilmarsdottir H., Hirano S., Hiraoka N., Hoadley K. A., Hobolth A., Hodzic E., Hoell J. I., Hoffmann S., Hofmann O., Holbrook A., Holik A. Z., Hollingsworth M. A., Holmes O., Holt R. A., Hong C., Hong E. P., Hong J. H., Hooijer G. K., Hornshoj H., Hosoda F., Hou Y., Hovestadt V., Howat W., Hoyle A. P., Hruban R. H., Hu J., Hua X., Huang K. -L., Huang M., Huang M. N., Huber W., Hudson T. J., Hummel M., Hung J. A., Huntsman D., Hupp T. R., Huse J., Huska M. R., Hubschmann D., Iacobuzio-Donahue C. A., Imbusch C. D., Imielinski M., Imoto S., Isaacs W. B., Isaev K., Ishikawa S., Iskar M., Islam S. M. A., Ittmann M., Ivkovic S., Izarzugaza J. M. G., Jacquemier J., Jakrot V., Jamieson N. B., Jang G. H., Jang S. J., Jayaseelan J. C., Jayasinghe R., Jefferys S. R., Jegalian K., Jennings J. L., Jeon S. -H., Jerman L., Ji Y., Jiao W., Johansson P. A., Johns A. L., Johns J., Johnson R., Johnson T. A., Jolly C., Joly Y., Jonasson J. G., Jones C. D., Jones D. T. W., Jones N., Jones S. J. M., Jonkers J., Ju Y. S., Juhl H., Juul M., Juul R. I., Juul S., Kabbe R., Kahles A., Kahraman A., Kaiser V. B., Kakavand H., Kalimuthu S., von Kalle C., Kang K. J., Karaszi K., Karlan B., Karlic R., Karsch D., Kassahn K. S., Katai H., Kato M., Katoh H., Kawakami Y., Kay J. D., Kazakoff S. H., Kazanov M. D., Keays M., Kebebew E., Kefford R. F., Kellis M., Kench J. G., Kennedy C. J., Kerssemakers J. N. A., Khoo D., Khoo V., Khuntikeo N., Khurana E., Kilpinen H., Kim H. K., Kim H. -Y., Kim H., Kim J., Kim J. K., Kim Y., King T. A., Klapper W., Klimczak L. J., Knappskog S., Kneba M., Knoppers B. M., Koh Y., Jan Komorowski, Komura D., Komura M., Kong G., Kool M., Korbel J. O., Korchina V., Korshunov A., Koscher M., Koster R., Kote-Jarai Z., Koures A., Kovacevic M., Kremeyer B., Kretzmer H., Kreuz M., Krishnamurthy S., Kube D., Kumar K., Kumar P., Kundra R., Kubler K., Kuppers R., Lagergren J., Lai P. H., Laird P. W., Lakhani S. R., Lalonde E., Lamaze F. C., Lambert A., Lander E., Landgraf P., Landoni L., Langerod A., Lanzos A., Larsimont D., Larsson E., Lathrop M., Lau L. M. S., Lawerenz C., Lawlor R. T., Lawrence M. S., Lazar A. J., Le X., Lee D., Lee E. A., Lee H. J., Lee J. J. -K., Lee J. -Y., Lee J., Lee M. T. M., Lee-Six H., Lehmann K. -V., Lehrach H., Lenze D., Leonard C. R., Leongamornlert D. A., Letourneau L., Levine D. A., Lewis L., Ley T., Li C., Li C. H., Li H. I., Li J., Li L., Li X., Liang H., Liang S. -B., Lichter P., Lin P., Lin Z., Linehan W. M., Lingjaerde O. C., Liu D., Liu E. M., Liu F. -F., Liu F., Liu J., Liu X., Livingstone J., Livni N., Lochovsky L., Loeffler M., Long G. V., Lopez-Guillermo A., Lou S., Louis D. N., Lovat L. B., Lu Y., Lu Y. -J., Luchini C., Lungu I., Luo X., Luxton H. J., Lynch A. G., Lype L., Lopez C., Lopez-Otin C., Ma Y., MacGrogan G., MacRae S., Macintyre G., Madsen T., Maejima K., Mafficini A., Maglinte D. T., Maitra A., Majumder P. P., Malcovati L., Malikic S., Malleo G., Mann G. J., Mantovani-Loffler L., Marchal K., Marchegiani G., Mardis E. R., Margolin A. A., Marin M. G., Markowetz F., Markowski J., Marks J., Marques-Bonet T., Marra M. A., Marsden L., Martens J. W. M., Martin S., Martin-Subero J. I., Martincorena I., Martinez-Fundichely A., Massie C. E., Matthew T. J., Matthews L., Mayer E., Mayes S., Mayo M., Mbabaali F., McCune K., McDermott U., McGillivray P. D., McPherson J. D., McPherson J. R., McPherson T. A., Meier S. R., Meng A., Meng S., Merrett N. D., Merson S., Meyerson M., Mieczkowski P. A., Mihaiescu G. L., Mijalkovic S., Mijalkovic-Lazic A. M., Mikkelsen T., Milella M., Mileshkin L., Miller C. A., Miller D. K., Miller J. K., Minner S., Miotto M., Arnau G. M., Mirabello L., Mitchell C., Mitchell T. J., Miyano S., Miyoshi N., Mizuno S., Molnar-Gabor F., Moore M. J., Moore R. A., Morganella S., Morris Q. D., Morrison C., Mose L. E., Moser C. D., Muinos F., Mularoni L., Mungall A. J., Mungall K., Musgrove E. A., Mustonen V., Mutch D., Muyas F., Muzny D. M., Munoz A., Myers J., Myklebost O., Moller P., Nagae G., Nagrial A. M., Nahal-Bose H. K., Nakagama H., Nakagawa H., Nakamura H., Nakamura T., Nakano K., Nandi T., Nangalia J., Nastic M., Navarro A., Navarro F. C. P., Neal D. E., Nettekoven G., Newell F., Newhouse S. J., Newton Y., Ng A. W. T., Ng A., Nicholson J., Nicol D., Nie Y., Nielsen G. P., Nik-Zainal S., Noble M. S., Nones K., Northcott P. A., Notta F., O'Connor B. D., O'Donnell P., O'Donovan M., O'Meara S., O'Neill B. P., O'Neill J. R., Ocana D., Ochoa A., Oesper L., Ogden C., Ohdan H., Ohi K., Ohno-Machado L., Oien K. A., Ojesina A. I., Ojima H., Okusaka T., Omberg L., Ong C. K., Ott G., Ouellette B. F. F., P'ng C., Paczkowska M., Paiella S., Pairojkul C., Pajic M., Pan-Hammarstrom Q., Papaemmanuil E., Papatheodorou I., Park J. W., Park J. -W., Park K., Park P. J., Parker J. S., Parsons S. L., Pass H., Pasternack D., Pastore A., Patch A. -M., Pauporte I., Pea A., Pearson J. V., Pedamallu C. S., Pederzoli P., Peifer M., Pennell N. A., Perou C. M., Petersen G. M., Petrelli N., Petryszak R., Pfister S. M., Phillips M., Pich O., Pickett H. A., Pihl T. D., Pillay N., Pinder S., Pinese M., Pinho A. V., Pitkanen E., Pivot X., Pineiro-Yanez E., Planko L., Plass C., Polak P., Pons T., Popescu I., Potapova O., Prasad A., Preston S. R., Prinz M., Pritchard A. L., Prokopec S. D., Provenzano E., Puente X. S., Puig S., Pulido-Tamayo S., Pupo G. M., Purdie C. A., Quinn M. C., Rabionet R., Rader J. S., Radlwimmer B., Radovic P., Raeder B., Ramakrishna M., Ramakrishnan K., Ramalingam S., Raphael B. J., Rathmell W. K., Rausch T., Reifenberger G., Reimand J., Reis-Filho J., Reuter V., Reyes-Salazar I., Reyna M. A., Riazalhosseini Y., Richardson A. L., Richter J., Ringel M., Ringner M., Rino Y., Rippe K., Roach J., Roberts L. R., Roberts N. D., Roberts S. A., Robertson A. G., Robertson A. J., Rodriguez J. B., Rodriguez-Martin B., Rodriguez-Gonzalez F. G., Roehrl M. H. A., Rohde M., Rokutan H., Romieu G., Rooman I., Roques T., Rosebrock D., Rosenberg M., Rosenstiel P. C., Rosenwald A., Rowe E. W., Rozen S. G., Rubanova Y., Rubin M. A., Rubio-Perez C., Rudneva V. A., Rusev B. C., Ruzzenente A., Ratsch G., Sabarinathan R., Sabelnykova V. Y., Sadeghi S., Saini N., Saito-Adachi M., Salcedo A., Salgado R., Salichos L., Sallari R., Saller C., Salvia R., Sam M., Samra J. S., Sanchez-Vega F., Sander C., Sanders G., Sarin R., Sasaki-Oku A., Sauer T., Sauter G., Saw R. P. M., Scardoni M., Scarlett C. J., Scarpa A., Scelo G., Schadendorf D., Schein J. E., Schilhabel M. B., Schlomm T., Schmidt H. K., Schramm S. -J., Schreiber S., Schultz N., Schumacher S. E., Schwarz R. F., Scolyer R. A., Scott D., Scully R., Seethala R., Segre A. V., Selander I., Semple C. A., Senbabaoglu Y., Sengupta S., Sereni E., Serra S., Sgroi D. C., Shackleton M., Shah N. C., Shahabi S., Shang C. A., Shang P., Shapira O., Shelton T., Shen C., Shen H., Shepherd R., Shi R., Shi Y., Shiah Y. -J., Shibata T., Shih J., Shimizu E., Shimizu K., Shin S. J., Shiraishi Y., Shmaya T., Shmulevich I., Shorser S. I., Short C., Shrestha R., Shringarpure S. S., Shriver C., Shuai S., Sidiropoulos N., Siebert R., Sieuwerts A. M., Sieverling L., Signoretti S., Sikora K. O., Simbolo M., Simon R., Simons J. V., Singer S., Sinnott-Armstrong N., Sipahimalani P., Skelly T. J., Smid M., Smith J., Smith-McCune K., Socci N. D., Sofia H. J., Soloway M. G., Song L., Sood A. K., Sothi S., Sotiriou C., Soulette C. M., Span P. N., Spellman P. T., Sperandio N., Spillane A. J., Spiro O., Spring J., Staaf J., Stadler P. F., Staib P., Stark S. G., Stefansson O. A., Stegle O., Stein L. D., Stenhouse A., Stilgenbauer S., Stratton M. R., Stretch J. R., Stunnenberg H. G., Su H., Su X., Sun R. X., Sungalee S., Susak H., Suzuki A., Sweep F., Szczepanowski M., Sultmann H., Yugawa T., Tam A., Tamborero D., Tan B. K. T., Tan D., Tan P., Tanaka H., Taniguchi H., Tanskanen T. J., Tarabichi M., Tarnuzzer R., Tarpey P., Taschuk M. L., Tatsuno K., Tavare S., Taylor D. F., Taylor-Weiner A., Teh B. T., Tembe V., Temes J., Thai K., Thayer S. P., Thiessen N., Thomas G., Thomas S., Thompson A., Thompson A. M., Thompson J. F., Thompson R. H., Thorne H., Thorne L. B., Thorogood A., Tijanic N., Timms L. E., Tirabosco R., Tojo M., Tommasi S., Toon C. W., Toprak U. H., Tortora G., Tost J., Totoki Y., Townend D., Traficante N., Treilleux I., Trotta J. -R., Trumper L. H. P., Tsao M., Tsunoda T., Tubio J. M. C., Tucker O., Turkington R., Turner D. J., Tutt A., Ueno M., Ueno N. T., Umbricht C., Umer H. M., Underwood T. J., Urban L., Urushidate T., Ushiku T., Uuskula-Reimand L., Valencia A., Van Den Berg D. J., Van Laere S., Van Loo P., Van Meir E. G., Van den Eynden G. G., Van der Kwast T., Vasudev N., Vazquez M., Vedururu R., Veluvolu U., Vembu S., Verbeke L. P. C., Vermeulen P., Verrill C., Viari A., Vicente D., Vicentini C., Raghavan K. V., Viksna J., Vilain R. E., Villasante I., Vincent-Salomon A., Visakorpi T., Voet D., Vyas P., Vazquez-Garcia I., Waddell N. M., Waddell N., Wadelius C., Wadi L., Wagener R., Wang L., Wang Q., Wang Y., Wang Z., Waring P. M., Warnatz H. -J., Warrell J., Warren A. Y., Wedge D. C., Weichenhan D., Weinberger P., Weisenberger D. J., Welch I., Whalley J. P., Whitaker H. C., Wigle D., Wilkerson M. D., Williams A., Wilmott J. S., Wilson G. W., Wilson J. M., Wilson R. K., Winterhoff B., Wintersinger J. A., Wiznerowicz M., Wolf S., Wong B. H., Wong T., Wong W., Woo Y., Wood S., Wouters B. G., Wright A. J., Wright D. W., Wright M. H., Wu C. -L., Wu D. -Y., Wu G., Wu J., Wu K., Wu Y., Xia T., Xiang Q., Xiao X., Xing R., Xiong H., Xu Q., Xu Y., Yachida S., Yamaguchi R., Yamamoto M., Yamamoto S., Yamaue H., Yang F., Yang H., Yang J. Y., Yang L., Yang S., Yang T. -P., Yang Y., Yao X., Yaspo M. -L., Yates L., Yau C., Ye C., Yoon C. J., Yoon S. -S., Yousif F., Yu J., Yu K., Yu W., Yu Y., Yuan K., Yuan Y., Yuen D., Zaikova O., Zamora J., Zapatka M., Zenklusen J. C., Zenz T., Zeps N., Zhang C. -Z., Zhang F., Zhang H., Zhang X., Zhang Y., Zhang Z., Zhao Z., Zheng L., Zheng X., Zhou W., Zhou Y., Bin Zhu, Zhu H., Zhu J., Zhu S., Zou L., Zou X., deFazio A., van As N., van Deurzen C. H. M., van de Vijver M. 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Science ,MEDLINE ,Medizin ,General Physics and Astronomy ,Pain ,610 Medicine & health ,1600 General Chemistry ,Computational biology ,Biology ,10 kHz spinal cord stimulation ,Genome ,responders ,MC3 Working Group ,General Biochemistry, Genetics and Molecular Biology ,whole exome sequencing ,Machine Learning ,1300 General Biochemistry, Genetics and Molecular Biology ,PCAWG novel somatic mutation calling methods working group ,medicine ,cancer ,Genome mutation ,Exome ,Exome sequencing ,Whole genome sequencing ,whole genome sequencing ,Multidisciplinary ,Published Erratum ,Cancer ,PCAWG Consortium ,General Chemistry ,medicine.disease ,3100 General Physics and Astronomy ,oncology ,10032 Clinic for Oncology and Hematology ,Prediction - Abstract
Weitere Nicht-UDE-Autoren sind nicht genannt. Originalpublikation: 10.1038/s41467-020-18151-y. CA extern The original version of this Article omitted from the author list the 9th author Yize Li, who is from the ‘The McDonnell Genome Institute at Washington University, St. Louis, MO 63108, USA and Department of Medicine, Division of Oncology, Washington University School of Medicine, St. Louis, MO 63108, USA’. This has been corrected in both the PDF and HTML versions of the Article. © 2020, The Author(s).
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- 2020
4. Sex differences in oncogenic mutational processes
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Li C. H., Prokopec S. D., Sun R. X., Yousif F., Schmitz N., Al-Shahrour F., Atwal G., Bailey P. J., Biankin A. V., Boutros P. C., Campbell P. J., Chang D. K., Cooke S. L., Deshpande V., Faltas B. M., Faquin W. C., Garraway L., Getz G., Grimmond S. M., Haider S., Hoadley K. A., Jiao W., Kaiser V. B., Karlic R., Kato M., Kubler K., Lazar A. J., Louis D. N., Margolin A., Martin S., Nahal-Bose H. K., Nielsen G. P., Nik-Zainal S., Omberg L., P'ng C., Perry M. D., Polak P., Rheinbay E., Rubin M. A., Semple C. A., Sgroi D. C., Shibata T., Siebert R., Smith J., Stein L. D., Stobbe M. D., Thai K., Wright D. W., Wu C. -L., Yuan K., Zhang J., Aaltonen L. A., Abascal F., Abeshouse A., Aburatani H., Adams D. J., Agrawal N., Ahn K. S., Ahn S. -M., Aikata H., Akbani R., Akdemir K. C., Al-Ahmadie H., Al-Sedairy S. T., Alawi M., Albert M., Aldape K., Alexandrov L. B., Ally A., Alsop K., Alvarez E. G., Amary F., Amin S. B., Aminou B., Ammerpohl O., Anderson M. J., Ang Y., Antonello D., Anur P., Aparicio S., Appelbaum E. L., Arai Y., Aretz A., Arihiro K., Ariizumi S. -I., Armenia J., Arnould L., Asa S., Assenov Y., Aukema S., Auman J. T., Aure M. R., Awadalla P., Aymerich M., Bader G. D., Baez-Ortega A., Bailey M. H., Balasundaram M., Balu S., Bandopadhayay P., Banks R. E., Barbi S., Barbour A. P., Barenboim J., Barnholtz-Sloan J., Barr H., Barrera E., Bartlett J., Bartolome J., Bassi C., Bathe O. F., Baumhoer D., Bavi P., Baylin S. B., Bazant W., Beardsmore D., Beck T. A., Behjati S., Behren A., Niu B., Bell C., Beltran S., Benz C., Berchuck A., Bergmann A. K., Bergstrom E. N., Berman B. P., Berney D. M., Bernhart S. H., Beroukhim R., Berrios M., Bersani S., Bertl J., Betancourt M., Bhandari V., Bhosle S. G., Bieg M., Bigner D., Binder H., Birney E., Birrer M., Biswas N. K., Bjerkehagen B., Bodenheimer T., Boice L., Bonizzato G., De Bono J. S., Boot A., Bootwalla M. S., Borg A., Borkhardt A., Boroevich K. A., Borozan I., Borst C., Bosenberg M., Bosio M., Boultwood J., Bourque G., Bova G. S., Bowen D. T., Bowlby R., Bowtell D. D. L., Boyault S., Boyce R., Boyd J., Brazma A., Brennan P., Brewer D. S., Brinkman A. B., Bristow R. G., Broaddus R. R., Brock J. E., Brock M., Broeks A., Brooks A. N., Brooks D., Brors B., Brunak S., Bruxner T. J. C., Bruzos A. L., Buchanan A., Buchhalter I., Buchholz C., Bullman S., Burke H., Burkhardt B., Burns K. H., Busanovich J., Bustamante C. D., Butler A. P., Butte A. J., Byrne N. J., Borresen-Dale A. -L., Caesar-Johnson S. J., Cafferkey A., Cahill D., Calabrese C., Caldas C., Calvo F., Camacho N., Campo E., Cantu C., Cao S., Carey T. E., Carlevaro-Fita J., Carlsen R., Cataldo I., Cazzola M., Cebon J., Cerfolio R., Chadwick D. E., Chakravarty D., Chalmers D., Chan C. W. Y., Chan K., Chan-Seng-Yue M., Chandan V. S., Chanock S. J., Chantrill L. A., Chateigner A., Chatterjee N., Chayama K., Chen H. -W., Chen J., Chen K., Chen Y., Chen Z., Cherniack A. D., Chien J., Chiew Y. -E., Chin S. -F., Cho J., Cho S., Choi J. K., Choi W., Chomienne C., Chong Z., Choo S. P., Chou A., Christ A. N., Christie E. L., Chuah E., Cibulskis C., Cibulskis K., Cingarlini S., Clapham P., Claviez A., Cleary S., Cloonan N., Cmero M., Collins C. C., Connor A. A., Cooper C. S., Cope L., Corbo V., Cordes M. G., Cordner S. M., Cortes-Ciriano I., Covington K., Cowin P. A., Craft B., Craft D., Creighton C. J., Cun Y., Curley E., Cutcutache I., Czajka K., Czerniak B., Dagg R. A., Danilova L., Davi M. V., Davidson N. R., Davies H., Davis I. J., Davis-Dusenbery B. N., Dawson K. J., De La Vega F. M., De Paoli-Iseppi R., Defreitas T., Dei Tos A. P., Delaneau O., Demchok J. A., Demeulemeester J., Demidov G. M., Demircioglu D., Dennis N. M., Denroche R. E., Dentro S. C., Desai N., Deshwar A. G., Desmedt C., Deu-Pons J., Dhalla N., Dhani N. C., Dhingra P., Dhir R., DiBiase A., Diamanti K., Ding L., Ding S., Dinh H. Q., Dirix L., Doddapaneni H. V., Donmez N., Dow M. T., Drapkin R., Drechsel O., Drews R. M., Serge S., Dudderidge T., Dueso-Barroso A., Dunford A. J., Dunn M., Dursi L. J., Duthie F. R., Dutton-Regester K., Eagles J., Easton D. F., Edmonds S., Edwards P. A., Edwards S. E., Eeles R. A., Ehinger A., Eils J., Eils R., El-Naggar A., Eldridge M., Ellrott K., Erkek S., Escaramis G., Espiritu S. M. G., Estivill X., Etemadmoghadam D., Eyfjord J. E., Fan D., Fan Y., Farcas C., Fassan M., Fatima A., Favero F., Fayzullaev N., Felau I., Fereday S., Ferguson M. L., Ferretti V., Feuerbach L., Field M. A., Fink J. L., Finocchiaro G., Fisher C., Fittall M. W., Fitzgerald A., Fitzgerald R. C., Flanagan A. M., Fleshner N. E., Flicek P., Foekens J. A., Fong K. M., Fonseca N. A., Foster C. S., Fox N. S., Fraser M., Frazer S., Frenkel-Morgenstern M., Friedman W., Frigola J., Fronick C. C., Fujimoto A., Fujita M., Fukayama M., Fulton L. A., Fulton R. S., Furuta M., Futreal P. A., Fullgrabe A., Gabriel S. B., Gallinger S., Gambacorti Passerini C., Gao J., Gao S., Garred O., Garrison E., Garsed D. W., Gehlenborg N., Gelpi J. L. L., George J., Gerhard D. S., Gerhauser C., Gershenwald J. E., Gerstein M., Gerstung M., Ghori M., Ghossein R., Giama N. H., Gibbs R. A., Gill A. J., Gill P., Giri D. D., Glodzik D., Gnanapragasam V. J., Goebler M. E., Goldman M. J., Gomez C., Gonzalez S., Gonzalez-Perez A., Gordenin D. A., Gossage J., Gotoh K., Govindan R., Grabau D., Graham J. S., Grant R. C., Green A. R., Green E., Greger L., Grehan N., Grimaldi S., Grossman R. L., Grundhoff A., Gundem G., Guo Q., Gupta M., Gupta S., Gut I. G., Gut M., Goke J., Ha G., Haake A., Haan D., Haas S., Haase K., Haber J. E., Habermann N., Hach F., Hama N., Hamdy F. C., Hamilton A., Hamilton M. P., Han L., Hanna G. B., Hansmann M., Haradhvala N. J., Harismendy O., Harliwong I., Harmanci A. O., Harrington E., Hasegawa T., Haussler D., Hawkins S., Hayami S., Hayashi S., Hayes D. N., Hayes S. J., Hayward N. K., Hazell S., He Y., Heath A. P., Heath S. C., Hedley D., Hegde A. M., Heiman D. I., Heinold M. C., Heins Z., Heisler L. E., Hellstrom-Lindberg E., Helmy M., Heo S. G., Hepperla A. J., Heredia-Genestar J. M., Herrmann C., Hersey P., Hess J. M., Hilmarsdottir H., Hinton J., Hirano S., Hiraoka N., Hobolth A., Hodzic E., Hoell J. I., Hoffmann S., Hofmann O., Holbrook A., Holik A. Z., Hollingsworth M. A., Holmes O., Holt R. A., Hong C., Hong E. P., Hong J. H., Hooijer G. K., Hornshoj H., Hosoda F., Hou Y., Hovestadt V., Howat W., Hoyle A. P., Hruban R. H., Hu J., Hu T., Hua X., Huang K. -L., Huang M., Huang M. N., Huang V., Huang Y., Huber W., Hudson T. J., Hummel M., Hung J. A., Huntsman D., Hupp T. R., Huse J., Huska M. R., Hutter B., Hutter C. M., Hubschmann D., Iacobuzio-Donahue C. A., Imbusch C. D., Imielinski M., Imoto S., Isaacs W. B., Isaev K., Ishikawa S., Iskar M., Islam S. M. A., Ittmann M., Ivkovic S., Izarzugaza J. M. G., Jacquemier J., Jakrot V., Jamieson N. B., Jang G. H., Jang S. J., Jayaseelan J. C., Jayasinghe R., Jefferys S. R., Jegalian K., Jennings J. L., Jeon S. -H., Jerman L., Ji Y., Johansson P. A., Johns A. L., Johns J., Johnson R., Johnson T. A., Jolly C., Joly Y., Jonasson J. G., Jones C. D., Jones D. R., Jones D. T. W., Jones N., Jones S. J. M., Jonkers J., Ju Y. S., Juhl H., Jung J., Juul M., Juul R. I., Juul S., Jager N., Kabbe R., Kahles A., Kahraman A., Kakavand H., Kalimuthu S., von Kalle C., Kang K. J., Karaszi K., Karlan B., Karsch D., Kasaian K., Kassahn K. S., Katai H., Katoh H., Kawakami Y., Kay J. D., Kazakoff S. H., Kazanov M. D., Keays M., Kebebew E., Kefford R. F., Kellis M., Kench J. G., Kennedy C. J., Kerssemakers J. N. A., Khoo D., Khoo V., Khuntikeo N., Khurana E., Kilpinen H., Kim H. K., Kim H. -L., Kim H. -Y., Kim H., Kim J., Kim J. K., Kim Y., King T. A., Klapper W., Kleinheinz K., Klimczak L. J., Knappskog S., Kneba M., Knoppers B. M., Koh Y., Komorowski J., Komura D., Komura M., Kong G., Kool M., Korbel J. O., Korchina V., Korshunov A., Koscher M., Koster R., Kote-Jarai Z., Koures A., Kovacevic M., Kremeyer B., Kretzmer H., Kreuz M., Krishnamurthy S., Kube D., Kumar K., Kumar P., Kumar S., Kumar Y., Kundra R., Kuppers R., Lagergren J., Lai P. H., Laird P. W., Lakhani S. R., Lalansingh C. M., Lalonde E., Lamaze F. C., Lambert A., Lander E., Landgraf P., Landoni L., Langerod A., Lanzos A., Larsimont D., Larsson E., Lathrop M., Lau L. M. S., Lawerenz C., Lawlor R. T., Lawrence M. S., Le X., Lee D., Lee E. A., Lee H. J., Lee J. J. -K., Lee J. -Y., Lee J., Lee M. T. M., Lee-Six H., Lehmann K. -V., Lehrach H., Lenze D., Leonard C. R., Leongamornlert D. A., Leshchiner I., Letourneau L., Letunic I., Levine D. A., Lewis L., Ley T., Li C., Li H. I., Li J., Li L., Li S., Li X., Li Y., Liang H., Liang S. -B., Lichter P., Lin P., Lin Z., Linehan W. M., Lingjaerde O. C., Liu D., Liu E. M., Liu F. -F., Liu F., Liu J., Liu X., Livingstone J., Livitz D., Livni N., Lochovsky L., Loeffler M., Long G. V., Lopez-Guillermo A., Lou S., Lovat L. B., Lu Y., Lu Y. -J., Luchini C., Lungu I., Luo X., Luxton H. J., Lynch A. G., Lype L., Lopez C., Lopez-Otin C., Ma E. Z., Ma Y., MacGrogan G., MacRae S., Macintyre G., Madsen T., Maejima K., Mafficini A., Maglinte D. T., Maitra A., Majumder P. P., Malcovati L., Malikic S., Malleo G., Mann G. J., Mantovani-Loffler L., Marchal K., Marchegiani G., Mardis E. R., Margolin A. A., Marin M. G., Markowetz F., Markowski J., Marks J., Marques-Bonet T., Marra M. A., Marsden L., Martens J. W. M., Martin-Subero J. I., Martincorena I., Martinez-Fundichely A., Maruvka Y. E., Mashl R. J., Massie C. E., Matthew T. J., Matthews L., Mayer E., Mayes S., Mayo M., Mbabaali F., McCune K., McDermott U., McGillivray P. D., McLellan M. D., McPherson J. D., McPherson J. R., McPherson T. A., Meier S. R., Meng A., Meng S., Menzies A., Merrett N. D., Merson S., Meyerson M., Meyerson W., Mieczkowski P. A., Mihaiescu G. L., Mijalkovic S., Mijalkovic-Lazic A. M., Mikkelsen T., Milella M., Mileshkin L., Miller C. A., Miller D. K., Miller J. K., Mills G. B., Milovanovic A., Minner S., Miotto M., Arnau G. M., Mirabello L., Mitchell C., Mitchell T. J., Miyano S., Miyoshi N., Mizuno S., Molnar-Gabor F., Moore M. J., Moore R. A., Morganella S., Morris Q. D., Morrison C., Mose L. E., Moser C. D., Muinos F., Mularoni L., Mungall A. J., Mungall K., Musgrove E. A., Mustonen V., Mutch D., Muyas F., Muzny D. M., Munoz A., Myers J., Myklebost O., Moller P., Nagae G., Nagrial A. M., Nakagama H., Nakagawa H., Nakamura H., Nakamura T., Nakano K., Nandi T., Nangalia J., Nastic M., Navarro A., Navarro F. C. P., Neal D. E., Nettekoven G., Newell F., Newhouse S. J., Newton Y., Ng A. W. T., Ng A., Nicholson J., Nicol D., Nie Y., Nielsen M. M., Noble M. S., Nones K., Northcott P. A., Notta F., O'Connor B. D., O'Donnell P., O'Donovan M., O'Meara S., O'Neill B. P., O'Neill J. R., Ocana D., Ochoa A., Oesper L., Ogden C., Ohdan H., Ohi K., Ohno-Machado L., Oien K. A., Ojesina A. I., Ojima H., Okusaka T., Ong C. K., Ossowski S., Ott G., Ouellette B. F. F., Paczkowska M., Paiella S., Pairojkul C., Pajic M., Pan-Hammarstrom Q., Papaemmanuil E., Papatheodorou I., Paramasivam N., Park J. W., Park J. -W., Park K., Park P. J., Parker J. S., Parsons S. L., Pass H., Pasternack D., Pastore A., Patch A. -M., Pauporte I., Pea A., Pearson J. V., Pedamallu C. S., Pedersen J. S., Pederzoli P., Peifer M., Pennell N. A., Perou C. M., Petersen G. M., Peto M., Petrelli N., Petryszak R., Pfister S. M., Phillips M., Pich O., Pickett H. A., Pihl T. D., Pillay N., Pinder S., Pinese M., Pinho A. V., Pitkanen E., Pivot X., Pineiro-Yanez E., Planko L., Plass C., Pons T., Popescu I., Potapova O., Prasad A., Preston S. R., Prinz M., Pritchard A. L., Provenzano E., Puente X. S., Puig S., Puiggros M., Pulido-Tamayo S., Pupo G. M., Purdie C. A., Quinn M. C., Rabionet R., Rader J. S., Radlwimmer B., Radovic P., Raeder B., Raine K. M., Ramakrishna M., Ramakrishnan K., Ramalingam S., Raphael B. J., Rathmell W. K., Rausch T., Reifenberger G., Reimand J., Reis-Filho J., Reuter V., Reyes-Salazar I., Reyna M. A., Reynolds S. M., Riazalhosseini Y., Richardson A. L., Richter J., Ringel M., Ringner M., Rino Y., Rippe K., Roach J., Roberts L. R., Roberts N. D., Roberts S. A., Robertson A. G., Robertson A. J., Rodriguez J. B., Rodriguez-Martin B., Rodriguez-Gonzalez F. G., Roehrl M. H. A., Rohde M., Rokutan H., Romieu G., Rooman I., Roques T., Rosebrock D., Rosenberg M., Rosenstiel P. C., Rosenwald A., Rowe E. W., Royo R., Rozen S. G., Rubanova Y., Rubio-Perez C., Rudneva V. A., Rusev B. C., Ruzzenente A., Ratsch G., Sabarinathan R., Sabelnykova V. Y., Sadeghi S., Sahinalp S. C., Saini N., Saito-Adachi M., Saksena G., Salcedo A., Salgado R., Salichos L., Sallari R., Saller C., Salvia R., Sam M., Samra J. S., Sanchez-Vega F., Sander C., Sanders G., Sarin R., Sarrafi I., Sasaki-Oku A., Sauer T., Sauter G., Saw R. P. M., Scardoni M., Scarlett C. J., Scarpa A., Scelo G., Schadendorf D., Schein J. E., Schilhabel M. B., Schlesner M., Schlomm T., Schmidt H. K., Schramm S. -J., Schreiber S., Schultz N., Schumacher S. E., Schwarz R. F., Scolyer R. A., Scott D., Scully R., Seethala R., Segre A. V., Selander I., Senbabaoglu Y., Sengupta S., Sereni E., Serra S., Shackleton M., Shah N. C., Shahabi S., Shang C. A., Shang P., Shapira O., Shelton T., Shen C., Shen H., Shepherd R., Shi R., Shi Y., Shiah Y. -J., Shih J., Shimizu E., Shimizu K., Shin S. J., Shiraishi Y., Shmaya T., Shmulevich I., Shorser S. I., Short C., Shrestha R., Shringarpure S. S., Shriver C., Shuai S., Sidiropoulos N., Sieuwerts A. M., Sieverling L., Signoretti S., Sikora K. O., Simbolo M., Simon R., Simons J. V., Simpson J. T., Simpson P. T., Singer S., Sinnott-Armstrong N., Sipahimalani P., Skelly T. J., Smid M., Smith-McCune K., Socci N. D., Sofia H. J., Soloway M. G., Song L., Sood A. K., Sothi S., Sotiriou C., Soulette C. M., Span P. N., Spellman P. T., Sperandio N., Spillane A. J., Spiro O., Spring J., Staaf J., Stadler P. F., Staib P., Stark S. G., Stebbings L., Stefansson O. A., Stegle O., Stenhouse A., Stewart C., Stilgenbauer S., Stratton M. R., Stretch J. R., Struck A. J., Stuart J. M., Stunnenberg H. G., Su H., Su X., Sungalee S., Susak H., Suzuki A., Sweep F., Szczepanowski M., Sultmann H., Yugawa T., Tam A., Tamborero D., Tan B. K. T., Tan D., Tan P., Tanaka H., Taniguchi H., Tanskanen T. J., Tarabichi M., Tarnuzzer R., Tarpey P., Taschuk M. L., Tatsuno K., Tavare S., Taylor D. F., Taylor-Weiner A., Teague J. W., Teh B. T., Tembe V., Temes J., Thayer S. P., Thiessen N., Thomas G., Thomas S., Thompson A., Thompson A. M., Thompson J. F., Thompson R. H., Thorne H., Thorne L. B., Thorogood A., Tiao G., Tijanic N., Timms L. E., Tirabosco R., Tojo M., Tommasi S., Toon C. W., Toprak U. H., Torrents D., Tortora G., Tost J., Totoki Y., Townend D., Traficante N., Treilleux I., Trotta J. -R., Trumper L. H. P., Tsao M., Tsunoda T., Tubio J. M. C., Tucker O., Turkington R., Turner D. J., Tutt A., Ueno M., Ueno N. T., Umbricht C., Umer H. M., Underwood T. J., Urban L., Urushidate T., Ushiku T., Uuskula-Reimand L., Valencia A., Van Den Berg D. J., Van Laere S., Van Loo P., Van Meir E. G., Van den Eynden G. G., Van der Kwast T., Vasudev N., Vazquez M., Vedururu R., Veluvolu U., Vembu S., Verbeke L. P. C., Vermeulen P., Verrill C., Viari A., Vicente D., Vicentini C., Raghavan K. V., Viksna J., Vilain R. E., Villasante I., Vincent-Salomon A., Visakorpi T., Voet D., Vyas P., Vazquez-Garcia I., Waddell N. M., Waddell N., Wadelius C., Wadi L., Wagener R., Wala J. A., Wang J., Wang L., Wang Q., Wang W., Wang Y., Wang Z., Waring P. M., Warnatz H. -J., Warrell J., Warren A. Y., Waszak S. M., Wedge D. C., Weichenhan D., Weinberger P., Weinstein J. N., Weischenfeldt J., Weisenberger D. J., Welch I., Wendl M. C., Werner J., Whalley J. P., Wheeler D. A., Whitaker H. C., Wigle D., Wilkerson M. D., Williams A., Wilmott J. S., Wilson G. W., Wilson J. M., Wilson R. K., Winterhoff B., Wintersinger J. A., Wiznerowicz M., Wolf S., Wong B. H., Wong T., Wong W., Woo Y., Wood S., Wouters B. G., Wright A. J., Wright M. H., Wu D. -Y., Wu G., Wu J., Wu K., Wu Y., Wu Z., Xi L., Xia T., Xiang Q., Xiao X., Xing R., Xiong H., Xu Q., Xu Y., Xue H., Yachida S., Yakneen S., Yamaguchi R., Yamaguchi T. N., Yamamoto M., Yamamoto S., Yamaue H., Yang F., Yang H., Yang J. Y., Yang L., Yang S., Yang T. -P., Yang Y., Yao X., Yaspo M. -L., Yates L., Yau C., Ye C., Ye K., Yellapantula V. D., Yoon C. J., Yoon S. -S., Yu J., Yu K., Yu W., Yu Y., Yuan Y., Yuen D., Yung C. K., Zaikova O., Zamora J., Zapatka M., Zenklusen J. C., Zenz T., Zeps N., Zhang C. -Z., Zhang F., Zhang H., Zhang X., Zhang Y., Zhang Z., Zhao Z., Zheng L., Zheng X., Zhou W., Zhou Y., Zhu B., Zhu H., Zhu J., Zhu S., Zou L., Zou X., deFazio A., van As N., van Deurzen C. H. M., van de Vijver M. J., Veer L., von Mering C., Lauri Antti Aaltonen / Principal Investigator, Genome-Scale Biology (GSB) Research Program, Department of Medical and Clinical Genetics, Organismal and Evolutionary Biology Research Programme, Helsinki Institute for Information Technology, Institute of Biotechnology, Bioinformatics, Department of Computer Science, Faculty of Medicine, HUS Helsinki and Uusimaa Hospital District, University of St Andrews. Sir James Mackenzie Institute for Early Diagnosis, University of St Andrews. Cellular Medicine Division, University of St Andrews. Statistics, University of St Andrews. School of Medicine, Heilbrigðisvísindasvið (HÍ), School of Health Sciences (UI), Háskóli Íslands, University of Iceland, Li, C, Prokopec, S, Sun, R, Yousif, F, Schmitz, N, Al-Shahrour, F, Atwal, G, Bailey, P, Biankin, A, Boutros, P, Campbell, P, Chang, D, Cooke, S, Deshpande, V, Faltas, B, Faquin, W, Garraway, L, Getz, G, Grimmond, S, Haider, S, Hoadley, K, Jiao, W, Kaiser, V, Karlic, R, Kato, M, Kubler, K, Lazar, A, Louis, D, Margolin, A, Martin, S, Nahal-Bose, H, Nielsen, G, Nik-Zainal, S, Omberg, L, P'Ng, C, Perry, M, Polak, P, Rheinbay, E, Rubin, M, Semple, C, Sgroi, D, Shibata, T, Siebert, R, Smith, J, Stein, L, Stobbe, M, Thai, K, Wright, D, Wu, C, Yuan, K, Zhang, J, Aaltonen, L, Abascal, F, Abeshouse, A, Aburatani, H, Adams, D, Agrawal, N, Ahn, K, Ahn, S, Aikata, H, Akbani, R, Akdemir, K, Al-Ahmadie, H, Al-Sedairy, S, Alawi, M, Albert, M, Aldape, K, Alexandrov, L, Ally, A, Alsop, K, Alvarez, E, Amary, F, Amin, S, Aminou, B, Ammerpohl, O, Anderson, M, Ang, Y, Antonello, D, Anur, P, Aparicio, S, Appelbaum, E, Arai, Y, Aretz, A, Arihiro, K, Ariizumi, S, Armenia, J, Arnould, L, Asa, S, Assenov, Y, Aukema, S, Auman, J, Aure, M, Awadalla, P, Aymerich, M, Bader, G, Baez-Ortega, A, Bailey, M, Balasundaram, M, Balu, S, Bandopadhayay, P, Banks, R, Barbi, S, Barbour, A, Barenboim, J, Barnholtz-Sloan, J, Barr, H, Barrera, E, Bartlett, J, Bartolome, J, Bassi, C, Bathe, O, Baumhoer, D, Bavi, P, Baylin, S, Bazant, W, Beardsmore, D, Beck, T, Behjati, S, Behren, A, Niu, B, Bell, C, Beltran, S, Benz, C, Berchuck, A, Bergmann, A, Bergstrom, E, Berman, B, Berney, D, Bernhart, S, Beroukhim, R, Berrios, M, Bersani, S, Bertl, J, Betancourt, M, Bhandari, V, Bhosle, S, Bieg, M, Bigner, D, Binder, H, Birney, E, Birrer, M, Biswas, N, Bjerkehagen, B, Bodenheimer, T, Boice, L, Bonizzato, G, De Bono, J, Boot, A, Bootwalla, M, Borg, A, Borkhardt, A, Boroevich, K, Borozan, I, Borst, C, Bosenberg, M, Bosio, M, Boultwood, J, Bourque, G, Bova, G, Bowen, D, Bowlby, R, Bowtell, D, Boyault, S, Boyce, R, Boyd, J, Brazma, A, Brennan, P, Brewer, D, Brinkman, A, Bristow, R, Broaddus, R, Brock, J, Brock, M, Broeks, A, Brooks, A, Brooks, D, Brors, B, Brunak, S, Bruxner, T, Bruzos, A, Buchanan, A, Buchhalter, I, Buchholz, C, Bullman, S, Burke, H, Burkhardt, B, Burns, K, Busanovich, J, Bustamante, C, Butler, A, Butte, A, Byrne, N, Borresen-Dale, A, Caesar-Johnson, S, Cafferkey, A, Cahill, D, Calabrese, C, Caldas, C, Calvo, F, Camacho, N, Campo, E, Cantu, C, Cao, S, Carey, T, Carlevaro-Fita, J, Carlsen, R, Cataldo, I, Cazzola, M, Cebon, J, Cerfolio, R, Chadwick, D, Chakravarty, D, Chalmers, D, Chan, C, Chan, K, Chan-Seng-Yue, M, Chandan, V, Chanock, S, Chantrill, L, Chateigner, A, Chatterjee, N, Chayama, K, Chen, H, Chen, J, Chen, K, Chen, Y, Chen, Z, Cherniack, A, Chien, J, Chiew, Y, Chin, S, Cho, J, Cho, S, Choi, J, Choi, W, Chomienne, C, Chong, Z, Choo, S, Chou, A, Christ, A, Christie, E, Chuah, E, Cibulskis, C, Cibulskis, K, Cingarlini, S, Clapham, P, Claviez, A, Cleary, S, Cloonan, N, Cmero, M, Collins, C, Connor, A, Cooper, C, Cope, L, Corbo, V, Cordes, M, Cordner, S, Cortes-Ciriano, I, Covington, K, Cowin, P, Craft, B, Craft, D, Creighton, C, Cun, Y, Curley, E, Cutcutache, I, Czajka, K, Czerniak, B, Dagg, R, Danilova, L, Davi, M, Davidson, N, Davies, H, Davis, I, Davis-Dusenbery, B, Dawson, K, De La Vega, F, De Paoli-Iseppi, R, Defreitas, T, Dei Tos, A, Delaneau, O, Demchok, J, Demeulemeester, J, Demidov, G, Demircioglu, D, Dennis, N, Denroche, R, Dentro, S, Desai, N, Deshwar, A, Desmedt, C, Deu-Pons, J, Dhalla, N, Dhani, N, Dhingra, P, Dhir, R, Dibiase, A, Diamanti, K, Ding, L, Ding, S, Dinh, H, Dirix, L, Doddapaneni, H, Donmez, N, Dow, M, Drapkin, R, Drechsel, O, Drews, R, Serge, S, Dudderidge, T, Dueso-Barroso, A, Dunford, A, Dunn, M, Dursi, L, Duthie, F, Dutton-Regester, K, Eagles, J, Easton, D, Edmonds, S, Edwards, P, Edwards, S, Eeles, R, Ehinger, A, Eils, J, Eils, R, El-Naggar, A, Eldridge, M, Ellrott, K, Erkek, S, Escaramis, G, Espiritu, S, Estivill, X, Etemadmoghadam, D, Eyfjord, J, Fan, D, Fan, Y, Farcas, C, Fassan, M, Fatima, A, Favero, F, Fayzullaev, N, Felau, I, Fereday, S, Ferguson, M, Ferretti, V, Feuerbach, L, Field, M, Fink, J, Finocchiaro, G, Fisher, C, Fittall, M, Fitzgerald, A, Fitzgerald, R, Flanagan, A, Fleshner, N, Flicek, P, Foekens, J, Fong, K, Fonseca, N, Foster, C, Fox, N, Fraser, M, Frazer, S, Frenkel-Morgenstern, M, Friedman, W, Frigola, J, Fronick, C, Fujimoto, A, Fujita, M, Fukayama, M, Fulton, L, Fulton, R, Furuta, M, Futreal, P, Fullgrabe, A, Gabriel, S, Gallinger, S, Gambacorti Passerini, C, Gao, J, Gao, S, Garred, O, Garrison, E, Garsed, D, Gehlenborg, N, Gelpi, J, George, J, Gerhard, D, Gerhauser, C, Gershenwald, J, Gerstein, M, Gerstung, M, Ghori, M, Ghossein, R, Giama, N, Gibbs, R, Gill, A, Gill, P, Giri, D, Glodzik, D, Gnanapragasam, V, Goebler, M, Goldman, M, Gomez, C, Gonzalez, S, Gonzalez-Perez, A, Gordenin, D, Gossage, J, Gotoh, K, Govindan, R, Grabau, D, Graham, J, Grant, R, Green, A, Green, E, Greger, L, Grehan, N, Grimaldi, S, Grossman, R, Grundhoff, A, Gundem, G, Guo, Q, Gupta, M, Gupta, S, Gut, I, Gut, M, Goke, J, Ha, G, Haake, A, Haan, D, Haas, S, Haase, K, Haber, J, Habermann, N, Hach, F, Hama, N, Hamdy, F, Hamilton, A, Hamilton, M, Han, L, Hanna, G, Hansmann, M, Haradhvala, N, Harismendy, O, Harliwong, I, Harmanci, A, Harrington, E, Hasegawa, T, Haussler, D, Hawkins, S, Hayami, S, Hayashi, S, Hayes, D, Hayes, S, Hayward, N, Hazell, S, He, Y, Heath, A, Heath, S, Hedley, D, Hegde, A, Heiman, D, Heinold, M, Heins, Z, Heisler, L, Hellstrom-Lindberg, E, Helmy, M, Heo, S, Hepperla, A, Heredia-Genestar, J, Herrmann, C, Hersey, P, Hess, J, Hilmarsdottir, H, Hinton, J, Hirano, S, Hiraoka, N, Hobolth, A, Hodzic, E, Hoell, J, Hoffmann, S, Hofmann, O, Holbrook, A, Holik, A, Hollingsworth, M, Holmes, O, Holt, R, Hong, C, Hong, E, Hong, J, Hooijer, G, Hornshoj, H, Hosoda, F, Hou, Y, Hovestadt, V, Howat, W, Hoyle, A, Hruban, R, Hu, J, Hu, T, Hua, X, Huang, K, Huang, M, Huang, V, Huang, Y, Huber, W, Hudson, T, Hummel, M, Hung, J, Huntsman, D, Hupp, T, Huse, J, Huska, M, Hutter, B, Hutter, C, Hubschmann, D, Iacobuzio-Donahue, C, Imbusch, C, Imielinski, M, Imoto, S, Isaacs, W, Isaev, K, Ishikawa, S, Iskar, M, Islam, S, Ittmann, M, Ivkovic, S, Izarzugaza, J, Jacquemier, J, Jakrot, V, Jamieson, N, Jang, G, Jang, S, Jayaseelan, J, Jayasinghe, R, Jefferys, S, Jegalian, K, Jennings, J, Jeon, S, Jerman, L, Ji, Y, Johansson, P, Johns, A, Johns, J, Johnson, R, Johnson, T, Jolly, C, Joly, Y, Jonasson, J, Jones, C, Jones, D, Jones, N, Jones, S, Jonkers, J, Ju, Y, Juhl, H, Jung, J, Juul, M, Juul, R, Juul, S, Jager, N, Kabbe, R, Kahles, A, Kahraman, A, Kakavand, H, Kalimuthu, S, von Kalle, C, Kang, K, Karaszi, K, Karlan, B, Karsch, D, Kasaian, K, Kassahn, K, Katai, H, Katoh, H, Kawakami, Y, Kay, J, Kazakoff, S, Kazanov, M, Keays, M, Kebebew, E, Kefford, R, Kellis, M, Kench, J, Kennedy, C, Kerssemakers, J, Khoo, D, Khoo, V, Khuntikeo, N, Khurana, E, Kilpinen, H, Kim, H, Kim, J, Kim, Y, King, T, Klapper, W, Kleinheinz, K, Klimczak, L, Knappskog, S, Kneba, M, Knoppers, B, Koh, Y, Komorowski, J, Komura, D, Komura, M, Kong, G, Kool, M, Korbel, J, Korchina, V, Korshunov, A, Koscher, M, Koster, R, Kote-Jarai, Z, Koures, A, Kovacevic, M, Kremeyer, B, Kretzmer, H, Kreuz, M, Krishnamurthy, S, Kube, D, Kumar, K, Kumar, P, Kumar, S, Kumar, Y, Kundra, R, Kuppers, R, Lagergren, J, Lai, P, Laird, P, Lakhani, S, Lalansingh, C, Lalonde, E, Lamaze, F, Lambert, A, Lander, E, Landgraf, P, Landoni, L, Langerod, A, Lanzos, A, Larsimont, D, Larsson, E, Lathrop, M, Lau, L, Lawerenz, C, Lawlor, R, Lawrence, M, Le, X, Lee, D, Lee, E, Lee, H, Lee, J, Lee, M, Lee-Six, H, Lehmann, K, Lehrach, H, Lenze, D, Leonard, C, Leongamornlert, D, Leshchiner, I, Letourneau, L, Letunic, I, Levine, D, Lewis, L, Ley, T, Li, H, Li, J, Li, L, Li, S, Li, X, Li, Y, Liang, H, Liang, S, Lichter, P, Lin, P, Lin, Z, Linehan, W, Lingjaerde, O, Liu, D, Liu, E, Liu, F, Liu, J, Liu, X, Livingstone, J, Livitz, D, Livni, N, Lochovsky, L, Loeffler, M, Long, G, Lopez-Guillermo, A, Lou, S, Lovat, L, Lu, Y, Luchini, C, Lungu, I, Luo, X, Luxton, H, Lynch, A, Lype, L, Lopez, C, Lopez-Otin, C, Ma, E, Ma, Y, Macgrogan, G, Macrae, S, Macintyre, G, Madsen, T, Maejima, K, Mafficini, A, Maglinte, D, Maitra, A, Majumder, P, Malcovati, L, Malikic, S, Malleo, G, Mann, G, Mantovani-Loffler, L, Marchal, K, Marchegiani, G, Mardis, E, Marin, M, Markowetz, F, Markowski, J, Marks, J, Marques-Bonet, T, Marra, M, Marsden, L, Martens, J, Martin-Subero, J, Martincorena, I, Martinez-Fundichely, A, Maruvka, Y, Mashl, R, Massie, C, Matthew, T, Matthews, L, Mayer, E, Mayes, S, Mayo, M, Mbabaali, F, Mccune, K, Mcdermott, U, Mcgillivray, P, Mclellan, M, Mcpherson, J, Mcpherson, T, Meier, S, Meng, A, Meng, S, Menzies, A, Merrett, N, Merson, S, Meyerson, M, Meyerson, W, Mieczkowski, P, Mihaiescu, G, Mijalkovic, S, Mijalkovic-Lazic, A, Mikkelsen, T, Milella, M, Mileshkin, L, Miller, C, Miller, D, Miller, J, Mills, G, Milovanovic, A, Minner, S, Miotto, M, Arnau, G, Mirabello, L, Mitchell, C, Mitchell, T, Miyano, S, Miyoshi, N, Mizuno, S, Molnar-Gabor, F, Moore, M, Moore, R, Morganella, S, Morris, Q, Morrison, C, Mose, L, Moser, C, Muinos, F, Mularoni, L, Mungall, A, Mungall, K, Musgrove, E, Mustonen, V, Mutch, D, Muyas, F, Muzny, D, Munoz, A, Myers, J, Myklebost, O, Moller, P, Nagae, G, Nagrial, A, Nakagama, H, Nakagawa, H, Nakamura, H, Nakamura, T, Nakano, K, Nandi, T, Nangalia, J, Nastic, M, Navarro, A, Navarro, F, Neal, D, Nettekoven, G, Newell, F, Newhouse, S, Newton, Y, Ng, A, Nicholson, J, Nicol, D, Nie, Y, Nielsen, M, Noble, M, Nones, K, Northcott, P, Notta, F, O'Connor, B, O'Donnell, P, O'Donovan, M, O'Meara, S, O'Neill, B, O'Neill, J, Ocana, D, Ochoa, A, Oesper, L, Ogden, C, Ohdan, H, Ohi, K, Ohno-Machado, L, Oien, K, Ojesina, A, Ojima, H, Okusaka, T, Ong, C, Ossowski, S, Ott, G, Ouellette, B, Paczkowska, M, Paiella, S, Pairojkul, C, Pajic, M, Pan-Hammarstrom, Q, Papaemmanuil, E, Papatheodorou, I, Paramasivam, N, Park, J, Park, K, Park, P, Parker, J, Parsons, S, Pass, H, Pasternack, D, Pastore, A, Patch, A, Pauporte, I, Pea, A, Pearson, J, Pedamallu, C, Pedersen, J, Pederzoli, P, Peifer, M, Pennell, N, Perou, C, Petersen, G, Peto, M, Petrelli, N, Petryszak, R, Pfister, S, Phillips, M, Pich, O, Pickett, H, Pihl, T, Pillay, N, Pinder, S, Pinese, M, Pinho, A, Pitkanen, E, Pivot, X, Pineiro-Yanez, E, Planko, L, Plass, C, Pons, T, Popescu, I, Potapova, O, Prasad, A, Preston, S, Prinz, M, Pritchard, A, Provenzano, E, Puente, X, Puig, S, Puiggros, M, Pulido-Tamayo, S, Pupo, G, Purdie, C, Quinn, M, Rabionet, R, Rader, J, Radlwimmer, B, Radovic, P, Raeder, B, Raine, K, Ramakrishna, M, Ramakrishnan, K, Ramalingam, S, Raphael, B, Rathmell, W, Rausch, T, Reifenberger, G, Reimand, J, Reis-Filho, J, Reuter, V, Reyes-Salazar, I, Reyna, M, Reynolds, S, Riazalhosseini, Y, Richardson, A, Richter, J, Ringel, M, Ringner, M, Rino, Y, Rippe, K, Roach, J, Roberts, L, Roberts, N, Roberts, S, Robertson, A, Rodriguez, J, Rodriguez-Martin, B, Rodriguez-Gonzalez, F, Roehrl, M, Rohde, M, Rokutan, H, Romieu, G, Rooman, I, Roques, T, Rosebrock, D, Rosenberg, M, Rosenstiel, P, Rosenwald, A, Rowe, E, Royo, R, Rozen, S, Rubanova, Y, Rubio-Perez, C, Rudneva, V, Rusev, B, Ruzzenente, A, Ratsch, G, Sabarinathan, R, Sabelnykova, V, Sadeghi, S, Sahinalp, S, Saini, N, Saito-Adachi, M, Saksena, G, Salcedo, A, Salgado, R, Salichos, L, Sallari, R, Saller, C, Salvia, R, Sam, M, Samra, J, Sanchez-Vega, F, Sander, C, Sanders, G, Sarin, R, Sarrafi, I, Sasaki-Oku, A, Sauer, T, Sauter, G, Saw, R, Scardoni, M, Scarlett, C, Scarpa, A, Scelo, G, Schadendorf, D, Schein, J, Schilhabel, M, Schlesner, M, Schlomm, T, Schmidt, H, Schramm, S, Schreiber, S, Schultz, N, Schumacher, S, Schwarz, R, Scolyer, R, Scott, D, Scully, R, Seethala, R, Segre, A, Selander, I, Senbabaoglu, Y, Sengupta, S, Sereni, E, Serra, S, Shackleton, M, Shah, N, Shahabi, S, Shang, C, Shang, P, Shapira, O, Shelton, T, Shen, C, Shen, H, Shepherd, R, Shi, R, Shi, Y, Shiah, Y, Shih, J, Shimizu, E, Shimizu, K, Shin, S, Shiraishi, Y, Shmaya, T, Shmulevich, I, Shorser, S, Short, C, Shrestha, R, Shringarpure, S, Shriver, C, Shuai, S, Sidiropoulos, N, Sieuwerts, A, Sieverling, L, Signoretti, S, Sikora, K, Simbolo, M, Simon, R, Simons, J, Simpson, J, Simpson, P, Singer, S, Sinnott-Armstrong, N, Sipahimalani, P, Skelly, T, Smid, M, Smith-McCune, K, Socci, N, Sofia, H, Soloway, M, Song, L, Sood, A, Sothi, S, Sotiriou, C, Soulette, C, Span, P, Spellman, P, Sperandio, N, Spillane, A, Spiro, O, Spring, J, Staaf, J, Stadler, P, Staib, P, Stark, S, Stebbings, L, Stefansson, O, Stegle, O, Stenhouse, A, Stewart, C, Stilgenbauer, S, Stratton, M, Stretch, J, Struck, A, Stuart, J, Stunnenberg, H, Su, H, Su, X, Sungalee, S, Susak, H, Suzuki, A, Sweep, F, Szczepanowski, M, Sultmann, H, Yugawa, T, Tam, A, Tamborero, D, Tan, B, Tan, D, Tan, P, Tanaka, H, Taniguchi, H, Tanskanen, T, Tarabichi, M, Tarnuzzer, R, Tarpey, P, Taschuk, M, Tatsuno, K, Tavare, S, Taylor, D, Taylor-Weiner, A, Teague, J, Teh, B, Tembe, V, Temes, J, Thayer, S, Thiessen, N, Thomas, G, Thomas, S, Thompson, A, Thompson, J, Thompson, R, Thorne, H, Thorne, L, Thorogood, A, Tiao, G, Tijanic, N, Timms, L, Tirabosco, R, Tojo, M, Tommasi, S, Toon, C, Toprak, U, Torrents, D, Tortora, G, Tost, J, Totoki, Y, Townend, D, Traficante, N, Treilleux, I, Trotta, J, Trumper, L, Tsao, M, Tsunoda, T, Tubio, J, Tucker, O, Turkington, R, Turner, D, Tutt, A, Ueno, M, Ueno, N, Umbricht, C, Umer, H, Underwood, T, Urban, L, Urushidate, T, Ushiku, T, Uuskula-Reimand, L, Valencia, A, Van Den Berg, D, Van Laere, S, Van Loo, P, Van Meir, E, Van den Eynden, G, Van der Kwast, T, Vasudev, N, Vazquez, M, Vedururu, R, Veluvolu, U, Vembu, S, Verbeke, L, Vermeulen, P, Verrill, C, Viari, A, Vicente, D, Vicentini, C, Raghavan, K, Viksna, J, Vilain, R, Villasante, I, Vincent-Salomon, A, Visakorpi, T, Voet, D, Vyas, P, Vazquez-Garcia, I, Waddell, N, Wadelius, 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C, Zhang, F, Zhang, H, Zhang, X, Zhang, Y, Zhang, Z, Zhao, Z, Zheng, L, Zheng, X, Zhou, W, Zhou, Y, Zhu, B, Zhu, H, Zhu, J, Zhu, S, Zou, L, Zou, X, Defazio, A, van As, N, van Deurzen, C, van de Vijver, M, Veer, L, von Mering, C, Natural Sciences and Engineering Research Council of Canada, Canadian Institutes of Health Research, Genome Canada, Canada Foundation for Innovation, National Institutes of Health (US), National Cancer Institute (US), Pathology, CCA - Cancer biology and immunology, Graduate School, Laboratory Genetic Metabolic Diseases, AGEM - Amsterdam Gastroenterology Endocrinology Metabolism, CCA -Cancer Center Amsterdam, Li, Constance H. [0000-0002-5487-7225], Prokopec, Stephenie D. [0000-0001-7936-8577], Boutros, Paul C. [0000-0003-0553-7520], Apollo - University of Cambridge Repository, Tampere University, BioMediTech, TAYS Cancer Centre, Basic (bio-) Medical Sciences, Li, Constance H [0000-0002-5487-7225], Prokopec, Stephenie D [0000-0001-7936-8577], Boutros, Paul C [0000-0003-0553-7520], and Medical Oncology
- Subjects
sex differences ,Male ,Colorectal cancer ,Kynferði ,02 engineering and technology ,0302 clinical medicine ,DISPARITIES ,Epidemiology of cancer ,Cancer genomics ,lcsh:Science ,Càncer ,Cancer genetics, Genome informatics, Cancer genomics, Oncogenes ,Cancer genetics ,Exome ,Cancer ,0303 health sciences ,Mutation ,Neoplasms -- genetics ,1184 Genetics, developmental biology, physiology ,Neoplasms/genetics ,3. Good health ,030220 oncology & carcinogenesis ,Medical genetics ,0210 nano-technology ,Human ,Sex characteristics ,medicine.medical_specialty ,Science ,Genomic Instability ,General Biochemistry, Genetics and Molecular Biology ,RC0254 ,Càncer -- Epidemiologia ,Open Reading Frames ,03 medical and health sciences ,SDG 3 - Good Health and Well-being ,Chromosomal Instability ,Sex differences ,Genetics ,Humans ,beta Catenin -- genetics ,Sex organ ,SIGNATURES ,45 ,RC0254 Neoplasms. Tumors. Oncology (including Cancer) ,Oncogenes ,medicine.disease ,692/4028/67/69 ,Cancérologie ,Genòmica ,Logistic Models ,030104 developmental biology ,lcsh:Q ,PCAWG Tumour Subtypes and Clinical Translation ,Human genome ,119 ,0301 basic medicine ,Medizin ,General Physics and Astronomy ,medicine.disease_cause ,Bioinformatics ,Genome informatics ,Genome ,Neoplasms ,38/23 ,Medicine and Health Sciences ,Body Size ,beta Catenin ,Sex Characteristics ,318 Medical biotechnology ,Women's cancers Radboud Institute for Molecular Life Sciences [Radboudumc 17] ,Multidisciplinary ,article ,3rd-DAS ,021001 nanoscience & nanotechnology ,humanities ,Women's cancers Radboud Institute for Health Sciences [Radboudumc 17] ,Causality ,oncology ,1181 Ecology, evolutionary biology ,SURVIVAL ,631/114/2785 ,Female ,Càncer -- Tractament ,Oncogenes -- genetics ,beta Catenin/genetics ,3122 Cancers ,610 Medicine & health ,QH426 Genetics ,Biology ,Cancer epidemiology ,Rare Diseases ,631/67/68 ,Krabbameinsrannsóknir ,medicine ,ddc:610 ,Gene ,QH426 ,030304 developmental biology ,Krabbamein ,Oncogenes/genetics ,Genome, Human ,Sex organs ,Human Genome ,PCAWG Consortium ,General Chemistry ,GENE ,Good Health and Well Being ,Estudis de gènere ,oncogenic mutational processes ,692/4028/67/395 ,Diferències entre sexes ,Gender studies ,3111 Biomedicine - Abstract
Publisher's version (útgefin grein), Sex differences have been observed in multiple facets of cancer epidemiology, treatment and biology, and in most cancers outside the sex organs. Efforts to link these clinical differences to specific molecular features have focused on somatic mutations within the coding regions of the genome. Here we report a pan-cancer analysis of sex differences in whole genomes of 1983 tumours of 28 subtypes as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium. We both confirm the results of exome studies, and also uncover previously undescribed sex differences. These include sex-biases in coding and non-coding cancer drivers, mutation prevalence and strikingly, in mutational signatures related to underlying mutational processes. These results underline the pervasiveness of molecular sex differences and strengthen the call for increased consideration of sex in molecular cancer research., We thank all the members of the Boutros lab for insightful discussions. This study was conducted with the support of the Ontario Institute for Cancer Research to P.C.B. through funding provided by the Government of Ontario. This work was supported by the Discovery Frontiers: Advancing Big Data Science in Genomics Research program, which is jointly funded by the Natural Sciences and Engineering Research Council (NSERC) of Canada, the Canadian Institutes of Health Research (CIHR), Genome Canada and the Canada Foundation for Innovation (CFI). P.C.B. was supported by a Terry Fox Research Institute New Investigator Award and a CIHR New Investigator Award. This work was supported by an NSERC Discovery grant and by Canadian Institutes of Health Research, grant #SVB-145586, to P.C.B. This work was supported by the NIH/NCI under award number P30CA016042 and an operating grant from the National Cancer Institute Early Detection Research Network (1U01CA214194-01). We acknowledge the contributions of the many clinical networks across ICGC and TCGA who provided samples and data to the PCAWG Consortium, and the contributions of the Technical Working Group and the Germline Working Group of the PCAWG Consortium for collation, realignment and harmonised variant calling of the cancer genomes used in this study. We thank the patients and their families for their participation in the individual ICGC and TCGA projects.
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- 2020
5. Reconstructing evolutionary trajectories of mutation signature activities in cancer using TrackSig
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Rubanova, Y., Shi, R., Harrigan, C.F., Li, R., Wintersinger, J., Sahin, N., Deshwar, A.G., Dentro, S.C., Leshchiner, I., Gerstung, M., Jolly, C., Haase, K., Tarabichi, M., Yu, K., Gonzalez, S., Macintyre, G., Adams, D.J., Anur, P., Beroukhim, R., Boutros, P.C., Bowtell, D.D., Campbell, P.J., Cao, S., Christie, E.L., Cmero, M., Cun, Y., Dawson, K.J., Demeulemeester, J., Donmez, N., Drews, R.M., Eils, R., Fan, Y., Fittall, M., Garsed, D.W., Getz, G., Ha, G., Imielinski, M., Jerman, L., Ji, Y., Kleinheinz, K., Lee, J., Lee-Six, H., Livitz, D.G., Malikic, S., Markowetz, F., Martincorena, I., Mitchell, T.J., Mustonen, V., Oesper, L., Peifer, M., Peto, M., Raphael, B.J., Rosebrock, D., Sahinalp, S.C., Salcedo, A., Schlesner, M., Schumacher, S., Sengupta, Subhajit, Shin, S.J., Spiro, O., Stein, L.D., Vázquez-García, I., Vembu, S., Wheeler, D.A., Yang, T.-P., Yao, X., Yuan, K., Zhu, H., Wang, W., Morris, Q., Spellman, P.T., Wedge, D.C., Van Loo, P., Harrigan, Caitlin F [0000-0002-9243-9648], Morris, Quaid D [0000-0002-2760-6999], Apollo - University of Cambridge Repository, Organismal and Evolutionary Biology Research Programme, Helsinki Institute for Information Technology, Institute of Biotechnology, Bioinformatics, Department of Computer Science, Wedge, DC, and Dentro, SC
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0301 basic medicine ,Medizin ,General Physics and Astronomy ,Genome ,0302 clinical medicine ,Gene Frequency ,Ecology,Evolution & Ethology ,Neoplasms ,2.1 Biological and endogenous factors ,Computational models ,Aetiology ,lcsh:Science ,Cancer genetics ,Cancer ,Human Biology & Physiology ,Women's cancers Radboud Institute for Molecular Life Sciences [Radboudumc 17] ,Multidisciplinary ,Manchester Cancer Research Centre ,1184 Genetics, developmental biology, physiology ,Single Nucleotide ,Neoplasms/genetics ,Women's cancers Radboud Institute for Health Sciences [Radboudumc 17] ,3. Good health ,030220 oncology & carcinogenesis ,Mutation (genetic algorithm) ,1181 Ecology, evolutionary biology ,Genetics & Genomics ,Human ,Neutral mutation ,Evolution ,Science ,Context (language use) ,Computational biology ,Biology ,Polymorphism, Single Nucleotide ,General Biochemistry, Genetics and Molecular Biology ,Article ,Evolution, Molecular ,03 medical and health sciences ,Rare Diseases ,Genetics ,medicine ,PCAWG Evolution and Heterogeneity Working Group ,Humans ,Computer Simulation ,ddc:610 ,Polymorphism ,Allele frequency ,Computational & Systems Biology ,Whole genome sequencing ,Whole Genome Sequencing ,Genome, Human ,ResearchInstitutes_Networks_Beacons/mcrc ,Human Genome ,Molecular ,Computational Biology ,PCAWG Consortium ,General Chemistry ,Computational Biology/methods ,Tumour Biology ,medicine.disease ,113 Computer and information sciences ,030104 developmental biology ,Mutation ,Human genome ,lcsh:Q - Abstract
The type and genomic context of cancer mutations depend on their causes. These causes have been characterized using signatures that represent mutation types that co-occur in the same tumours. However, it remains unclear how mutation processes change during cancer evolution due to the lack of reliable methods to reconstruct evolutionary trajectories of mutational signature activity. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole-genome sequencing data from 2658 cancers across 38 tumour types, we present TrackSig, a new method that reconstructs these trajectories using optimal, joint segmentation and deconvolution of mutation type and allele frequencies from a single tumour sample. In simulations, we find TrackSig has a 3–5% activity reconstruction error, and 12% false detection rate. It outperforms an aggressive baseline in situations with branching evolution, CNA gain, and neutral mutations. Applied to data from 2658 tumours and 38 cancer types, TrackSig permits pan-cancer insight into evolutionary changes in mutational processes., Cancers evolve as they progress under differing selective pressures. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, the authors present the method TrackSig the estimates evolutionary trajectories of somatic mutational processes from single bulk tumour data.
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- 2020
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6. Phytosynthesis of TiO2 nanoparticles in diverse applications: What is the exact mechanism of action?
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Vembu, S., Vijayakumar, S., Nilavukkarasi, M., Vidhya, E., and Punitha, V. N.
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TITANIUM oxides ,NANOPARTICLES ,ANTI-infective agents ,ULTRAVIOLET radiation ,CRYSTALLINITY - Abstract
Production of compatible nanoparticles (NPs) for biomedical applications is a crucial requirement of today’s research advancements. Furthermore, using environmentally acceptable technologies to create biocompatible and less toxic NPs is a significant win. Medical implants, photodynamic treatment, medicinal delivery, bio-sensing, and antimicrobial agents have all been thoroughly investigated using titanium dioxide (TiO
2 ) NPs. In this study, extracts of Leechai kottai keerai (Pisonia grandis) were employed for the first time in the phytosynthesis of TiO2 NPs. XRD, UV-Vis absorption spectroscopy, FT-IR, FE-SEM, with EDAX analyses were used to characterize the NPs, which are confirmed their formation, shape, crystallinity, and size. The antimicrobial activity of synthesized TiO2 NPs against microbial pathogens was investigated by well diffusion method. MTT and NRU assays were used to examine the cytotoxicity. Methylene blue dye was explored for its photocatalytic properties. The phytosynthesized TiO2 NPs with an average size of 34 nm displayed exceptional antimicrobial and cytotoxic activities, as demonstrated by MTT and NUR assessments of SaOS-2 cell lines, with IC50 values of 80.6 and 38.4 g/mL, accordingly. Overall results shows that the synthesized TiO2 NPs degrading efficiency, cell viability, and zone inhibition layer show that they have been a promising choice for environmental and biological applications. [ABSTRACT FROM AUTHOR]- Published
- 2022
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7. “Design and Synthesis of Some Cyclic Carbohydrates with Norfloxacin as Surface moiety. A Study of Sustained Relax of Drugs”.
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Dhevaraj, J., primary, Vembu, S., additional, Pazhamalai, S., additional, and Gopalakrishnan, M., additional
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- 2019
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8. Soft g*-Closed Sets in Soft Minimal Spaces
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Gowri, R., primary and Vembu, S., additional
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- 2018
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9. Synthesis, characterization, sustain delivery studies and anti-bacterial evaluation of β and γ -cyclodextrin core ciprofloxacin.
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Dhevaraj, J., Vembu, S., Maqbool, Illiyas, Prasad, N. Rajendra, Pazhamalai, S., and Gopalakrishnan, M.
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- *
CIPROFLOXACIN , *DRUG delivery systems , *CELL survival , *DRUG analysis , *ESCHERICHIA coli - Abstract
Aim: Structurally hybrid ciprofloxacin based sustain drug delivery systems were synthesized with biologically active β and γ-cyclodextrin. Cyclodextrin core ciprofloxacin based drug delivery systems have been synthesized with in two stages by reaction between ciprofloxacin, cyclodextrin and using chloroacetyl chloride as linking agent. Materials and methods: The sustain drug delivery were evaluated by various pH condition and the quantitative analysis of the ciprofloxacin drug formulations on different mode of drug release is monitored using ultraviolet spectrophotometer. Result and Discussion: The structures of the synthesised β-cyclodextrin giant molecules were characterized by means of MALDI-TOF, infrared, H1 and C13 NMR spectral studies. The results obtained undoubtedly evidenced that the drug ciprofloxacin release is pH dependant. Antibacterial performance of the spherical shaped macromolecule were investigated with Escherichia coli and staphylococcus bacteria and the cell viability reduced value of the designed β and γ-cyclodextrin core drug delivery system. The very long time active of drug is compared with standard ciprofloxacin. The in-vitro studies and ciprofloxacin discharge from the spherical shaped macromolecules were also investigated. Conclusion: Designed β and γ-cyclodextrin core drug delivery system is showing nearly five times higher bactericidal activity than the standard ciprofloxacin. [ABSTRACT FROM AUTHOR]
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- 2019
10. Probabilistic Structured Predictors
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Vembu, S., Gärtner, T., and Mario Boley
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FOS: Computer and information sciences ,Computer Science - Learning ,Machine Learning (cs.LG) - Abstract
We consider MAP estimators for structured prediction with exponential family models. In particular, we concentrate on the case that efficient algorithms for uniform sampling from the output space exist. We show that under this assumption (i) exact computation of the partition function remains a hard problem, and (ii) the partition function and the gradient of the log partition function can be approximated efficiently. Our main result is an approximation scheme for the partition function based on Markov Chain Monte Carlo theory. We also show that the efficient uniform sampling assumption holds in several application settings that are of importance in machine learning., Comment: Appears in Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence (UAI2009). arXiv admin note: substantial text overlap with arXiv:0912.4473
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- 2012
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11. A two tier protocol for hierarchical access control problem in group communication
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Jeddy, N.B., primary, Krishnan, K., additional, and Vembu, S., additional
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- 2014
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12. DOLCE ergo SUMO: On Foundational and Domain Models in SWIntO (SmartWeb Integrated Ontology)
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Oberle, Daniel, Ankolekar, Anupriya, Hitzler, Pascal, Cimiano, Philipp, Sintek, Michael, Kiesel, Malte, Mougouie, B., Vembu, S., Baumann, S., Romanelli, Massimo, Buitelaar, Paul, Engel, R., Sonntag, D., Reithinger, N., Loos, Berenike, Porzel, R., Zorn, H.-P., Micelli, V., Schmidt, C, Weiten, Moritz, Burkhardt, F., and Zhou, J.
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- 2007
13. Generating random bits from an arbitrary source: fundamental limits
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Vembu, S., primary and Verdu, S., additional
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- 1995
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14. The source-channel separation theorem revisited
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Vembu, S., primary, Verdu, S., additional, and Steinberg, Y., additional
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- 1995
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15. Convex cost functions in blind equalization
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Vembu, S., primary, Verdu, S., additional, Kennedy, R.A., additional, and Sethares, W., additional
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- 1994
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16. Phytosynthesis of TiO2nanoparticles in diverse applications: What is the exact mechanism of action?
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Vembu, S., Vijayakumar, S., Nilavukkarasi, M., Vidhya, E., and Punitha, V.N.
- Abstract
Production of compatible nanoparticles (NPs) for biomedical applications is a crucial requirement of today’s research advancements. Furthermore, using environmentally acceptable technologies to create biocompatible and less toxic NPs is a significant win. Medical implants, photodynamic treatment, medicinal delivery, bio-sensing, and antimicrobial agents have all been thoroughly investigated using titanium dioxide (TiO2) NPs. In this study, extracts of Leechai kottai keerai (Pisonia grandis) were employed for the first time in the phytosynthesis of TiO2NPs. XRD, UV-Vis absorption spectroscopy, FT-IR, FE-SEM, with EDAX analyses were used to characterize the NPs, which are confirmed their formation, shape, crystallinity, and size. The antimicrobial activity of synthesized TiO2NPs against microbial pathogens was investigated by well diffusion method. MTT and NRU assays were used to examine the cytotoxicity. Methylene blue dye was explored for its photocatalytic properties. The phytosynthesized TiO2NPs with an average size of 34 nm displayed exceptional antimicrobial and cytotoxic activities, as demonstrated by MTT and NUR assessments of SaOS-2 cell lines, with IC50values of 80.6 and 38.4 g/mL, accordingly. Overall results shows that the synthesized TiO2NPs degrading efficiency, cell viability, and zone inhibition layer show that they have been a promising choice for environmental and biological applications.
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- 2022
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- View/download PDF
17. FOURIER TRANSFORMATION OF THE n-DIMENSIONAL RADIAL DELTA FUNCTION.
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VEMBU, S.
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- 1961
18. Predicting accurate probabilities with a ranking loss
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Menon, A. K., Jiang, X., Vembu, S., Elkan, C., and Lucila Ohno-Machado
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FOS: Computer and information sciences ,Computer Science - Learning ,Statistics - Machine Learning ,Machine Learning (stat.ML) ,Machine Learning (cs.LG) - Abstract
In many real-world applications of machine learning classifiers, it is essential to predict the probability of an example belonging to a particular class. This paper proposes a simple technique for predicting probabilities based on optimizing a ranking loss, followed by isotonic regression. This semi-parametric technique offers both good ranking and regression performance, and models a richer set of probability distributions than statistical workhorses such as logistic regression. We provide experimental results that show the effectiveness of this technique on real-world applications of probability prediction., Comment: ICML2012
19. Two different philosophies in CDMA-a comparison
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Vembu, S., primary and Viterbi, A.J., additional
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20. Supply Response Analysis of Major Pulse Crops in India.
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Vembu, S. M., Immanuelraj, T. K., and Dastagiri, M. B.
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- 2013
21. Spatial Integration of Gram and Arhar Markets in India.
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Vembu, S. M., Immanuelraj, T. K., and Dastagiri, M. B.
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- 2013
22. When does the source-channel separation theorem hold?
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Vembu, S., Verdu, S., and Steinberg, Y.
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- 1994
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23. Two different philosophies in CDMA-a comparison.
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Vembu, S. and Viterbi, A.J.
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- 1996
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24. Pan-cancer analysis of whole genomes
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Campbell, P. J. a., Abpemail, Author, Getz, G. b., C, D, Eemail, Author, Korbel, J. O. f., Gemail, Author, Stuart, hEmail Author, J. M., Jennings, J. L. i., Stein, J, L. D. k., Lemail, Author, Perry, M. D. m., Nahal-Bose, N, Ouellette, H. K. n., B. F. F. o., P, C. H. k., Li, Rheinbay, Q, E. b., E, Nielsen, R, Sgroi, G. P. r., D. C. r., Wu, C. -L. r., Faquin, W. C. r., Deshpande, V. r., Boutros, P. C. k., Q, S, Lazar, T, Hoadley, A. J. u., K. A. v., W, Louis, D. N. r., Dursi, L. J. k., Yung, X, Bailey, C. K. n., M. H. y., Z, Saksena, G. b., Raine, Abp, K. M., Buchhalter, Aa, I., Ab, Ac, Kleinheinz, Aa, K., Schlesner, Ac, Aa, M., Zhang, Ad, Wang, J. n., Ae, W., Wheeler, D. A., Af, Ding, Ag, L. y., Z, Simpson, Ah, J. T. k., Ai, O’Connor, B. D. n., Yakneen, Aj, Ellrott, S. g., Ak, K., Miyoshi, Al, N., Butler, Abp, A. P., Royo, Am, R., Shorser, S. I. k., Vazquez, Am, M., Rausch, An, Tiao, T. g., Waszak, G. b., Rodriguez-Martin, S. M. g., Ao, B., Ap, Aq, Shringarpure, Ar, S., D. -Y., As, Demidov, G. M., At, Au, Av, Delaneau, Aw, O., Ax, Ay, Hayashi, Al, S., Imoto, Habermann, N. g., Segre, A. V. b., Garrison, Az, Abp, E., Cafferkey, A. f., Alvarez, E. G., Ao, Heredia-Genestar, J. M., Ba, Muyas, At, F., Drechsel, At, O., Bruzos, Av, A. L., Ao, Temes, Ao, J., Zamora, Ap, Abp, Baez-Ortega, Bb, A., Kim, H. -L., Bc, Mashl, R. J. z., Bd, Ye, Be, K., Dibiase, Bf, Bg, A., Huang, K. -L. z., Letunic, Bh, Bi, I., Mclellan, M. D. y., Z, Ah, Newhouse, S. J. f., Shmaya, As, T., Kumar, Bj, S., Wedge, Bk, D. C., Bl, Abp, Bm, Wright, M. H., Ar, Yellapantula, V. D., Bn, Gerstein, Bo, Bj, M., Bk, Bp, Khurana, Bq, E., Br, Bs, Marques-Bonet, Bt, Bu, T., Bv, Bw, Navarro, Bx, Bu, A., Bustamante, C. D., Ar, Siebert, By, Bz, R., Nakagawa, Ca, Cb, H., Easton, D. F., Cc, Ossowski, Cd, At, S., Tubio, J. M. C., Ao, De La Vega, F. M., Ar, As, By, Estivill, At, X., Yuen, Ce, Mihaiescu, D. k., Omberg, G. L. n., Cf, L., Ferretti, V. n., Sabarinathan, Cg, Ch, R., Ci, Cj, Pich, Ch, O., Gonzalez-Perez, Cj, Ch, A., Taylor-Weiner, Cj, Ck, A., Fittall, M. W., Cl, Demeulemeester, Cl, J., Tarabichi, Cm, Cl, M., Abp, Roberts, Abp, N. D., Van, Loo, Cl, P., Cortés-Ciriano, Cm, Cn, I., Co, Cp, Urban, L. f., Park, G, Co, P., Zhu, Cp, Cq, B., Pitkänen, E. g., Abp, Y., Saini, Cr, N., Klimczak, L. J., Cs, Weischenfeldt, J. g., Ct, Cu, Sidiropoulos, Cu, N., Alexandrov, L. B., Cv, Abp, Rabionet, At, R., Av, Cw, Escaramis, At, G., Cx, Cy, Bosio, At, Av, Holik, A. Z., At, Susak, At, H., Prasad, Av, Av, A., Erkek, S. g., Calabrese, C. f., Raeder, G, Harrington, B. g., Cz, E., Mayes, Da, S., Turner, Da, D., Juul, Cz, S., Roberts, S. A., Db, Song, Cq, L., Koster, Dc, R., Mirabello, Hua, Cq, X., Tanskanen, T. J., Dd, Tojo, Aq, M., Chen, Bk, J., Aaltonen, De, L. A., Df, Rätsch, Dg, G., Dh, Di, Dj, Dk, Schwarz, Dl, R. F. f., Dm, Dn, Do, Butte, A. J., Dp, Brazma, A. f., Chanock, S. J., Cq, Chatterjee, Dq, N., Stegle, Dr, O. f., G, Harismendy, Ds, Dt, O., Bova, G. S., Du, Gordenin, D. A., Cr, Haan, D. h., Sieverling, Dv, L., Feuerbach, Dw, Chalmers, Dx, D., Joly, Dy, Y., Knoppers, Dy, B., Molnár-Gábor, Dz, F., Phillips, Dy, M., Thorogood, Dy, A., Townend, Dy, D., Goldman, Ea, M., Fonseca, N. A. f., Xiang, Eb, Craft, Q. n., Ea, B., Piñeiro-Yáñez, Ec, E., Muñoz, A. f., Petryszak, R. f., Füllgrabe, A. f., Al-Shahrour, Ec, F., Keays, M. f., Haussler, Ea, D., Weinstein, Ed, Ee, J., Huber, Ef, Valencia, W. g., Am, A., Papatheodorou, Bw, Zhu, I. f., Ea, J., Fan, Ae, Y., Torrents, Am, D., Bieg, Bw, Eg, M., Chen, Eh, Ei, K., Chong, Ej, Z., Cibulskis, K. b., Eils, Aa, R., Ac, Ek, Fulton, El, R. S. y., Z, Gelpi, Ah, J. L., Am, Gonzalez, Em, S. f., G, Gut, I. G., Av, Hach, Bu, En, F., Heinold, Eo, Ac, Hu, Ep, T., Huang, V. k., Hutter, Eh, B., Eq, Er, Jäger, Aa, N., Jung, Es, J., Ep, Y., Lalansingh, C. k., Leshchiner, I. b., Livitz, D. b., E. Z., Ep, Maruvka, Y. E. b., R, Et, Milovanovic, Nielsen, M. M., Eu, Paramasivam, Pedersen, Eh, J. S., Eu, Puiggròs, Ev, Sahinalp, S. C., Eo, Ew, Ex, Sarrafi, Eo, I., Stewart, Ex, Stobbe, C. b., M. D., Av, Wala, Bu, J. A. b., E, Wang, Ey, J. z., Be, Wendl, Ez, M. z., Fa, Werner, Fb, Aa, J., Fc, Wu, Ep, Z., Xue, Ep, H., Yamaguchi, T. N. k., Bn, V., Davis-Dusenbery, Bo, B. N., Fd, Grossman, R. L., Fe, Ff, Y., Heinold, Fg, M. C., Aa, Hinton, Ac, Abp, J., Jones, Abp, D. R., Menzies, Abp, A., Stebbings, Abp, L., Hess, J. M. b., Rosenberg, Et, M. b., R, Dunford, A. J. b., Gupta, M. b., Imielinski, Fh, M., Meyerson, Fi, M. b., E, Beroukhim, Ey, R. b., E, Reimand, Fj, J. k., Q, Dhingra, Br, P., Favero, Bt, Fk, F., Dentro, Bl, S., Abp, Cl, Wintersinger, Fl, J., Fm, Fn, Rudneva, V. g., Park, J. W., Fo, Hong, E. P., Fo, Heo, S. G., Fo, Kahles, Dg, A., Lehmann, K. -V., Dg, Di, Dj, Fp, Fq, Soulette, C. M., Aj, Shiraishi, Al, Y., Liu, Fr, F., Fs, He, Fr, Y., Demircioğlu, Ft, D., Davidson, Fu, N. R., Dg, Dl, Fp, Greger, L. f., Fv, S., Liu, Fw, Fv, D., Stark, Fw, S. G., Dj, Fp, Fx, Zhang, Fy, Amin, S. B., Fz, Ga, Gb, Bailey, Gc, P., Chateigner, A. n., Frenkel-Morgenstern, Gd, M., Hou, Fv, Y., Huska, Fw, M. R., Dm, Kilpinen, Ge, H., Lamaze, F. C. k., Fv, C., Fw, Li, Fv, X., Marin, Fw, M. G., Aj, Markowski, Dm, J., Nandi, Gf, T., Ojesina, A. I., Gg, Gh, Gi, Pan-Hammarström, Fv, Q., Park, Gj, P. J., Co, Pedamallu, Cp, C. S. b., E, Fj, Su, Fv, H., Tan, Fw, Gf, P., Gk, Gl, Teh, Gm, B. T., Gk, Gl, Gm, Gn, Go, Wang, Fv, J., Xiong, Fw, Ye, Yung, Fw, Zhang, C. n., Zheng, Fr, L., Zhu, Awadalla, Fw, P. k., L, Creighton, C. J., Gp, Fv, K., Yang, Fw, Göke, Ft, J., Zhang, Gq, Fr, Z., Brooks, Gr, A. N. b., Aj, Fittall, Ey, Martincorena, Abp, I., Rubio-Perez, Ch, C., Cj, Gs, Eu, M., Schumacher, S. b., Shapira, Gt, O. b., Ey, Tamborero, Ch, D., Mularoni, Cj, Ch, L., Hornshøj, Cj, Eu, H., Deu-Pons, Cj, J., Muiños, Gu, Ch, F., Bertl, Cj, Eu, J., Guo, Gv, Ev, Q., Gonzalez-Perez, Cj, Gw, Xiang, Gx, Q., Bazant, W. f., Barrera, E. f., Al-Sedairy, S. T., Gy, Aretz, Gz, A., Bell, Ha, C., Betancourt, Hb, M., Buchholz, Hc, C., Calvo, Hd, F., Chomienne, He, C., Dunn, Hf, M., Edmonds, Hg, S., Green, Hh, E., Gupta, Hi, S., C. M., Hh, Jegalian, Hj, K., Hk, N., Hl, Y., Hm, Hn, Nakagama, Ho, H., Nettekoven, Hp, G., Planko, Hp, L., Scott, Hk, D., Shibata, Hq, T., Shimizu, Hr, Hs, K., Stratton, Abp, M. R., Yugawa, Hs, T., Tortora, Ht, G., Vijayraghavan, Hu, Hi, K., Zenklusen, J. C., Hv, Hw, D., B. M., Dy, Aminou, B. n., Bartolome, Am, J., Boroevich, K. A., Cb, Boyce, Hx, Buchanan, R. f., Ak, A., Byrne, N. J. n., Hy, Z., Cho, Hz, S., Choi, Ia, W., Clapham, Abp, P., Dow, M. T., Hy, Eils, X, Ek, J., Farcas, El, Hy, C., Fayzullaev, N. n., Flicek, P. f., Heath, A. P., Ib, Hofmann, Ic, O., J. H., Id, Hudson, T. J., Ie, Hübschmann, If, Ac, D., Do, Ek, Ig, Ih, Ivkovic, Ii, S., Jeon, S. -H., Ia, Jiao, W. k., Kabbe, Dj, Fq, Kerssemakers, J. N. A., Aa, Ia, H., Ij, J., Koscher, Ik, M., Koures, Hy, A., Kovacevic, Ii, M., Lawerenz, El, C., Il, J., Mijalkovic, Mijalkovic-Lazic, A. M., Ii, Miyano, Nastic, Nicholson, Ocana, D. f., Ohi, Al, K., Ohno-Machado, Hy, L., Pihl, T. D., Im, Prinz, Radovic, Ii, P., Short, C. f., Sofia, H. J., Hh, Spring, Fe, J., Struck, A. J., Ak, Tijanic, Ii, N., Vicente, Hv, Z., Williams, Woo, Ia, Y., Wright, A. J. k., Yang, Hv, L., Hamilton, M. P., In, Johnson, T. A., Hx, Kahraman, Io, A., Ip, Iq, Kellis, M. b., Polak, Ir, P. b., C, Sallari, E, Sinnott-Armstrong, R. b., N. b., Ar, Von, Mering, Iq, C., Beltran, Is, Av, S., Gerhard, Bu, D. S., It, Av, M., Trotta, Bu, J. -R., Bu, Whalley, J. P., Bu, Niu, Iu, B., Espiritu, S. M. G. k., Gao, Ez, Y., Lalansingh, Iv, Teague, C. M. k., Abp, J. W., Wendl, M. C. z., Fa, Fb, Abascal, Abp, F., Bader, G. D. l., Bandopadhayay, P. b., Iw, Ix, Barenboim, J. k., Brunak, Iy, S., Carlevaro-Fita, Iz, Ja, J., Jb, Jc, Chakravarty, Jd, D., Chan, Je, C. W. Y., Aa, Choi, Dw, J. K., Jf, Diamanti, Jg, K., Fink, Frigola, Jh, Gu, J., Gambacorti-Passerini, Ji, C., Garsed, D. W., Jj, Haradhvala, N. J. b., Harmanci, R, A. O., Bk, Helmy, Jk, Fm, M., Herrmann, Aa, C., Ac, Jl, Hobolth, Ev, A., Hodzic, Gv, Ex, E., Dv, C., Isaev, Dw, K. k., Q, Izarzugaza, J. M. G., Iy, Jb, R., Juul, Jm, R. I., Eu, Kim, J. b., J. K., Jn, Jan, Komorowskijg, Lanzós, Jo, Jb, A., Jc, Jm, Larsson, Dg, E., Lee, Bk, D., Bk, S., Bk, X., Lin, Z. b., Liu, Jp, E. M., Br, Bt, Jq, Lochovsky, Bj, L., Bk, Gb, Lou, Madsen, Bk, Eu, T., Marchal, Jr, K., Martinez-Fundichely, Js, Br, A., Bs, Bt, Mcgillivray, P. D., Bj, Meyerson, Bk, W., Paczkowska, Jt, Park, M. k., Ju, K., Park, Jv, Jw, K., Pons, Jx, T., Pulido-Tamayo, Jr, S., Reyes-Salazar, Js, Ch, I., Reyna, M. A., Jy, Rubin, M. A., Jm, Jz, Ka, Kb, Kc, Salichos, Sander, Bk, Dg, C., Ey, Kd, Schumacher, Ke, S. E. b., Gt, Shackleton, Jj, M., Shen, Ke, C., Shrestha, Kf, Eo, R., Shuai, S. k., Tsunoda, L, Hx, T., Kg, Kh, Umer, Ki, H. M., Jg, Uusküla-Reimand, Kj, Kk, L., Verbeke, Kl, L. P. C., Js, Wadelius, Km, Kn, C., Wadi, L. k., Warrell, Bj, J., Bk, Wu, Ko, G., Kp, J., Zhang, Ez, X., Zhang, Kq, Bk, Y., Kr, Ks, Zhao, Kt, Z., Zou, Ku, L., Lawrence, M. S. b., R, Hx, Raphael, B. J., Jy, P. J., Gc, Craft, D. b., Goldman, Kv, M. J., Ea, Aburatani, Kw, H., Binder, Kx, H., Dinh, Ky, H. Q., Kz, S. C., Av, Hoffmann, Bu, Kx, S., Ky, La, Imbusch, Lb, C. D., Dv, Kretzmer, Ky, H., Laird, Lb, P. W., Lc, Martin-Subero, J. I., Bw, Nagae, Ld, Kw, G., Shen, Le, Lf, H., Ik, Q., Weichenhan, Lg, D., Zhou, Lf, W., Berman, B. P., Kz, Lh, Li, Brors, Dv, B., Er, Lj, Plass, Lg, C., Akdemir, K. C., Ei, Bowtell, D. D. L., Jj, Burns, K. H., Lk, Busanovich, Ll, J. b., Lm, Chan, Ln, K., Dueso-Barroso, Edwards, P. A., Lo, Etemadmoghadam, Lp, Jj, D., Haber, J. E., Lq, D. T. W., Lr, Ls, Ju, Y. S., Jf, Abp, Kazanov, M. D., Lt, Lu, Lv, Koh, Lw, Y., Kumar, Lx, Lee, K. b., E. A., Ly, J. J. -K., Co, Lynch, Cp, A. G., Lo, Lp, Lz, Macintyre, Lo, G., Markowetz, Lo, F., Navarro, Lp, F. C. P., Bj, Pearson, J. V., Ma, Rippe, Mb, Do, K., Scully, Mc, R., Villasante, Am, I., Waddell, Ma, N., Yang, Mb, Md, L., Yao, Fh, X., Yoon, Me, S. -S., Lx, C. -Z. b., E, Ey, Bergstrom, E. N., Mf, Boot, Gl, A., Covington, Mg, Ag, K., Fujimoto, Cb, A., M. N., Gl, Islam, Mg, S. M. A., Cv, Mcpherson, J. R., Gl, Morganella, Mg, Abp, S., Mustonen, Mh, V., Mi, Mj, A. W. T., Mk, Prokopec, S. D. k., Vázquez-García, Bn, I., Ml, Mm, Abp, Wu, Gl, Y., Yousif, Mg, F. k., Yu, Mn, W., Rozen, S. G., Gl, Gm, Mg, Rudneva, V. A. g., S. S., Ar, D. J., Da, Xia, Mo, T., Atwal, G. k., L, Fn, Chang, D. K., Gc, Cooke, Mp, S. L., Gc, Faltas, B. M., Dl, Haider, S. k., Kaiser, V. B., Mq, Karlić, Mr, R., Kato, Ms, M., Kübler, K. b., E, R, Margolin, Martin, Mt, S., Abp, Nik-Zainal, Mu, S., Mv, Mw, Abp, P’Ng, Semple, C. k., C. A., Mq, Smith, Ak, J., Sun, R. X. k., Thai, K. n., D. W., Mx, Yuan, My, Lo, K., Mt, Mz, Biankin, A. V., Gc, Mp, Na, Garraway, Nb, Ey, L., Grimmond, S. M., Nc, Adams, Abp, D. J., Anur, Nd, P., Cao, Ae, S., Christie, E. L., Jj, Cmero, Ne, M., Nf, Ng, Cun, Nh, Y., Dawson, Abp, K. J., S. C., Bl, Deshwar, A. G., Ni, Donmez, Eo, N., Drews, Ex, R. M., Lo, Gerstung, M. f., G, Ha, Haase, G. b., Cl, K., Jerman, L. g., Nj, Ji, Nk, Y., Jolly, Nl, Cl, C., Nm, J., Lee-Six, Abp, H., Malikic, Eo, S., Mitchell, Ex, T. J., Lp, Abp, Nn, Morris, Q. D., Fn, Oesper, No, Np, L., Peifer, Nh, M., Peto, Nq, M., Rosebrock, D. b., Rubanova, Ai, Y., Salcedo, Fn, Sengupta, A. k., Nr, S., Shi, No, R., Shin, S. J., Fy, Spiro, O. b., Vembu, No, S., Wintersinger, Ns, J. A., Fl, T. -P., Nh, Nt, K., Nu, H., Spellman, Nv, P. T., Nw, Weinstein, J. N., Ee, Chen, Ef, Fujita, Cb, M., Han, Kq, L., Hasegawa, Al, T., Komura, Al, M., Ae, J., Mizuno, Nx, S., Shimizu, Al, E., Ny, Xu, Nz, Y., Yamaguchi, Al, R., No, F., Kq, Y., Yoon, C. J., Jf, Yuan, Liang, Ae, H., Alawi, Oa, M., Borozan, Ob, Brewer, I. k., D. S., Oc, Cooper, Od, C. S., Od, Oe, Of, Desai, N. n., Grundhoff, Oa, A., Iskar, Og, Oh, M., Oi, X., Zapatka, Lichter, Eq, P., Alsop, Oh, Jj, K., Bruxner, T. J. C., Jh, Christ, A. N., Jh, Cordner, S. M., Oj, Cowin, P. A., Ok, Drapkin, Ol, R., Fereday, Ok, S., George, Gb, J., Ok, A., Holmes, Ma, O., Hung, Mb, J. A., Om, Kassahn, On, K. S., Jh, Kazakoff, Oo, S. H., Ma, Kennedy, Mb, C. J., Op, Leonard, Oq, C. R., Ma, Mileshkin, Mb, Jj, L., Miller, D. K., Jh, Mp, Or, Arnau, G. M., Ok, Mitchell, Ok, C., Newell, Ma, F., Nones, Mb, Ma, K., Patch, Mb, A. -M., Ma, Quinn, Mb, M. C., Ma, Taylor, Mb, D. F., Jh, Thorne, Ok, H., Traficante, Ok, N., Vedururu, Ok, R., N. M., Mb, Waring, P. M., Os, Wood, Ma, S., Mb, Xu, Ma, Q., Defazio, Mb, Ot, A., Ou, Ov, Anderson, M. J., Jh, Antonello, Ow, D., Barbour, A. P., Ox, Bassi, Oy, Ow, C., Bersani, Oz, S., Cataldo, Oz, I., Chantrill, Pa, L. A., Mp, Chiew, Pb, Y. -E., Ot, Chou, Mp, A., Cingarlini, Pc, Ht, S., Cloonan, Pd, N., Corbo, Pa, V., Davi, Pe, M. V., Pf, Duthie, F. R., Gc, Gill, Pg, A. J., Mp, Graham, Pc, J. S., Gc, Harliwong, Ph, Jh, I., Jamieson, N. B., Gc, Nb, Pi, Johns, A. L., Mp, Kench, Or, J. G., Mp, Pc, Pj, Landoni, Ow, L., Lawlor, R. T., Pa, Mafficini, Pa, A., Merrett, N. D., Ow, Miotto, Pk, Ow, M., Musgrove, E. A., Gc, Nagrial, A. M., Mp, Oien, K. A., Os, Pajic, Pl, Mp, M., Pinese, Pm, M., Robertson, A. J., Jh, Rooman, Mp, I., Rusev, B. C., Pa, Samra, J. S., Ow, Scardoni, Pc, Oz, M., Scarlett, C. J., Mp, Scarpa, Pn, Sereni, Ow, E., Sikora, K. O., Pa, Simbolo, Pe, M., Taschuk, M. L. n., Toon, C. W., Mp, Vicentini, Pa, C., Mp, J., Zeps, Po, N., Behren, Pp, Pq, A., Burke, Pr, H., Cebon, Pq, J., Dagg, R. A., Ps, Paoli-Iseppi, De, Pt, R., Dutton-Regester, Field, M. A., Pu, Fitzgerald, Pv, A., Hersey, Pr, P., Jakrot, Pr, V., Johansson, P. A., Ma, Kakavand, Pt, H., Kefford, R. F., Pw, Lau, L. M. S., Px, Long, G. V., Py, Pickett, H. A., Px, Pritchard, A. L., Ma, Pupo, G. M., Pz, Saw, R. P. M., Py, Schramm, S. -J., Qa, Shang, C. A., Pv, Py, P., Spillane, A. J., Py, Stretch, J. R., Py, Tembe, Ot, V., Thompson, Qa, J. F., Py, Vilain, R. E., Qb, Wilmott, J. S., Py, J. Y., Qc, Hayward, N. K., Ma, Mann, Pr, G. J., Ot, Scolyer, Qd, R. A., Ou, Py, Qb, Bartlett, Qe, Qf, J., Bavi, Qg, Qh, P., Chadwick, D. E., Qi, Chan-Seng-Yue, Qh, M., Cleary, Qh, S., Connor, Qj, A. A., Qj, Czajka, Qk, If, K., Denroche, R. E., Qh, Dhani, N. C., Ql, Eagles, If, J., Gallinger, Qj, Qk, Grant, R. C., Qh, Hedley, Qk, Ql, D., Hollingsworth, M. A., Qm, Jang, G. H., Qh, Kalimuthu, S. -B., Qn, Lungu, Qh, I., Luo, Qo, Mbabaali, X. k., If, F., T. A., Qk, J. K., If, Moore, M. J., Ql, Notta, Qh, F., Pasternack, Qp, If, D., Petersen, G. M., Qq, Roehrl, M. H. A. q., Qh, Qr, Qs, Qt, Sam, If, M., Selander, Qk, I., Serra, Os, S., Shahabi, Qn, S., Thayer, S. P., Qm, Timms, L. E., If, Wilson, G. W. k., Wilson, Qh, J. M., Qh, Wouters, B. G., Qu, J. D., If, Qh, Qv, Beck, T. A. n., Bhandari, Qw, Collins, V. k., C. C., Eo, Fleshner, N. E., Qx, Fox, N. S. k., Fraser, M. k., Heisler, L. E., Qy, Lalonde, E. k., Livingstone, J. k., Meng, Qz, A., Sabelnykova, V. Y. k., Shiah, Y. -J. k., Van der Kwast, Ra, T., Bristow, R. G. q., Rb, Rc, Rd, Re, Ding, Rf, S., Rg, D., Fv, L., Nie, Rg, Y., Xiao, Rh, Xing, Hm, R., Yang, Ri, Rj, Y., Banks, R. E., Rk, Bourque, Rl, G., Brennan, Rm, Rn, P., Letourneau, Ro, L., Riazalhosseini, Rm, Y., Scelo, Rn, G., Vasudev, Rk, N., Viksna, Rp, Rq, J., Lathrop, Rm, M., Tost, Rr, J., Ahn, S. -M., Rs, Aparicio, Rt, S., Arnould, Ru, L., Aure, M. R., Rv, Bhosle, Abp, S. G., Birney, E. f., Borg, Rw, A., Boyault, Rx, S., Brinkman, A. B., Ry, Brock, J. E., Rz, Broeks, Sa, A., Børresen-Dale, A. -L., Rv, Caldas, Sb, C., Chin, Sc, S. -F., Sb, Davies, Sc, Mu, H., Abp, Mv, Desmedt, Sd, C., Dirix, Se, Sf, L., Dronov, Ehinger, Sg, A., Eyfjord, J. E., Sh, Fatima, Gt, A., Foekens, J. A., Si, Futreal, P. A., Sj, Garred, Sk, Ø., Giri, Sl, D. D., Sm, Glodzik, Abp, D., Grabau, Sn, D., Hilmarsdottir, Sh, H., Hooijer, G. K., So, Jacquemier, Sp, J., S. J., Sq, Jonasson, J. G., Sh, Jonkers, Sr, J., H. -Y., Sp, King, T. A., Ss, Knappskog, St, Su, S., Abp, Kong, Sp, G., Krishnamurthy, Sv, S., Lakhani, S. R., Sw, Langerød, Rv, A., Larsimont, Sx, D., H. J., Sq, J. -Y., Sy, M. T. M., Sj, Lingjærde, O. C., Sz, Macgrogan, Ta, G., Martens, J. W. M., Si, O’Meara, Pauporté, He, I., Pinder, Tb, S., Pivot, Tc, X., Provenzano, Td, E., Purdie, C. A., Te, Ramakrishna, Abp, M., Ramakrishnan, Abp, K., Reis-Filho, Sm, J., Richardson, A. L., Gt, Ringnér, Rw, M., Rodriguez, J. B., Am, Rodríguez-González, F. G., Iz, Romieu, Tf, G., Salgado, Os, R., Sauer, Sz, T., Shepherd, Abp, R., Sieuwerts, A. M., Si, Simpson, P. T., Sw, Smid, Si, M., Sotiriou, Span, P. N., Tg, Stefánsson, Ó. A., Th, Stenhouse, Ti, A., Stunnenberg, H. G., Fw, Sweep, Tj, Tk, F., Tan, B. K. T., Tl, Thomas, Tm, G., Thompson, A. M., Ti, Tommasi, Tn, S., Treilleux, To, I., Tutt, Tp, Ueno, N. T., Nv, Van, Laere, Sf, S., Van den Eynden, G. G., Sf, Vermeulen, Sf, P., Viari, Vincent-Salomon, Tj, A., Wong, B. H., Tq, Yates, Abp, X., Van, Deurzen, C. H. M., Tr, van de Vijver, M. J., Os, Van’T, Veer, Ts, L., Ammerpohl, Tt, O., Tu, Tv, Aukema, Tu, S., Tv, Tw, Bergmann, A. K., Tx, Bernhart, S. H., Kx, Ky, Lb, Borkhardt, Ty, A., Borst, Tz, C., Burkhardt, Ua, B., Claviez, Ub, A., Goebler, M. E., Uc, Haake, Tt, A., Haas, Tz, S., Hansmann, Ud, M., Hoell, J. I., Ty, Hummel, Ue, M., Karsch, Uf, D., Klapper, Tw, W., Kneba, Uf, M., Kreuz, Ug, M., Kube, Uh, D., Küppers, Ui, R., Lenze, Ue, D., Loeffler, López, Ca, C., Mantovani-Löffler, Tt, Uj, L., Möller, Uk, P., Ott, Ul, G., Radlwimmer, Oh, B., Richter, Tt, J., Rohde, Tw, Um, M., Rosenstiel, P. C., Un, Rosenwald, Uo, A., Schilhabel, M. B., Un, Schreiber, Up, S., Stadler, P. F., Kx, Staib, Uq, P., Stilgenbauer, Ur, S., Sungalee, S. g., Szczepanowski, Tw, M., Toprak, U. H., Ac, Trümper, Us, L. H. P., Uh, Wagener, Ca, R., Zenz, Tt, Er, T., Hovestadt, Oh, V., Von, Kalle, Do, C., Kool, Korshunov, Lr, Ik, A., Landgraf, Ut, P., Lehrach, Uu, Uv, H., Northcott, P. A., Uw, Pfister, S. M., Ik, Lr, Ux, Reifenberger, Uu, G., Warnatz, H. -J., Uv, Wolf, Uy, S., Yaspo, M. -L., Uv, Assenov, Uz, Y., Gerhauser, Minner, Va, S., Schlomm, Ct, T., Simon, Vb, Vc, R., Sauter, Vc, G., Sültmann, Er, H., Biswas, Vd, N. K., Ve, Maitra, Ve, A., Majumder, P. P., Ve, Sarin, Vf, R., Barbi, Pe, S., Bonizzato, Pa, G., Cantù, Dei, Tos, A. P., Vg, Fassan, Vh, M., Grimaldi, Pa, S., Luchini, Oz, C., Malleo, Ow, G., Marchegiani, Milella, Michele, Ht, M., Paiella, Ow, S., Pea, Ow, A., Pederzoli, Ow, P., Ruzzenente, Salvia, Ow, R., Sperandio, Pa, N., Arai, Hq, Y., Hama, Hq, N., Hiraoka, Vi, N., Hosoda, Hq, F., Nakamura, Hq, H., Ojima, Vj, H., Okusaka, Vk, T., Totoki, Urushidate, Hr, T., Fukayama, Vl, M., Ishikawa, Vm, S., Katai, Vn, H., Katoh, Vm, H., Vm, D., Rokutan, Ms, H., Saito-Adachi, Suzuki, Kw, A., Taniguchi, Vo, Vp, H., Tatsuno, Kw, K., Ushiku, Vl, T., Yachida, Hq, S., Yamamoto, Vq, Kw, S., Aikata, Vr, H., Arihiro, Vr, K., Ariizumi, S. -I., Vs, Chayama, Furuta, Gotoh, Vt, K., Hayami, Vu, S., Hirano, Vv, S., Kawakami, Vr, Y., Maejima, Cb, K., Vv, T., Nakano, Ohdan, Sasaki-Oku, Tanaka, Al, H., Vu, M., Yamamoto, Vs, M., Yamaue, Vu, H., Choo, S. P., Vw, Cutcutache, Gl, I., Khuntikeo, Mg, Ow, N., Ong, Vx, C. K., Vy, Pairojkul, Os, C., Popescu, Vz, I., K. S., Wa, Aymerich, Wb, M., Lopez-Guillermo, Wc, A., López-Otín, Wd, C., Puente, X. S., Wd, Campo, We, E., Amary, Wf, Wg, F., Baumhoer, Wh, D., Behjati, Bjerkehagen, Wh, B., Futreal, Wi, Myklebost, Su, O., Pillay, Wj, N., Tarpey, Wk, P., Tirabosco, Wl, R., Zaikova, Wm, O., Flanagan, A. M., Wn, Boultwood, Wo, J., Bowen, Abp, D. T., Cazzola, Wp, M., A. R., Lp, Hellstrom-Lindberg, Wq, E., Malcovati, Wp, L., Nangalia, Wr, J., Papaemmanuil, Vyas, Ma, P., Ang, Ws, Wt, Y., Barr, Wu, H., Beardsmore, Wv, D., Eldridge, Lo, M., Gossage, Ww, J., Grehan, Mv, N., Hanna, G. B., Wx, Hayes, S. J., Wy, Hupp, Wz, T. R., Xa, Khoo, Xb, D., Lagergren, Wq, J., Lovat, Xc, L. B., Ge, Macrae, Ee, S., O’Donovan, Mv, M., O’Neill, J. R., Xd, Parsons, S. L., Xe, Preston, S. R., Xf, Puig, Xg, S., Roques, Xh, T., Sanders, G. w., Sothi, Xi, S., Tavaré, Lo, S., Tucker, Xj, O., Turkington, Xk, R., Underwood, T. J., Xl, Welch, Xm, I., R. C., Mv, Berney, D. M., Xn, Bono, De, J. 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B., Xg, Tsao, Xe, M., Umbricht, Ye, Lk, C., Abg, Wv, Van Den Berg, D. J., Ym, Van, Meir, Abh, E. G., Veluvolu, U. v., Voet, D. b., Weinberger, Abi, P., Weisenberger, Wigle, Abj, D., Wilkerson, M. D. v., Wilson, R. K. z., Abk, Winterhoff, Abl, B., Wiznerowicz, Abm, M., Abn, Wong, T. z., Yc, Abo, W., Yau, Zhang, H. b., Yd, H., Hv, J., The ICGC/TCGA Pan-Cancer Analysis of Whole Genomes Consortium View Correspondence (jump link), Medical Oncology, Pathology, IBM, Pharmacyclics, Novartis, Celgene, AstraZeneca, Bayer, Janssen Biotech, University of Chicago, Ipsen, Pfizer, Ono Pharmaceutical, Ariad Pharmaceuticals, Gilead Sciences, Bristol-Myers Squibb, University of St Andrews. School of Medicine, University of St Andrews. Statistics, University of St Andrews. Sir James Mackenzie Institute for Early Diagnosis, University of St Andrews. Cellular Medicine Division, RS: CAPHRI - R4 - Health Inequities and Societal Participation, Metamedica, Háskóli Íslands, University of Iceland, Faculty of Medicine, University of Helsinki, Department of Medical and Clinical Genetics, Research Programs Unit, Lauri Antti Aaltonen / Principal Investigator, ATG - Applied Tumor Genomics, Helsinki Institute of Life Science HiLIFE, Organismal and Evolutionary Biology Research Programme, Helsinki Institute for Information Technology, Institute of Biotechnology, Bioinformatics, Department of Computer Science, STEMM - Stem Cells and Metabolism Research Program, Centre of Excellence in Stem Cell Metabolism, Genome-Scale Biology (GSB) Research Program, Department of Physics, HUS Helsinki and Uusimaa Hospital District, University of Zurich, ICGC/TCGA Pan-Cancer Analysis of Whole Genomes Consortium, Apollo - University of Cambridge Repository, Graduate School, Laboratory Genetic Metabolic Diseases, AGEM - Endocrinology, metabolism and nutrition, 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Eynden, G, Vermeulen, P, Viari, A, Vincent-Salomon, A, Wong, B, Yates, L, Zou, X, van Deurzen, C, van de Vijver, M, van't Veer, L, Ammerpohl, O, Aukema, S, Bergmann, A, Bernhart, S, Borkhardt, A, Borst, C, Burkhardt, B, Claviez, A, Goebler, M, Haake, A, Haas, S, Hansmann, M, Hoell, J, Hummel, M, Karsch, D, Klapper, W, Kneba, M, Kreuz, M, Kube, D, Kuppers, R, Lenze, D, Loeffler, M, Lopez, C, Mantovani-Loffler, L, Moller, P, Ott, G, Radlwimmer, B, Richter, J, Rohde, M, Rosenstiel, P, Rosenwald, A, Schilhabel, M, Schreiber, S, Stadler, P, Staib, P, Stilgenbauer, S, Sungalee, S, Szczepanowski, M, Toprak, U, Trumper, L, Wagener, R, Zenz, T, Hovestadt, V, von Kalle, C, Kool, M, Korshunov, A, Landgraf, P, Lehrach, H, Northcott, P, Pfister, S, Reifenberger, G, Warnatz, H, Wolf, S, Yaspo, M, Assenov, Y, Gerhauser, C, Minner, S, Schlomm, T, Simon, R, Sauter, G, Sultmann, H, Biswas, N, Maitra, A, Majumder, P, Sarin, R, Barbi, S, Bonizzato, G, Cantu, C, Dei Tos, A, Fassan, M, Grimaldi, S, Luchini, C, Malleo, G, Marchegiani, G, Milella, M, Paiella, S, Pea, A, Pederzoli, P, Ruzzenente, A, Salvia, R, Sperandio, N, Arai, Y, Hama, N, Hiraoka, N, Hosoda, F, Nakamura, H, Ojima, H, Okusaka, T, Totoki, Y, Urushidate, T, Fukayama, M, Ishikawa, S, Katai, H, Katoh, H, Komura, D, Rokutan, H, Saito-Adachi, M, Suzuki, A, Taniguchi, H, Tatsuno, K, Ushiku, T, Yachida, S, Yamamoto, S, Aikata, H, Arihiro, K, Ariizumi, S, Chayama, K, Furuta, M, Gotoh, K, Hayami, S, Hirano, S, Kawakami, Y, Maejima, K, Nakamura, T, Nakano, K, Ohdan, H, Sasaki-Oku, A, Tanaka, H, Ueno, M, Yamamoto, M, Yamaue, H, Choo, S, Cutcutache, I, Khuntikeo, N, Ong, C, Pairojkul, C, Popescu, I, Ahn, K, Aymerich, M, Lopez-Guillermo, A, Lopez-Otin, C, Puente, X, Campo, E, Amary, F, Baumhoer, D, Behjati, S, Bjerkehagen, B, Myklebost, O, Pillay, N, Tarpey, P, Tirabosco, R, Zaikova, O, Flanagan, A, Boultwood, J, Bowen, D, Cazzola, M, Green, A, Hellstrom-Lindberg, E, Malcovati, L, Nangalia, J, Papaemmanuil, E, Vyas, P, Ang, Y, Barr, H, Beardsmore, D, Eldridge, M, Gossage, J, Grehan, N, Hanna, G, Hayes, S, Hupp, T, Khoo, D, Lagergren, J, Lovat, L, Macrae, S, O'Donovan, M, O'Neill, J, Parsons, S, Preston, S, Puig, S, Roques, T, Sanders, G, Sothi, S, Tavare, S, Tucker, O, Turkington, R, Underwood, T, Welch, I, Fitzgerald, R, Berney, D, De Bono, J, Cahill, D, Camacho, N, Dennis, N, Dudderidge, T, Edwards, S, Fisher, C, Foster, C, Ghori, M, Gill, P, Gnanapragasam, V, Gundem, G, Hamdy, F, Hawkins, S, Hazell, S, Howat, W, Isaacs, W, Karaszi, K, Kay, J, Khoo, V, Kote-Jarai, Z, Kremeyer, B, Kumar, P, Lambert, A, Leongamornlert, D, Livni, N, Luxton, H, Marsden, L, Massie, C, Matthews, L, Mayer, E, Mcdermott, U, Merson, S, Neal, D, Nicol, D, Ogden, C, Rowe, E, Shah, N, Thomas, S, Verrill, C, Visakorpi, T, Warren, A, Whitaker, H, Zhang, H, van As, N, Eeles, R, Abeshouse, A, Agrawal, N, Akbani, R, Al-Ahmadie, H, Albert, M, Aldape, K, Ally, A, Appelbaum, E, Armenia, J, Asa, S, Auman, J, Balasundaram, M, Balu, S, Barnholtz-Sloan, J, Bathe, O, Baylin, S, Benz, C, Berchuck, A, Berrios, M, Bigner, D, Birrer, M, Bodenheimer, T, Boice, L, Bootwalla, M, Bosenberg, M, Bowlby, R, Boyd, J, Broaddus, R, Brock, M, Brooks, D, Bullman, S, Caesar-Johnson, S, Carey, T, Carlsen, R, Cerfolio, R, Chandan, V, Chen, H, Cherniack, A, Chien, J, Cho, J, Chuah, E, Cibulskis, C, Cope, L, Cordes, M, Curley, E, Czerniak, B, Danilova, L, Davis, I, Defreitas, T, Demchok, J, Dhalla, N, Dhir, R, Doddapaneni, H, El-Naggar, A, Felau, I, Ferguson, M, Finocchiaro, G, Fong, K, Frazer, S, Friedman, W, Fronick, C, Fulton, L, Gabriel, S, Gao, J, Gehlenborg, N, Gershenwald, J, Ghossein, R, Giama, N, Gibbs, R, Gomez, C, Govindan, R, Hayes, D, Hegde, A, Heiman, D, Heins, Z, Hepperla, A, Holbrook, A, Holt, R, Hoyle, A, Hruban, R, Hu, J, Huntsman, D, Huse, J, Iacobuzio-Donahue, C, Ittmann, M, Jayaseelan, J, Jefferys, S, Jones, C, Jones, S, Juhl, H, Kang, K, Karlan, B, Kasaian, K, Kebebew, E, Korchina, V, Kundra, R, Lai, P, Lander, E, Le, X, Levine, D, Lewis, L, Ley, T, Li, H, Lin, P, Linehan, W, Lype, L, Ma, Y, Maglinte, D, Mardis, E, Marks, J, Marra, M, Matthew, T, Mayo, M, Mccune, K, Meier, S, Meng, S, Mieczkowski, P, Mikkelsen, T, Miller, C, Mills, G, Moore, R, Morrison, C, Mose, L, Moser, C, Mungall, A, Mungall, K, Mutch, D, Muzny, D, Myers, J, Newton, Y, Noble, M, O'Donnell, P, O'Neill, B, Ochoa, A, Parker, J, Pass, H, Pastore, A, Pennell, N, Perou, C, Petrelli, N, Potapova, O, Rader, J, Ramalingam, S, Rathmell, W, Reuter, V, Reynolds, S, Ringel, M, Roach, J, Roberts, L, Sadeghi, S, Saller, C, Sanchez-Vega, F, Schadendorf, D, Schein, J, Schmidt, H, Schultz, N, Seethala, R, Senbabaoglu, Y, Shelton, T, Shi, Y, Shih, J, Shmulevich, I, Shriver, C, Signoretti, S, Simons, J, Singer, S, Sipahimalani, P, Skelly, T, Smith-McCune, K, Socci, N, Soloway, M, Sood, A, Tam, A, Tan, D, Tarnuzzer, R, Thiessen, N, Thompson, R, Thorne, L, Tsao, M, Umbricht, C, Van Den Berg, D, Van Meir, E, Veluvolu, U, Voet, D, Wang, L, Weinberger, P, Weisenberger, D, Wigle, D, Wilkerson, M, Wilson, R, Winterhoff, B, Wiznerowicz, M, Wong, T, Wong, W, Xi, L, Yau, C, Consortium, ICGC/TCGA Pan-Cancer Analysis of Whole Genomes, Demeulemeester, Jonas, Desmedt, Christine, Van Loo, Peter, Barcelona Supercomputing Center, Imperial College Healthcare NHS Trust- BRC Funding, Cancer Research UK, Basic (bio-) Medical Sciences, and Laboratory for Medical and Molecular Oncology
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Male ,tert promoter mutations ,Cancer development and immune defence Radboud Institute for Molecular Life Sciences [Radboudumc 2] ,DNA Mutational Analysis ,Normal tissue ,systematic analysis ,Germline ,Transcriptome ,0302 clinical medicine ,Aetiology ,Càncer ,Cellular Senescence ,Cancer ,0303 health sciences ,dna-damage ,Massive parallel sequencing ,Pan cancer ,REARRANGEMENTS ,High-Throughput Nucleotide Sequencing ,Genomics ,Sciences bio-médicales et agricoles ,Telomere ,COMPREHENSIVE ,3. Good health ,TERT PROMOTER MUTATIONS ,signatures ,030220 oncology & carcinogenesis ,Science & Technology - Other Topics ,Erfðarannsóknir ,Human ,Informàtica::Aplicacions de la informàtica::Bioinformàtica [Àrees temàtiques de la UPC] ,Evolution ,RNA Splicing ,Article ,Evolution, Molecular ,Structural variation ,RC0254 ,03 medical and health sciences ,SDG 3 - Good Health and Well-being ,Genetic ,genomics ,SYSTEMATIC ANALYSIS ,Genetics ,Genomics--Databases ,Humans ,Genetic Testing ,Molecular Biology ,SIGNATURES ,Whole genome sequencing ,1000 Multidisciplinary ,Chromothripsis ,Science & Technology ,RC0254 Neoplasms. Tumors. Oncology (including Cancer) ,Information Dissemination ,ResearchInstitutes_Networks_Beacons/mcrc ,Prevention ,Biology and Life Sciences ,Molecular ,Oncogenes ,Cloud Computing ,medicine.disease ,Genòmica ,Compute clouds ,Mutation ,570 Life sciences ,biology ,COMPREHENSIVE CHARACTERIZATION ,Genètica ,Whole Genome Sequencing--methods ,Background information ,Genetic / genetics ,Genome ,Germ-Line Mutation / genetics ,Human / genetics ,ICGC/TCGA Pan-Cancer Analysis of Whole Genomes Consortium ,Medizin ,Whole-genome ,Genome mapping ,Neoplasms ,2.1 Biological and endogenous factors ,Promoter Regions, Genetic ,Càncer -- Aspectes genètics ,Telomerase ,Women's cancers Radboud Institute for Molecular Life Sciences [Radboudumc 17] ,Multidisciplinary ,Manchester Cancer Research Centre ,genomics, cancer, profiling ,3rd-DAS ,10124 Institute of Molecular Life Sciences ,Women's cancers Radboud Institute for Health Sciences [Radboudumc 17] ,Multidisciplinary Sciences ,Parallel sequencing ,Female ,profiling ,Medical Genetics ,Engineering sciences. Technology ,Biotechnology ,General Science & Technology ,The Cancer Genome Atlas ,610 Medicine & health ,Computational biology ,QH426 Genetics ,Biology ,Consortium of the International Cancer Genome Consortium ,Promoter Regions ,Germline mutation ,Pan-cancer analysis ,Krabbameinsrannsóknir ,medicine ,cancer ,ddc:610 ,QH426 ,Germ-Line Mutation ,Medicinsk genetik ,Krabbamein ,030304 developmental biology ,Cell Proliferation ,LANDSCAPE ,Genome, Human ,comprehensive characterization ,Pan-cancer analysis of whole genomes ,Point mutation ,Human Genome ,Reproducibility of Results ,SOMATIC MUTATIONS ,EVOLUTION ,Cancer, sequencing, Chromothripsis, telomere ,DNA-DAMAGE ,Mutagenesis ,PATTERNS ,3111 Biomedicine ,CHARACTERIZATION - Abstract
Publisher's version (útgefin grein), Cancer is driven by genetic change, and the advent of massively parallel sequencing has enabled systematic documentation of this variation at the whole-genome scale1,2,3. Here we report the integrative analysis of 2,658 whole-cancer genomes and their matching normal tissues across 38 tumour types from the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA). We describe the generation of the PCAWG resource, facilitated by international data sharing using compute clouds. On average, cancer genomes contained 4–5 driver mutations when combining coding and non-coding genomic elements; however, in around 5% of cases no drivers were identified, suggesting that cancer driver discovery is not yet complete. Chromothripsis, in which many clustered structural variants arise in a single catastrophic event, is frequently an early event in tumour evolution; in acral melanoma, for example, these events precede most somatic point mutations and affect several cancer-associated genes simultaneously. Cancers with abnormal telomere maintenance often originate from tissues with low replicative activity and show several mechanisms of preventing telomere attrition to critical levels. Common and rare germline variants affect patterns of somatic mutation, including point mutations, structural variants and somatic retrotransposition. A collection of papers from the PCAWG Consortium describes non-coding mutations that drive cancer beyond those in the TERT promoter4; identifies new signatures of mutational processes that cause base substitutions, small insertions and deletions and structural variation5,6; analyses timings and patterns of tumour evolution7; describes the diverse transcriptional consequences of somatic mutation on splicing, expression levels, fusion genes and promoter activity8,9; and evaluates a range of more-specialized features of cancer genomes8,10,11,12,13,14,15,16,17,18., Competing interests Gad Getz receives research funds from IBM and Pharmacyclics and is an inventor on patent applications related to MuTect, ABSOLUTE, MutSig, MSMuTect, MSMutSig and POLYSOLVER. Hikmat Al-Ahmadie is consultant for AstraZeneca and Bristol-Myers Squibb. Samuel Aparicio is a founder and shareholder of Contextual Genomics. Pratiti Bandopadhayay receives grant funding from Novartis for an unrelated project. Rameen Beroukhim owns equity in Ampressa Therapeutics. Andrew Biankin receives grant funding from Celgene, AstraZeneca and is a consultant for or on advisory boards of AstraZeneca, Celgene, Elstar Therapeutics, Clovis Oncology and Roche. Ewan Birney is a consultant for Oxford Nanopore, Dovetail and GSK. Marcus Bosenberg is a consultant for Eli Lilly. Atul Butte is a cofounder of and consultant for Personalis, NuMedii, a consultant for Samsung, Geisinger Health, Mango Tree Corporation, Regenstrief Institute and in the recent past a consultant for 10x Genomics and Helix, a shareholder in Personalis, a minor shareholder in Apple, Twitter, Facebook, Google, Microsoft, Sarepta, 10x Genomics, Amazon, Biogen, CVS, Illumina, Snap and Sutro and has received honoraria and travel reimbursement for invited talks from Genentech, Roche, Pfizer, Optum, AbbVie and many academic institutions and health systems. Carlos Caldas has served on the Scientific Advisory Board of Illumina. Lorraine Chantrill acted on an advisory board for AMGEN Australia in the past 2 years. Andrew D. Cherniack receives research funding from Bayer. Helen Davies is an inventor on a number of patent applications that encompass the use of mutational signatures. Francisco De La Vega was employed at Annai Systems during part of the project. Ronny Drapkin serves on the scientific advisory board of Repare Therapeutics and Siamab Therapeutics. Rosalind Eeles has received an honorarium for the GU-ASCO meeting in San Francisco in January 2016 as a speaker, a honorarium and support from Janssen for the RMH FR meeting in November 2017 as a speaker (title: genetics and prostate cancer), a honorarium for an University of Chicago invited talk in May 2018 as speaker and an educational honorarium paid by Bayer & Ipsen to attend GU Connect ‘Treatment sequencing for mCRPC patients within the changing landscape of mHSPC’ at a venue at ESMO, Barcelona, on 28 September 2019. Paul Flicek is a member of the scientific advisory boards of Fabric Genomics and Eagle Genomics. Ronald Ghossein is a consultant for Veracyte. Dominik Glodzik is an inventor on a number of patent applications that encompass the use of mutational signatures. Eoghan Harrington is a full-time employee of Oxford Nanopore Technologies and is a stock holder. Yann Joly is responsible for the Data Access Compliance Office (DACO) of ICGC 2009-2018. Sissel Juul is a full-time employee of Oxford Nanopore Technologies and is a stock holder. Vincent Khoo has received personal fees and non-financial support from Accuray, Astellas, Bayer, Boston Scientific and Janssen. Stian Knappskog is a coprincipal investigator on a clinical trial that receives research funding from AstraZeneca and Pfizer. Ignaty Leshchiner is a consultant for PACT Pharma. Carlos López-Otín has ownership interest (including stock and patents) in DREAMgenics. Matthew Meyerson is a scientific advisory board chair of, and consultant for, OrigiMed, has obtained research funding from Bayer and Ono Pharma and receives patent royalties from LabCorp. Serena Nik-Zainal is an inventor on a number of patent applications that encompass the use of mutational signatures. Nathan Pennell has done consulting work with Merck, Astrazeneca, Eli Lilly and Bristol-Myers Squibb. Xose S. Puente has ownership interest (including stock and patents in DREAMgenics. Benjamin J. Raphael is a consultant for and has ownership interest (including stock and patents) in Medley Genomics. Jorge Reis-Filho is a consultant for Goldman Sachs and REPARE Therapeutics, member of the scientific advisory board of Volition RX and Paige.AI and an ad hoc member of the scientific advisory board of Ventana Medical Systems, Roche Tissue Diagnostics, InVicro, Roche, Genentech and Novartis. Lewis R. Roberts has received grant support from ARIAD Pharmaceuticals, Bayer, BTG International, Exact Sciences, Gilead Sciences, Glycotest, RedHill Biopharma, Target PharmaSolutions and Wako Diagnostics and has provided advisory services to Bayer, Exact Sciences, Gilead Sciences, GRAIL, QED Therapeutics and TAVEC Pharmaceuticals. Richard A. Scolyer has received fees for professional services from Merck Sharp & Dohme, GlaxoSmithKline Australia, Bristol-Myers Squibb, Dermpedia, Novartis Pharmaceuticals Australia, Myriad, NeraCare GmbH and Amgen. Tal Shmaya is employed at Annai Systems. Reiner Siebert has received speaker honoraria from Roche and AstraZeneca. Sabina Signoretti is a consultant for Bristol-Myers Squibb, AstraZeneca, Merck, AACR and NCI and has received funding from Bristol-Myers Squibb, AstraZeneca, Exelixis and royalties from Biogenex. Jared Simpson has received research funding and travel support from Oxford Nanopore Technologies. Anil K. Sood is a consultant for Merck and Kiyatec, has received research funding from M-Trap and is a shareholder in BioPath. Simon Tavaré is on the scientific advisory board of Ipsen and a consultant for Kallyope. John F. Thompson has received honoraria and travel support for attending advisory board meetings of GlaxoSmithKline and Provectus and has received honoraria for participation in advisory boards for MSD Australia and BMS Australia. Daniel Turner is a full-time employee of Oxford Nanopore Technologies and is a stock holder. Naveen Vasudev has received speaker honoraria and/or consultancy fees from Bristol-Myers Squibb, Pfizer, EUSA pharma, MSD and Novartis. Jeremiah A. Wala is a consultant for Nference. Daniel J. Weisenberger is a consultant for Zymo Research. Dai-Ying Wu is employed at Annai Systems. Cheng-Zhong Zhang is a cofounder and equity holder of Pillar Biosciences, a for-profit company that specializes in the development of targeted sequencing assays. The other authors declare no competing interests.
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- 2020
25. Retrospective evaluation of whole exome and genome mutation calls in 746 cancer samples
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Bailey, Matthew H, Meyerson, William U, Dursi, Lewis Jonathan, Wang, Liang-Bo, Dong, Guanlan, Liang, Wen-Wei, Weerasinghe, Amila, Shantao, Li, Kelso, Sean, Saksena, Gordon, Ellrott, Kyle, Wendl, Michael C, Wheeler, David A, Getz, Gad, Simpson, Jared T, Gerstein, Mark B, Ding, Lirehan, Akbani, Pavana, Anur, Matthew, H Bailey, Alex, Buchanan, Kami, Chiotti, Kyle, Covington, Allison, Creason, Ding, Li, Kyle, Ellrott, Fan, Yu, Steven, Foltz, Gad, Getz, Walker, Hale, David, Haussler, Julian, M Hess, Carolyn, M Hutter, Cyriac, Kandoth, Katayoon, Kasaian, Melpomeni, Kasapi, Dave, Larson, Ignaty, Leshchiner, John, Letaw, Singer, Ma, Michael, D McLellan, Yifei, Men, Gordon, B Mills, Beifang, Niu, Myron, Peto, Amie, Radenbaugh, Sheila, M Reynolds, Gordon, Saksena, Heidi, Sofia, Chip, Stewart, Adam, J Struck, Joshua, M Stuart, Wenyi, Wang, John, N Weinstein, David, A Wheeler, Christopher, K Wong, Liu, Xi, Kai, Ye, Matthias, Bieg, Paul, C Boutros, Ivo, Buchhalter, Adam, P Butler, Ken, Chen, Zechen, Chong, Oliver, Drechsel, Lewis Jonathan Dursi, Roland, Eils, Shadrielle M, G Espiritu, Robert, S Fulton, Shengjie, Gao, Josep L, L Gelpi, Mark, B Gerstein, Santiago, Gonzalez, Ivo, G Gut, Faraz, Hach, Michael, C Heinold, Jonathan, Hinton, Taobo, Hu, Vincent, Huang, Huang, Yi, Barbara, Hutter, David, R Jones, Jongsun, Jung, Natalie, Jäger, Hyung-Lae, Kim, Kortine, Kleinheinz, Sushant, Kumar, Yogesh, Kumar, Christopher, M Lalansingh, Ivica, Letunic, Dimitri, Livitz, Eric, Z Ma, Yosef, E Maruvka, R Jay Mashl, Andrew, Menzies, Ana, Milovanovic, Morten Muhlig Nielsen, Stephan, Ossowski, Nagarajan, Paramasivam, Jakob Skou Pedersen, Marc, D Perry, Montserrat, Puiggròs, Keiran, M Raine, Esther, Rheinbay, Romina, Royo, S Cenk Sahinalp, Iman, Sarrafi, Matthias, Schlesner, Jared, T Simpson, Lucy, Stebbings, Miranda, D Stobbe, Jon, W Teague, Grace, Tiao, David, Torrents, Jeremiah, A Wala, Jiayin, Wang, Sebastian, M Waszak, Joachim, Weischenfeldt, Michael, C Wendl, Johannes, Werner, Zhenggang, Wu, Hong, Xue, Sergei, Yakneen, Takafumi, N Yamaguchi, Venkata, D Yellapantula, Christina, K Yung, Junjun, Zhang, Lauri, A Aaltonen, Federico, Abascal, Adam, Abeshouse, Hiroyuki, Aburatani, David, J Adams, Nishant, Agrawal, Keun Soo Ahn, Sung-Min, Ahn, Hiroshi, Aikata, Rehan, Akbani, Kadir, C Akdemir, Hikmat, Al-Ahmadie, Sultan, T Al-Sedairy, Fatima, Al-Shahrour, Malik, Alawi, Monique, Albert, Kenneth, Aldape, Ludmil, B Alexandrov, Adrian, Ally, Kathryn, Alsop, Eva, G Alvarez, Fernanda, Amary, Samirkumar, B Amin, Brice, Aminou, Ole, Ammerpohl, Matthew, J Anderson, Yeng, Ang, Davide, Antonello, Samuel, Aparicio, Elizabeth, L Appelbaum, Yasuhito, Arai, Axel, Aretz, Koji, Arihiro, Shun-Ichi, Ariizumi, Joshua, Armenia, Laurent, Arnould, Sylvia, Asa, Yassen, Assenov, Gurnit, Atwal, Sietse, Aukema, J Todd Auman, Miriam, R Aure, Philip, Awadalla, Marta, Aymerich, Gary, D Bader, Adrian, Baez-Ortega, Peter, J Bailey, Miruna, Balasundaram, Saianand, Balu, Pratiti, Bandopadhayay, 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[0000-0003-4526-9727], Dursi, Lewis Jonathan [0000-0002-4697-798X], Wang, Liang-Bo [0000-0001-6977-9348], Dong, Guanlan [0000-0002-4747-6036], Weerasinghe, Amila [0000-0003-3568-5823], Li, Shantao [0000-0002-5440-2780], Saksena, Gordon [0000-0001-6630-7935], Ellrott, Kyle [0000-0002-6573-5900], Wheeler, David A. [0000-0002-9056-6299], Getz, Gad [0000-0002-0936-0753], Gerstein, Mark B. [0000-0002-9746-3719], Apollo - University of Cambridge Repository, CCA - Cancer biology and immunology, Graduate School, Laboratory Genetic Metabolic Diseases, AGEM - Amsterdam Gastroenterology Endocrinology Metabolism, CCA -Cancer Center Amsterdam, Bailey, M, Meyerson, W, Dursi, L, Wang, L, Dong, G, Liang, W, Weerasinghe, A, Li, S, Kelso, S, Akbani, R, Anur, P, Buchanan, A, Chiotti, K, Covington, K, Creason, A, Ding, L, Ellrott, K, Fan, Y, Foltz, S, Getz, G, Hale, W, Haussler, D, Hess, J, Hutter, C, Kandoth, C, Kasaian, K, Kasapi, M, Larson, D, Leshchiner, I, Letaw, J, Ma, S, Mclellan, M, Men, Y, Mills, G, Niu, B, Peto, M, Radenbaugh, A, Reynolds, S, Saksena, G, Sofia, H, Stewart, C, Struck, A, Stuart, J, Wang, W, Weinstein, J, Wheeler, D, Wong, C, Xi, L, Ye, K, Bieg, M, Boutros, P, Buchhalter, I, Butler, A, Chen, K, Chong, Z, Drechsel, O, Jonathan Dursi, L, Eils, R, Espiritu, S, Fulton, R, Gao, S, Gelpi, J, Gerstein, M, Gonzalez, S, Gut, I, Hach, F, Heinold, M, Hinton, J, Hu, T, 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G, Aukema, S, Auman, J, Aure, M, Awadalla, P, Aymerich, M, Bader, G, Baez-Ortega, A, Bailey, P, Balasundaram, M, Balu, S, Bandopadhayay, P, Banks, R, Barbi, S, Barbour, A, Barenboim, J, Barnholtz-Sloan, J, Barr, H, Barrera, E, Bartlett, J, Bartolome, J, Bassi, C, Bathe, O, Baumhoer, D, Bavi, P, Baylin, S, Bazant, W, Beardsmore, D, Beck, T, Behjati, S, Behren, A, Bell, C, Beltran, S, Benz, C, Berchuck, A, Bergmann, A, Bergstrom, E, Berman, B, Berney, D, Bernhart, S, Beroukhim, R, Berrios, M, Bersani, S, Bertl, J, Betancourt, M, Bhandari, V, Bhosle, S, Biankin, A, Bigner, D, Binder, H, Birney, E, Birrer, M, Biswas, N, Bjerkehagen, B, Bodenheimer, T, Boice, L, Bonizzato, G, De Bono, J, Boot, A, Bootwalla, M, Borg, A, Borkhardt, A, Boroevich, K, Borozan, I, Borst, C, Bosenberg, M, Bosio, M, Boultwood, J, Bourque, G, Bova, G, Bowen, D, Bowlby, R, Bowtell, D, Boyault, S, Boyce, R, Boyd, J, Brazma, A, Brennan, P, Brewer, D, Brinkman, A, Bristow, R, Broaddus, R, Brock, J, Brock, M, Broeks, A, Brooks, A, Brooks, D, Brors, B, Brunak, S, Bruxner, T, Bruzos, A, Buchholz, C, Bullman, S, Burke, H, Burkhardt, B, Burns, K, Busanovich, J, Bustamante, C, Butte, A, Byrne, N, Borresen-Dale, A, Caesar-Johnson, S, Cafferkey, A, Cahill, D, Calabrese, C, Caldas, C, Calvo, F, Camacho, N, Campbell, P, Campo, E, Cantu, C, Cao, S, Carey, T, Carlevaro-Fita, J, Carlsen, R, Cataldo, I, Cazzola, M, Cebon, J, Cerfolio, R, Chadwick, D, Chakravarty, D, Chalmers, D, Chan, C, Chan, K, Chan-Seng-Yue, M, Chandan, V, Chang, D, Chanock, S, Chantrill, L, Chateigner, A, Chatterjee, N, Chayama, K, Chen, H, Chen, J, Chen, Y, Chen, Z, Cherniack, A, Chien, J, Chiew, Y, Chin, S, Cho, J, Cho, S, Choi, J, Choi, W, Chomienne, C, Choo, S, Chou, A, Christ, A, Christie, E, Chuah, E, Cibulskis, C, Cibulskis, K, Cingarlini, S, Clapham, P, Claviez, A, Cleary, S, Cloonan, N, Cmero, M, Collins, C, Connor, A, Cooke, S, Cooper, C, Cope, L, Corbo, V, Cordes, M, Cordner, S, Cortes-Ciriano, I, Cowin, P, Craft, B, Craft, D, 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Yamamoto, S, Yamaue, H, Yang, F, Yang, H, Yang, J, Yang, L, Yang, S, Yang, T, Yang, Y, Yao, X, Yaspo, M, Yates, L, Yau, C, Ye, C, Yoon, C, Yoon, S, Yousif, F, Yu, J, Yu, K, Yu, W, Yu, Y, Yuan, K, Yuan, Y, Yuen, D, Zaikova, O, Zamora, J, Zapatka, M, Zenklusen, J, Zenz, T, Zeps, N, Zhang, C, Zhang, F, Zhang, H, Zhang, X, Zhang, Y, Zhang, Z, Zhao, Z, Zheng, L, Zheng, X, Zhou, W, Zhou, Y, Bin, Z, Zhu, H, Zhu, J, Zhu, S, Zou, L, Zou, X, Defazio, A, van As, N, van Deurzen, C, van de Vijver, M, van't Veer, L, von Mering, C, Heilbrigðisvísindasvið (HÍ), School of Health Sciences (UI), Háskóli Íslands, University of Iceland, Tampere University, BioMediTech, TAYS Cancer Centre, University of St Andrews. Sir James Mackenzie Institute for Early Diagnosis, University of St Andrews. Cellular Medicine Division, University of St Andrews. Statistics, University of St Andrews. School of Medicine, University of Zurich, Gerstein, Mark B, Ding, Li, Bailey, Matthew H [0000-0003-4526-9727], Wheeler, David A [0000-0002-9056-6299], Gerstein, Mark B [0000-0002-9746-3719], Faculty of Economic and Social Sciences and Solvay Business School, Lauri Antti Aaltonen / Principal Investigator, Genome-Scale Biology (GSB) Research Program, Department of Medical and Clinical Genetics, Organismal and Evolutionary Biology Research Programme, Helsinki Institute for Information Technology, Institute of Biotechnology, Bioinformatics, Department of Computer Science, Faculty of Medicine, and HUS Helsinki and Uusimaa Hospital District
- Subjects
VARIANTS ,0302 clinical medicine ,706/648/697/129/2043 ,Databases, Genetic ,Cancer genomics ,SOMATIC POINT MUTATIONS ,Càncer ,lcsh:Science ,Exome ,Exome sequencing ,Cancer ,Base Composition ,Neoplasms -- genetics ,1184 Genetics, developmental biology, physiology ,3100 General Physics and Astronomy ,3. Good health ,030220 oncology & carcinogenesis ,Science & Technology - Other Topics ,Transformació genètica ,Genetic databases ,Erfðarannsóknir ,Human ,GENES ,Science ,1600 General Chemistry ,General Biochemistry, Genetics and Molecular Biology ,RC0254 ,03 medical and health sciences ,Genetic ,SDG 3 - Good Health and Well-being ,1300 General Biochemistry, Genetics and Molecular Biology ,Exome Sequencing ,Genetics ,Humans ,Author Correction ,Retrospective Studies ,Whole genome sequencing ,Comparative genomics ,Science & Technology ,RC0254 Neoplasms. Tumors. Oncology (including Cancer) ,INSERTIONS ,DNA ,PERFORMANCE ,Human genetics ,Communication and replication ,Cancérologie ,692/4028/67/69 ,Genòmica ,030104 developmental biology ,Mutation ,Genome mutation ,Human genome ,lcsh:Q ,COMPREHENSIVE CHARACTERIZATION ,Genètica ,0301 basic medicine ,Medizin ,General Physics and Astronomy ,Genome ,Whole Exome Sequencing ,Genetic transformation ,International Cancer Genome Consortium ,Neoplasms ,631/114/2399 ,Genamengi ,Medicine and Health Sciences ,Medicine(all) ,Women's cancers Radboud Institute for Molecular Life Sciences [Radboudumc 17] ,Multidisciplinary ,318 Medical biotechnology ,Exome -- genetics ,article ,Exons ,Women's cancers Radboud Institute for Health Sciences [Radboudumc 17] ,Multidisciplinary Sciences ,CAPTURE ,1181 Ecology, evolutionary biology ,oncology ,DNA, Intergenic ,139 ,Medical Genetics ,Biotechnology ,ICGC/TCGA Pan-Cancer Analysis ,3122 Cancers ,610 Medicine & health ,45/23 ,QH426 Genetics ,Biology ,MC3 Working Group ,Databases ,Germline mutation ,PCAWG novel somatic mutation calling methods working group ,Krabbameinsrannsóknir ,Cancer Genome Atlas ,Genome, Human -- genetics ,ddc:610 ,QH426 ,Medicinsk genetik ,Krabbamein ,Intergenic ,Whole Genome Sequencing ,Genome, Human ,Human Genome ,PCAWG Consortium ,DAS ,General Chemistry ,DELETIONS ,Good Health and Well Being ,10032 Clinic for Oncology and Hematology ,3111 Biomedicine ,631/1647/2217/748 - Abstract
MC3 Working Group: Rehan Akbani21, Pavana Anur22, Matthew H. Bailey1,2,3, Alex Buchanan9, Kami Chiotti9, Kyle Covington12,23, Allison Creason9, Li Ding1,2,3,20, Kyle Ellrott9, Yu Fan21, Steven Foltz1,2, Gad Getz8,14,15,16, Walker Hale12, David Haussler24,25, Julian M. Hess8,26, Carolyn M. Hutter27, Cyriac Kandoth28, Katayoon Kasaian29,30, Melpomeni Kasapi27, Dave Larson1 , Ignaty Leshchiner8, John Letaw31, Singer Ma32, Michael D. McLellan1,3,20, Yifei Men32, Gordon B. Mills33,34, Beifang Niu35, Myron Peto22, Amie Radenbaugh24, Sheila M. Reynolds36, Gordon Saksena8, Heidi Sofia27, Chip Stewart8, Adam J. Struck31, Joshua M. Stuart24,37, Wenyi Wang21, John N. Weinstein38, David A. Wheeler12,13, Christopher K. Wong24,39, Liu Xi12 & Kai Ye40,41 21Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA. 22Molecular and Medical Genetics, OHSU Knight Cancer Institute, Oregon Health and Science University, Portland, OR 97239, USA. 23Castle Biosciences Inc, Friendswood, TX 77546, USA. 24UC Santa Cruz Genomics Institute, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 25Howard Hughes Medical Institute, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 26Massachusetts General Hospital Center for Cancer Research, Charlestown, MA 02114, USA. 27National Human Genome Research Institute, National Institutes of Health, Bethesda, MD 20894, USA. 28Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA. 29Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada. 30Canada’s Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V5Z 4S6, Canada. 31Computational Biology Program, School of Medicine, Oregon Health and Science University, Portland, OR 97239, USA. 32DNAnexus Inc, Mountain View, CA 94040, USA. 33Department of Systems Biology, UT MD Anderson Cancer Center, Houston, TX 77030, USA. 34Precision Oncology, OHSU Knight Cancer Institute, Oregon Health and Science University, Portland, OR 97239, USA. 35Computer Network Information Center, Chinese Academy of Sciences, Beijing, China. 36Institute for Systems Biology, Seattle, WA 98109, USA. 37Department of Biomolecular Engineering, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 38Department of Bioinformatics and Computational Biology and Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA. 39Biomolecular Engineering Department, University of California Santa Cruz, Santa Cruz, CA 95064, USA. 40School of Elect, PCAWG novel somatic mutation calling methods working group: Matthew H. Bailey1,2,3, Beifang Niu35, Matthias Bieg42,43, Paul C. Boutros6,44,45,46, Ivo Buchhalter43,47,48, Adam P. Butler49, Ken Chen50, Zechen Chong51, Li Ding1,2,3,20, Oliver Drechsel52,53, Lewis Jonathan Dursi6,7, Roland Eils47,48,54,55, Kyle Ellrott9, Shadrielle M. G. Espiritu6, Yu Fan21, Robert S. Fulton1,3,20, Shengjie Gao56, Josep L. l. Gelpi57,58, Mark B. Gerstein5,18,19, Gad Getz8,14,15,16, Santiago Gonzalez59,60, Ivo G. Gut52,61, Faraz Hach62,63, Michael C. Heinold47,48, Julian M. Hess8,26, Jonathan Hinton49, Taobo Hu64, Vincent Huang6, Yi Huang65,66, Barbara Hutter43,67,68, David R. Jones49, Jongsun Jung69, Natalie Jäger47, Hyung-Lae Kim70, Kortine Kleinheinz47,48, Sushant Kumar5,19, Yogesh Kumar64, Christopher M. Lalansingh6, Ignaty Leshchiner8, Ivica Letunic71, Dimitri Livitz8, Eric Z. Ma64, Yosef E. Maruvka8,26,72, R. Jay Mashl1,2, Michael D. McLellan1,3,20, Andrew Menzies49, Ana Milovanovic57, Morten Muhlig Nielsen73, Stephan Ossowski52,53,74, Nagarajan Paramasivam43,47, Jakob Skou Pedersen73,75, Marc D. Perry76,77, Montserrat Puiggròs57, Keiran M. Raine49, Esther Rheinbay8,14,72, Romina Royo57, S. Cenk Sahinalp62,78,79, Gordon Saksena8, Iman Sarrafi62,78, Matthias Schlesner47,80, Jared T. Simpson6,17, Lucy Stebbings49, Chip Stewart8, Miranda D. Stobbe52,61, Jon W. Teague49, Grace Tiao8, David Torrents57,81, Jeremiah A. Wala8,14,82, Jiayin Wang1,40,66, Wenyi Wang21, Sebastian M. Waszak60, Joachim Weischenfeldt60,83,84, Michael C. Wendl1,10,11, Johannes Werner47,85, Zhenggang Wu64, Hong Xue64, Sergei Yakneen60, Takafumi N. Yamaguchi6, Kai Ye40,41, Venkata D. Yellapantula20,86, Christina K. Yung76 & Junjun Zhang76, PCAWG Consortium: Lauri A. Aaltonen87, Federico Abascal49, Adam Abeshouse88, Hiroyuki Aburatani89, David J. Adams49, Nishant Agrawal90, Keun Soo Ahn91, Sung-Min Ahn92, Hiroshi Aikata93, Rehan Akbani21, Kadir C. Akdemir50, Hikmat Al-Ahmadie88, Sultan T. Al-Sedairy94, Fatima Al-Shahrour95, Malik Alawi96,97, Monique Albert98, Kenneth Aldape99,100, Ludmil B. Alexandrov49,101,102, Adrian Ally30, Kathryn Alsop103, Eva G. Alvarez104,105,106, Fernanda Amary107, Samirkumar B. Amin108,109,110, Brice Aminou76, Ole Ammerpohl111,112, Matthew J. Anderson113, Yeng Ang114, Davide Antonello115, Pavana Anur22, Samuel Aparicio116, Elizabeth L. Appelbaum1,117, Yasuhito Arai118, Axel Aretz119, Koji Arihiro93, Shun-ichi Ariizumi120, Joshua Armenia121, Laurent Arnould122, Sylvia Asa123,124, Yassen Assenov125, Gurnit Atwal6,126,127, Sietse Aukema112,128, J. Todd Auman129, Miriam R. Aure130, Philip Awadalla6,126, Marta Aymerich131, Gary D. Bader126, Adrian Baez-Ortega132, Matthew H. Bailey1,2,3, Peter J. Bailey133, Miruna Balasundaram30, Saianand Balu134, Pratiti Bandopadhayay8,135,136, Rosamonde E. Banks137, Stefano Barbi138, Andrew P. Barbour139,140, Jonathan Barenboim6, Jill Barnholtz-Sloan141,142, Hugh Barr143, Elisabet Barrera59, John Bartlett98,144, Javier Bartolome57, Claudio Bassi115, Oliver F. Bathe145,146, Daniel Baumhoer147, Prashant Bavi148, Stephen B. Baylin149,150, Wojciech Bazant59, Duncan Beardsmore151, Timothy A. Beck152,153, Sam Behjati49, Andreas Behren154, Beifang Niu35, Cindy Bell155, Sergi Beltran52,61, Christopher Benz156, Andrew Berchuck157, Anke K. Bergmann158, Erik N. Bergstrom101,102, Benjamin P. Berman159,160,161, Daniel M. Berney162, Stephan H. Bernhart163,164,165, Rameen Beroukhim8,14,82, Mario Berrios166, Samantha Bersani167, Johanna Bertl73,168, Miguel Betancourt169, Vinayak Bhandari6,44, Shriram G. Bhosle49, Andrew V. Biankin133,170,171,172, Matthias Bieg42,43, Darell Bigner173, Hans Binder163,164, Ewan Birney59, Michael Birrer72, Nidhan K. Biswas174, Bodil Bjerkehagen147,175, Tom Bodenheimer134, Lori Boice176, Giada Bonizzato177, Johann S. De Bono178, Arnoud Boot179,180, Moiz S. Bootwalla166, Ake Borg181, Arndt Borkhardt182, Keith A. Boroevich183,184, Ivan Borozan6, Christoph Borst185, Marcus Bosenberg186, Mattia Bosio52,53,57, Jacqueline Boultwood187, Guillaume Bourque188,189, Paul C. Boutros6,44,45,46, G. Steven Bova190, David T. Bowen49,191, Reanne Bowlby30, David D. L. Bowtell103, Sandrine Boyault192, Rich Boyce59, Jeffrey Boyd193, Alvis Brazma59, Paul Brennan194, Daniel S. Brewer195,196, Arie B. Brinkman197, Robert G. Bristow44,198,199,200,201, Russell R. Broaddus99, Jane E. Brock202, Malcolm Brock203, Annegien Broeks204, Angela N. Brooks8,24,37,82, Denise Brooks30, Benedikt Brors67,205,206, Søren Brunak207,208, Timothy J. C. Bruxner113,209, Alicia L. Bruzos104,105,106, Alex Buchanan9, Ivo Buchhalter43,47,48, Christiane Buchholz210, Susan Bullman8,82, Hazel Burke211, Birgit Burkhardt212, Kathleen H. Burns213,214, John Busanovich8,215, Carlos D. Bustamante216,217, Adam P. Butler49, Atul J. Butte218, Niall J. Byrne76, Anne-Lise Børresen-Dale130,219, Samantha J. Caesar-Johnson220, Andy Cafferkey59, Declan Cahill221, Claudia Calabrese59,60, Carlos Caldas222,223, Fabien Calvo224, Niedzica Camacho178, Peter J. Campbell49,225, Elias Campo226,227, Cinzia Cantù177, Shaolong Cao21, Thomas E. Carey228, Joana Carlevaro-Fita229,230,231, Rebecca Carlsen30, Ivana Cataldo167,177, Mario Cazzola232, Jonathan Cebon154, Robert Cerfolio233, Dianne E. Chadwick234, Dimple Chakravarty235, Don Chalmers236, Calvin Wing Yiu Chan47,237, Kin Chan238, Michelle Chan-Seng-Yue148, Vishal S. Chandan239, David K. Chang133,170, Stephen J. Chanock240, Lorraine A. Chantrill170,241, Aurélien Chateigner76,242, Nilanjan Chatterjee149,243, Kazuaki Chayama93, Hsiao-Wei Chen114,121, Jieming Chen218, Ken Chen50, Yiwen Chen21, Zhaohong Chen244, Andrew D. Cherniack8,82, Jeremy Chien245, Yoke-Eng Chiew246,247, Suet-Feung Chin222,223, Juok Cho8, Sunghoon Cho248, Jung Kyoon Choi249, Wan Choi250, Christine Chomienne251, Zechen Chong51, Su Pin Choo252, Angela Chou170,246, Angelika N. Christ113, Elizabeth L. Christie103, Eric Chuah30, Carrie Cibulskis8, Kristian Cibulskis8, Sara Cingarlini253, Peter Clapham49, Alexander Claviez254, Sean Cleary148,255, Nicole Cloonan256, Marek Cmero257,258,259, Colin C. Collins62, Ashton A. Connor255,260, Susanna L. Cooke133, Colin S. Cooper178,196,261, Leslie Cope149, Vincenzo Corbo138,177, Matthew G. Cordes1,262, Stephen M. Cordner263, Isidro Cortés-Ciriano264,265,266, Kyle Covington12,23, Prue A. Cowin267, Brian Craft24, David Craft8,268, Chad J. Creighton269, Yupeng Cun270, Erin Curley271, Ioana Cutcutache179,180, Karolina Czajka272, Bogdan Czerniak99,273, Rebecca A. Dagg274, Ludmila Danilova149, Maria Vittoria Davi275, Natalie R. Davidson276,277,278,279,280, Helen Davies49,281,282, Ian J. Davis283, Brandi N. Davis-Dusenbery284, Kevin J. Dawson49, Francisco M. De La Vega216,217,285, Ricardo De Paoli-Iseppi211, Timothy Defreitas8, Angelo P. Dei Tos286, Olivier Delaneau287,288,289, John A. Demchok220, Jonas Demeulemeester290,291, German M. Demidov52,53,74, Deniz Demircioğlu292,293, Nening M. Dennis221, Robert E. Denroche148, Stefan C. Dentro49,290,294, Nikita Desai76, Vikram Deshpande72, Amit G. Deshwar295, Christine Desmedt296,297, Jordi Deu-Pons298,299, Noreen Dhalla30, Neesha C. Dhani300, Priyanka Dhingra301,302, Rajiv Dhir303, Anthony DiBiase304, Klev Diamanti305, Li Ding1,2,3,20, Shuai Ding306, Huy Q. Dinh159, Luc Dirix307, HarshaVardhan Doddapaneni12, Nilgun Donmez62,78, Michelle T. Dow244, Ronny Drapkin308, Oliver Drechsel52,53, Ruben M. Drews223, Serge Serge49, Tim Dudderidge150,221, Ana Dueso-Barroso57, Andrew J. Dunford8, Michael Dunn309, Lewis Jonathan Dursi6,7, Fraser R. Duthie133,310, Ken Dutton-Regester311, Jenna Eagles272, Douglas F. Easton312,313, Stuart Edmonds314, Paul A. Edwards223,315, Sandra E. Edwards178, Rosalind A. Eeles178,221, Anna Ehinger316, Juergen Eils54,55, Roland Eils47,48,54,55, Adel El-Naggar99,273, Matthew Eldridge223, Kyle Ellrott9, Serap Erkek60, Georgia Escaramis53,317,318, Shadrielle M. G. Espiritu6, Xavier Estivill53,319, Dariush Etemadmoghadam103, Jorunn E. Eyfjord320, Bishoy M. Faltas280, Daiming Fan321, Yu Fan21, William C. Faquin72, Claudiu Farcas244, Matteo Fassan322, Aquila Fatima323, Francesco Favero324, Nodirjon Fayzullaev76, Ina Felau220, Sian Fereday103, Martin L. Ferguson325, Vincent Ferretti76,326, Lars Feuerbach205, Matthew A. Field327, J. Lynn Fink57,113, Gaetano Finocchiaro328, Cyril Fisher221, Matthew W. Fittall290, Anna Fitzgerald329, Rebecca C. Fitzgerald282, Adrienne M. Flanagan330, Neil E. Fleshner331, Paul Flicek59, John A. Foekens332, Kwun M. Fong333, Nuno A. Fonseca59,334, Christopher S. Foster335,336, Natalie S. Fox6, Michael Fraser6, Scott Frazer8, Milana Frenkel-Morgenstern337, William Friedman338, Joan Frigola298, Catrina C. Fronick1,262, Akihiro Fujimoto184, Masashi Fujita184, Masashi Fukayama339, Lucinda A. Fulton1 , Robert S. Fulton1,3,20, Mayuko Furuta184, P. Andrew Futreal340, Anja Füllgrabe59, Stacey B. Gabriel8, Steven Gallinger148,255,260, Carlo Gambacorti-Passerini341, Jianjiong Gao121, Shengjie Gao56, Levi Garraway82, Øystein Garred342, Erik Garrison49, Dale W. Garsed103, Nils Gehlenborg8,343, Josep L. l. Gelpi57,58, Joshy George110, Daniela S. Gerhard344, Clarissa Gerhauser345, Jeffrey E. Gershenwald346,347, Mark B. Gerstein5,18,19, Moritz Gerstung59,60, Gad Getz8,14,15,16, Mohammed Ghori49, Ronald Ghossein348, Nasra H. Giama349, Richard A. Gibbs12, Anthony J. Gill170,350, Pelvender Gill351, Dilip D. Giri348, Dominik Glodzik49, Vincent J. Gnanapragasam352,353, Maria Elisabeth Goebler354, Mary J. Goldman24, Carmen Gomez355, Santiago Gonzalez59,60, Abel Gonzalez-Perez298,299,356, Dmitry A. Gordenin357, James Gossage358, Kunihito Gotoh359, Ramaswamy Govindan3, Dorthe Grabau360, Janet S. Graham133,361, Robert C. Grant148,260, Anthony R. Green315, Eric Green27, Liliana Greger59, Nicola Grehan282, Sonia Grimaldi177, Sean M. Grimmond362, Robert L. Grossman363, Adam Grundhoff97,364, Gunes Gundem88, Qianyun Guo75, Manaswi Gupta8, Shailja Gupta365, Ivo G. Gut52,61, Marta Gut52,61, Jonathan Göke292,366, Gavin Ha8, Andrea Haake111, David Haan37, Siegfried Haas185, Kerstin Haase290, James E. Haber367, Nina Habermann60, Faraz Hach62,63, Syed Haider6, Natsuko Hama118, Freddie C. Hamdy351, Anne Hamilton267, Mark P. Hamilton368, Leng Han369, George B. Hanna370, Martin Hansmann371, Nicholas J. Haradhvala8,72, Olivier Harismendy102,372, Ivon Harliwong113, Arif O. Harmanci5,373, Eoghan Harrington374, Takanori Hasegawa375, David Haussler24,25, Steve Hawkins223, Shinya Hayami376, Shuto Hayashi375, D. Neil Hayes134,377,378, Stephen J. Hayes379,380, Nicholas K. Hayward211,311, Steven Hazell221, Yao He381, Allison P. Heath382, Simon C. Heath52,61, David Hedley300, Apurva M. Hegde38, David I. Heiman8, Michael C. Heinold47,48, Zachary Heins88, Lawrence E. Heisler152, Eva Hellstrom-Lindberg383, Mohamed Helmy384, Seong Gu Heo385, Austin J. Hepperla134, José María Heredia-Genestar386, Carl Herrmann47,48,387, Peter Hersey211, Julian M. Hess8,26, Holmfridur Hilmarsdottir320, Jonathan Hinton49, Satoshi Hirano388, Nobuyoshi Hiraoka389, Katherine A. Hoadley134,390, Asger Hobolth75,168, Ermin Hodzic78, Jessica I. Hoell182, Steve Hoffmann163,164,165,391, Oliver Hofmann392, Andrea Holbrook166, Aliaksei Z. Holik53, Michael A. Hollingsworth393, Oliver Holmes209,311, Robert A. Holt30, Chen Hong205,237, Eun Pyo Hong385, Jongwhi H. Hong394, Gerrit K. Hooijer395, Henrik Hornshøj73, Fumie Hosoda118, Yong Hou56,396, Volker Hovestadt397, William Howat352, Alan P. Hoyle134, Ralph H. Hruban149, Jianhong Hu12, Taobo Hu64, Xing Hua240, Kuan-lin Huang1,398, Mei Huang176, Mi Ni Huang179,180, Vincent Huang6, Yi Huang65,66, Wolfgang Huber60, Thomas J. Hudson272,399, Michael Hummel400, Jillian A. Hung246,247, David Huntsman401, Ted R. Hupp402, Jason Huse88, Matthew R. Huska403, Barbara Hutter43,67,68, Carolyn M. Hutter27, Daniel Hübschmann48,54,404,405,406, Christine A. Iacobuzio-Donahue348, Charles David Imbusch205, Marcin Imielinski407,408, Seiya Imoto375, William B. Isaacs409, Keren Isaev6,44, Shumpei Ishikawa410, Murat Iskar397, S. M. Ashiqul Islam244, Michael Ittmann411,412,413, Sinisa Ivkovic284, Jose M. G. Izarzugaza414, Jocelyne Jacquemier415, Valerie Jakrot211, Nigel B. Jamieson133,172,416, Gun Ho Jang148, Se Jin Jang417, Joy C. Jayaseelan12, Reyka Jayasinghe1 , Stuart R. Jefferys134, Karine Jegalian418, Jennifer L. Jennings419, Seung-Hyup Jeon250, Lara Jerman60,420, Yuan Ji421,422, Wei Jiao6, Peter A. Johansson311, Amber L. Johns170, Jeremy Johns272, Rory Johnson230,423, Todd A. Johnson183, Clemency Jolly290, Yann Joly424, Jon G. Jonasson320, Corbin D. Jones425, David R. Jones49, David T. W. Jones426,427, Nic Jones428, Steven J. M. Jones30, Jos Jonkers204, Young Seok Ju49,249, Hartmut Juhl429, Jongsun Jung69, Malene Juul73, Randi Istrup Juul73, Sissel Juul374, Natalie Jäger47, Rolf Kabbe47, Andre Kahles276,277,278,279,430, Abdullah Kahraman431,432,433, Vera B. Kaiser434, Hojabr Kakavand211, Sangeetha Kalimuthu148, Christof von Kalle405, Koo Jeong Kang91, Katalin Karaszi351, Beth Karlan435, Rosa Karlić436, Dennis Karsch437, Katayoon Kasaian29,30, Karin S. Kassahn113,438, Hitoshi Katai439, Mamoru Kato440, Hiroto Katoh410, Yoshiiku Kawakami93, Jonathan D. Kay117, Stephen H. Kazakoff209,311, Marat D. Kazanov441,442,443, Maria Keays59, Electron Kebebew444,445, Richard F. Kefford446, Manolis Kellis8,447, James G. Kench170,350,448, Catherine J. Kennedy246,247, Jules N. A. Kerssemakers47, David Khoo273, Vincent Khoo221, Narong Khuntikeo115,449, Ekta Khurana301,302,450,451, Helena Kilpinen117, Hark Kyun Kim452, Hyung-Lae Kim70, Hyung-Yong Kim415, Hyunghwan Kim250, Jaegil Kim8, Jihoon Kim453, Jong K. Kim454, Youngwook Kim455,456, Tari A. King457,458,459, Wolfram Klapper128, Kortine Kleinheinz47,48, Leszek J. Klimczak460, Stian Knappskog49,461, Michael Kneba437, Bartha M. Knoppers424, Youngil Koh462,463, Jan Komorowski305,464, Daisuke Komura410, Mitsuhiro Komura375, Gu Kong415, Marcel Kool426,465, Jan O. Korbel59,60, Viktoriya Korchina12, Andrey Korshunov465, Michael Koscher465, Roelof Koster466, Zsofia Kote-Jarai178, Antonios Koures244, Milena Kovacevic284, Barbara Kremeyer49, Helene Kretzmer164,165, Markus Kreuz467, Savitri Krishnamurthy99,468, Dieter Kube469, Kiran Kumar8, Pardeep Kumar221, Sushant Kumar5,19, Yogesh Kumar64, Ritika Kundra114,121, Kirsten Kübler8,14,72, Ralf Küppers470, Jesper Lagergren383,471, Phillip H. Lai166, Peter W. Laird472, Sunil R. Lakhani473, Christopher M. Lalansingh6, Emilie Lalonde6, Fabien C. Lamaze6, Adam Lambert351, Eric Lander8, Pablo Landgraf474,475, Luca Landoni115, Anita Langerød130, Andrés Lanzós230,231,423, Denis Larsimont476, Erik Larsson477, Mark Lathrop189, Loretta M. S. Lau478, Chris Lawerenz55, Rita T. Lawlor177, Michael S. Lawrence8,72,183, Alexander J. Lazar99,108, Xuan Le479, Darlene Lee30, Donghoon Lee5, Eunjung Alice Lee480, Hee Jin Lee417, Jake June-Koo Lee264,266, Jeong-Yeon Lee481, Juhee Lee482, Ming Ta Michael Lee340, Henry Lee-Six49, Kjong-Van Lehmann276,277,278,279,430, Hans Lehrach483, Dido Lenze400, Conrad R. Leonard209,311, Daniel A. Leongamornlert49,178, Ignaty Leshchiner8, Louis Letourneau484, Ivica Letunic71, Douglas A. Levine88,485, Lora Lewis12, Tim Ley486, Chang Li56,396, Constance H. Li6,44, Haiyan Irene Li30, Jun Li21, Lin Li56, Shantao Li5, Siliang Li56,396, Xiaobo Li56,396, Xiaotong Li5, Xinyue Li56, Yilong Li49, Han Liang21, Sheng-Ben Liang234, Peter Lichter68,397, Pei Lin8, Ziao Lin8,487, W. M. Linehan488, Ole Christian Lingjærde489, Dongbing Liu56,396, Eric Minwei Liu88,301,302, Fei-Fei Liu201,490, Fenglin Liu381,491, Jia Liu492, Xingmin Liu56,396, Julie Livingstone6, Dimitri Livitz8, Naomi Livni221, Lucas Lochovsky5,19,110, Markus Loeffler467, Georgina V. Long211, Armando Lopez-Guillermo493, Shaoke Lou5,19, David N. Louis72, Laurence B. Lovat117, Yiling Lu38, Yong-Jie Lu162,494, Youyong Lu495,496,497, Claudio Luchini167, Ilinca Lungu144,148, Xuemei Luo152, Hayley J. Luxton117, Andy G. Lynch223,315,498, Lisa Lype36, Cristina López111,112, Carlos López-Otín499, Eric Z. Ma64, Yussanne Ma30, Gaetan MacGrogan500, Shona MacRae501, Geoff Macintyre223, Tobias Madsen73, Kazuhiro Maejima184, Andrea Mafficini177, Dennis T. Maglinte166,502, Arindam Maitra174, Partha P. Majumder174, Luca Malcovati232, Salem Malikic62,78, Giuseppe Malleo115, Graham J. Mann211,246,503, Luisa Mantovani-Löffler504, Kathleen Marchal505,506, Giovanni Marchegiani115, Elaine R. Mardis1,193,507, Adam A. Margolin31, Maximillian G. Marin37, Florian Markowetz223,315, Julia Markowski403, Jeffrey Marks508, Tomas Marques-Bonet61,81,386,509, Marco A. Marra30, Luke Marsden351, John W. M. Martens332, Sancha Martin49,510, Jose I. Martin-Subero81,511, Iñigo Martincorena49, Alexander Martinez-Fundichely301,302,451 Yosef E. Maruvka8,26,72, R. Jay Mashl1,2, Charlie E. Massie223, Thomas J. Matthew37, Lucy Matthews178, Erik Mayer221,512, Simon Mayes513, Michael Mayo30, Faridah Mbabaali272, Karen McCune514, Ultan McDermott49, Patrick D. McGillivray19, Michael D. McLellan1,3,20, John D. McPherson148,272,515, John R. McPherson179,180, Treasa A. McPherson260, Samuel R. Meier8, Alice Meng516, Shaowu Meng134, Andrew Menzies49, Neil D. Merrett115,517, Sue Merson178, Matthew Meyerson8,14,82, William U. Meyerson4,5, Piotr A. Mieczkowski518, George L. Mihaiescu76, Sanja Mijalkovic284, Ana Mijalkovic Mijalkovic-Lazic284, Tom Mikkelsen519, Michele Milella253, Linda Mileshkin103, Christopher A. Miller1 , David K. Miller113,170, Jessica K. Miller272, Gordon B. Mills33,34, Ana Milovanovic57, Sarah Minner520, Marco Miotto115, Gisela Mir Arnau267, Lisa Mirabello240, Chris Mitchell103, Thomas J. Mitchell49,315,352, Satoru Miyano375, Naoki Miyoshi375, Shinichi Mizuno521, Fruzsina Molnár-Gábor522, Malcolm J. Moore300, Richard A. Moore30, Sandro Morganella49, Quaid D. Morris127,490, Carl Morrison523,524, Lisle E. Mose134, Catherine D. Moser349, Ferran Muiños298,299, Loris Mularoni298,299, Andrew J. Mungall30, Karen Mungall30, Elizabeth A. Musgrove133, Ville Mustonen525,526,527, David Mutch528, Francesc Muyas52,53,74, Donna M. Muzny12, Alfonso Muñoz59, Jerome Myers529, Ola Myklebost461, Peter Möller530, Genta Nagae89, Adnan M. Nagrial170, Hardeep K. Nahal-Bose76, Hitoshi Nakagama531, Hidewaki Nakagawa184, Hiromi Nakamura118, Toru Nakamura388, Kaoru Nakano184, Tannistha Nandi532, Jyoti Nangalia49, Mia Nastic284, Arcadi Navarro61,81,386, Fabio C. P. Navarro19, David E. Neal223,352, Gerd Nettekoven533, Felicity Newell209,311, Steven J. Newhouse59, Yulia Newton37, Alvin Wei Tian Ng534, Anthony Ng535, Jonathan Nicholson49, David Nicol221, Yongzhan Nie321,536, G. Petur Nielsen72, Morten Muhlig Nielsen73, Serena Nik-Zainal49,281,282,537, Michael S. Noble8, Katia Nones209,311, Paul A. Northcott538, Faiyaz Notta148,539, Brian D. O’Connor76,540, Peter O’Donnell541, Maria O’Donovan282, Sarah O’Meara49, Brian Patrick O’Neill542, J. Robert O’Neill543, David Ocana59, Angelica Ochoa88, Layla Oesper544, Christopher Ogden221, Hideki Ohdan93, Kazuhiro Ohi375, Lucila Ohno-Machado244, Karin A. Oien523,545, Akinyemi I. Ojesina546,547,548, Hidenori Ojima549, Takuji Okusaka550, Larsson Omberg551, Choon Kiat Ong552, Stephan Ossowski52,53,74, German Ott553, B. F. Francis Ouellette76,554, Christine P’ng6, Marta Paczkowska6, Salvatore Paiella115, Chawalit Pairojkul523, Marina Pajic170, Qiang Pan-Hammarström56,555, Elli Papaemmanuil49, Irene Papatheodorou59, Nagarajan Paramasivam43,47, Ji Wan Park385, Joong-Won Park556, Keunchil Park557,558, Kiejung Park559, Peter J. Park264,266, Joel S. Parker518, Simon L. Parsons124, Harvey Pass560, Danielle Pasternack272, Alessandro Pastore276, Ann-Marie Patch209,311, Iris Pauporté251, Antonio Pea115, John V. Pearson209,311, Chandra Sekhar Pedamallu8,14,82, Jakob Skou Pedersen73,75, Paolo Pederzoli115, Martin Peifer270, Nathan A. Pennell561, Charles M. Perou129,518, Marc D. Perry76,77, Gloria M. Petersen562, Myron Peto22, Nicholas Petrelli563, Robert Petryszak59, Stefan M. Pfister426,465,564, Mark Phillips424, Oriol Pich298,299, Hilda A. Pickett478, Todd D. Pihl565, Nischalan Pillay566, Sarah Pinder567, Mark Pinese170, Andreia V. Pinho568, Esa Pitkänen60, Xavier Pivot569, Elena Piñeiro-Yáñez95, Laura Planko533, Christoph Plass345, Paz Polak8,14,15, Tirso Pons570, Irinel Popescu571, Olga Potapova572, Aparna Prasad52, Shaun R. Preston573, Manuel Prinz47, Antonia L. Pritchard311, Stephenie D. Prokopec6, Elena Provenzano574, Xose S. Puente499, Sonia Puig176, Montserrat Puiggròs57, Sergio Pulido-Tamayo505,506, Gulietta M. Pupo246, Colin A. Purdie575, Michael C. Quinn209,311, Raquel Rabionet52,53,576, Janet S. Rader577, Bernhard Radlwimmer397, Petar Radovic284, Benjamin Raeder60, Keiran M. Raine49, Manasa Ramakrishna49, Kamna Ramakrishnan49, Suresh Ramalingam578, Benjamin J. Raphael579, W. Kimryn Rathmell580, Tobias Rausch60, Guido Reifenberger475, Jüri Reimand6,44, Jorge Reis-Filho348, Victor Reuter348, Iker Reyes-Salazar298, Matthew A. Reyna579, Sheila M. Reynolds36, Esther Rheinbay8,14,72, Yasser Riazalhosseini189, Andrea L. Richardson323, Julia Richter111,128, Matthew Ringel581, Markus Ringnér181, Yasushi Rino582, Karsten Rippe405, Jeffrey Roach583, Lewis R. Roberts349, Nicola D. Roberts49, Steven A. Roberts584, A. Gordon Robertson30, Alan J. Robertson113, Javier Bartolomé Rodriguez57, Bernardo Rodriguez-Martin104,105,106, F. Germán Rodríguez-González83,332, Michael H. A. Roehrl44,123,148,234,585,586, Marius Rohde587, Hirofumi Rokutan440, Gilles Romieu588, Ilse Rooman170, Tom Roques262, Daniel Rosebrock8, Mara Rosenberg8,72, Philip C. Rosenstiel589, Andreas Rosenwald590, Edward W. Rowe221,591, Romina Royo57, Steven G. Rozen179,180,592, Yulia Rubanova17,127, Mark A. Rubin423,593,594,595,596, Carlota Rubio-Perez298,299,597, Vasilisa A. Rudneva60, Borislav C. Rusev177, Andrea Ruzzenente598, Gunnar Rätsch276,277,278,279,280,430, Radhakrishnan Sabarinathan298,299,599, Veronica Y. Sabelnykova6, Sara Sadeghi30, S. Cenk Sahinalp62,78,79, Natalie Saini357, Mihoko Saito-Adachi440, Gordon Saksena8, Adriana Salcedo6, Roberto Salgado600, Leonidas Salichos5,19, Richard Sallari8, Charles Saller601, Roberto Salvia115, Michelle Sam272, Jaswinder S. Samra115,602, Francisco Sanchez-Vega114,121, Chris Sander276,603,604, Grant Sanders134, Rajiv Sarin605, Iman Sarrafi62,78, Aya Sasaki-Oku184, Torill Sauer489, Guido Sauter520, Robyn P. M. Saw211, Maria Scardoni167, Christopher J. Scarlett170,606, Aldo Scarpa177, Ghislaine Scelo194, Dirk Schadendorf68,607, Jacqueline E. Schein30, Markus B. Schilhabel589, Matthias Schlesner47,80, Thorsten Schlomm84,608, Heather K. Schmidt1 , Sarah-Jane Schramm246, Stefan Schreiber609, Nikolaus Schultz121, Steven E. Schumacher8,323, Roland F. Schwarz59,403,405,610, Richard A. Scolyer211,448,602, David Scott428, Ralph Scully611, Raja Seethala612, Ayellet V. Segre8,613, Iris Selander260, Colin A. Semple434, Yasin Senbabaoglu276, Subhajit Sengupta614, Elisabetta Sereni115, Stefano Serra585, Dennis C. Sgroi72, Mark Shackleton103, Nimish C. Shah352, Sagedeh Shahabi234, Catherine A. Shang329, Ping Shang211, Ofer Shapira8,323, Troy Shelton271, Ciyue Shen603,604, Hui Shen615, Rebecca Shepherd49, Ruian Shi490, Yan Shi134, Yu-Jia Shiah6, Tatsuhiro Shibata118,616, Juliann Shih8,82, Eigo Shimizu375, Kiyo Shimizu617, Seung Jun Shin618, Yuichi Shiraishi375, Tal Shmaya285, Ilya Shmulevich36, Solomon I. Shorser6, Charles Short59, Raunak Shrestha62, Suyash S. Shringarpure217, Craig Shriver619, Shimin Shuai6,126, Nikos Sidiropoulos83, Reiner Siebert112,620, Anieta M. Sieuwerts332, Lina Sieverling205,237, Sabina Signoretti202,621, Katarzyna O. Sikora177, Michele Simbolo138, Ronald Simon520, Janae V. Simons134, Jared T. Simpson6,17, Peter T. Simpson473, Samuel Singer115,458, Nasa Sinnott-Armstrong8,217, Payal Sipahimalani30, Tara J. Skelly390, Marcel Smid332, Jaclyn Smith622, Karen Smith-McCune514, Nicholas D. Socci276, Heidi J. Sofia27, Matthew G. Soloway134, Lei Song240, Anil K. Sood623,624,625, Sharmila Sothi626, Christos Sotiriou244, Cameron M. Soulette37, Paul N. Span627, Paul T. Spellman22, Nicola Sperandio177, Andrew J. Spillane211, Oliver Spiro8, Jonathan Spring628, Johan Staaf181, Peter F. Stadler163,164,165, Peter Staib629, Stefan G. Stark277,279,618,630, Lucy Stebbings49, Ólafur Andri Stefánsson631, Oliver Stegle59,60,632, Lincoln D. Stein6,126, Alasdair Stenhouse633, Chip Stewart8, Stephan Stilgenbauer634, Miranda D. Stobbe52,61, Michael R. Stratton49, Jonathan R. Stretch211, Adam J. Struck31, Joshua M. Stuart24,37, Henk G. Stunnenberg396,635, Hong Su56,396, Xiaoping Su99, Ren X. Sun6, Stephanie Sungalee60, Hana Susak52,53, Akihiro Suzuki89,636, Fred Sweep637, Monika Szczepanowski128, Holger Sültmann67,638, Takashi Yugawa617, Angela Tam30, David Tamborero298,299, Benita Kiat Tee Tan639, Donghui Tan518, Patrick Tan180,532,592,640, Hiroko Tanaka375, Hirokazu Taniguchi616, Tomas J. Tanskanen641, Maxime Tarabichi49,290, Roy Tarnuzzer220, Patrick Tarpey642, Morgan L. Taschuk152, Kenji Tatsuno89, Simon Tavaré223,643, Darrin F. Taylor113, Amaro Taylor-Weiner8, Jon W. Teague49, Bin Tean Teh180,592,640,644,645, Varsha Tembe246, Javier Temes104,105, Kevin Thai76, Sarah P. Thayer393, Nina Thiessen30, Gilles Thomas646, Sarah Thomas221, Alan Thompson221, Alastair M. Thompson633, John F. Thompson211, R. Houston Thompson647, Heather Thorne103, Leigh B. Thorne176, Adrian Thorogood424, Grace Tiao8, Nebojsa Tijanic284, Lee E. Timms272, Roberto Tirabosco648, Marta Tojo106, Stefania Tommasi649, Christopher W. Toon170, Umut H. Toprak48,650, David Torrents57,81, Giampaolo Tortora651,652, Jörg Tost653, Yasushi Totoki118, David Townend654, Nadia Traficante103, Isabelle Treilleux655,656, Jean-Rémi Trotta61, Lorenz H. P. Trümper469, Ming Tsao124,539, Tatsuhiko Tsunoda183,657,658,659, Jose M. C. Tubio104,105,106, Olga Tucker660, Richard Turkington661, Daniel J. Turner513, Andrew Tutt323, Masaki Ueno376, Naoto T. Ueno662, Christopher Umbricht151,213,663, Husen M. Umer305,664, Timothy J. Underwood665, Lara Urban59,60, Tomoko Urushidate616, Tetsuo Ushiku339, Liis Uusküla-Reimand666,667, Alfonso Valencia57,81, David J. Van Den Berg166, Steven Van Laere307, Peter Van Loo290,291, Erwin G. Van Meir668, Gert G. Van den Eynden307, Theodorus Van der Kwast123, Naveen Vasudev137, Miguel Vazquez57,669, Ravikiran Vedururu267, Umadevi Veluvolu518, Shankar Vembu490,670, Lieven P. C. Verbeke506,671, Peter Vermeulen307, Clare Verrill351,672, Alain Viari177, David Vicente57, Caterina Vicentini177, K. Vijay Raghavan365, Juris Viksna673, Ricardo E. Vilain674, Izar Villasante57, Anne Vincent-Salomon635, Tapio Visakorpi190, Douglas Voet8, Paresh Vyas311,351, Ignacio Vázquez-García49,86,675,676, Nick M. Waddell209, Nicola Waddell209,311, Claes Wadelius677, Lina Wadi6, Rabea Wagener111,112, Jeremiah A. Wala8,14,82, Jian Wang56, Jiayin Wang1,40,66, Linghua Wang12, Qi Wang465, Wenyi Wang21, Yumeng Wang21, Zhining Wang220, Paul M. Waring523, Hans-Jörg Warnatz483, Jonathan Warrell5,19, Anne Y. Warren352,678, Sebastian M. Waszak60, David C. Wedge49,294,679, Dieter Weichenhan345, Paul Weinberger680, John N. Weinstein38, Joachim Weischenfeldt60,83,84, Daniel J. Weisenberger166, Ian Welch681, Michael C. Wendl1,10,11, Johannes Werner47,85, Justin P. Whalley61,682, David A. Wheeler12,13, Hayley C. Whitaker117, Dennis Wigle683, Matthew D. Wilkerson518, Ashley Williams244, James S. Wilmott211, Gavin W. Wilson6,148, Julie M. Wilson148, Richard K. Wilson1,684, Boris Winterhoff685, Jeffrey A. Wintersinger17,127,384, Maciej Wiznerowicz686,687, Stephan Wolf688, Bernice H. Wong689, Tina Wong1,30, Winghing Wong690, Youngchoon Woo250, Scott Wood209,311, Bradly G. Wouters44, Adam J. Wright6, Derek W. Wright133,691, Mark H. Wright217, Chin-Lee Wu72, Dai-Ying Wu285, Guanming Wu692, Jianmin Wu170, Kui Wu56,396, Yang Wu179,180, Zhenggang Wu64, Liu Xi12, Tian Xia693, Qian Xiang76, Xiao Xiao66, Rui Xing497, Heng Xiong56,396, Qinying Xu209,311, Yanxun Xu694, Hong Xue64, Shinichi Yachida118,695, Sergei Yakneen60, Rui Yamaguchi375, Takafumi N. Yamaguchi6, Masakazu Yamamoto120, Shogo Yamamoto89, Hiroki Yamaue376, Fan Yang490, Huanming Yang56, Jean Y. Yang696, Liming Yang220, Lixing Yang697, Shanlin Yang306, Tsun-Po Yang270, Yang Yang369, Xiaotong Yao408,698, Marie-Laure Yaspo483, Lucy Yates49, Christina Yau156, Chen Ye56,396, Kai Ye40,41, Venkata D. Yellapantula20,86, Christopher J. Yoon249, Sung-Soo Yoon463, Fouad Yousif6, Jun Yu699, Kaixian Yu700, Willie Yu701, Yingyan Yu702, Ke Yuan223,510,703, Yuan Yuan21, Denis Yuen6, Takashi Yugawa617, Christina K. Yung76, Olga Zaikova704, Jorge Zamora49,104,105,106, Marc Zapatka397, Jean C. Zenklusen220, Thorsten Zenz67, Nikolajs Zeps705,706, Cheng-Zhong Zhang8,707, Fan Zhang381, Hailei Zhang8, Hongwei Zhang494, Hongxin Zhang121, Jiashan Zhang220, Jing Zhang5, Junjun Zhang76, Xiuqing Zhang56, Xuanping Zhang66,369, Yan Zhang5,708,709, Zemin Zhang381,710, Zhongming Zhao711, Liangtao Zheng381, Xiuqing Zheng381, Wanding Zhou615, Yong Zhou56, Bin Zhu240, Hongtu Zhu700,712, Jingchun Zhu24, Shida Zhu56,396, Lihua Zou713, Xueqing Zou49, Anna deFazio246,247,714, Nicholas van As221, Carolien H. M. van Deurzen715, Marc J. van de Vijver523, L. van’t Veer716 & Christian von Mering433,717, The Cancer Genome Atlas (TCGA) and International Cancer Genome Consortium (ICGC) curated consensus somatic mutation calls using whole exome sequencing (WES) and whole genome sequencing (WGS), respectively. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2,658 cancers across 38 tumour types, we compare WES and WGS side-by-side from 746 TCGA samples, finding that ~80% of mutations overlap in covered exonic regions. We estimate that low variant allele fraction (VAF < 15%) and clonal heterogeneity contribute up to 68% of private WGS mutations and 71% of private WES mutations. We observe that ~30% of private WGS mutations trace to mutations identified by a single variant caller in WES consensus efforts. WGS captures both ~50% more variation in exonic regions and un-observed mutations in loci with variable GC-content. Together, our analysis highlights technological divergences between two reproducible somatic variant detection efforts.
- Published
- 2020
26. Water depth effect on energy, exergy losses, and exergy efficiency of solar still with wick materials: an experimental research.
- Author
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Vellivel P, Vembu S, Gunasekaran A, and Vaithilingam S
- Subjects
- Hot Temperature, Paint, Water, Glass, Solar Energy
- Abstract
This study analyzes the energy and exergy destruction of a solar still with black painted wick materials (SS with BPWM) at different salt water depths (Wd) of 1, 2, and 3 cm. The coefficients of heat transfer for evaporative, convective, and radiant heat transfer have been calculated for a basin, water, and glass. The thermal efficiency and exergy losses caused by basin material, basin water, and glass material were also determined. An SS with BPWM at Wd of 1, 2, and 3 cm has produced a maximum yield of 0.4, 0.55, and 0.38 kg per hour, respectively. An SS with BPWM at Wd of 1, 2, and 3 cm has produced a daily yield of 1.95, 2.34, and 1.81 kg, respectively. From the SS with BPWM at Wd of 1, 2, and 3 cm, respectively, daily yields of 1.95, 2.34, and 1.81 kg were obtained. The highest exergy loss of the glass material, basin material, and basin water for the SS with BPWM at 1 cm Wd was 728.7, 133.4, and 123.8 W/m
2 , respectively. The SS with BPWM's thermal and exergy efficiency are 41.1 and 3.1% at 1 cm Wd, 43.3 and 3.9% at 2 cm Wd, and 38.2 and 2.9% at 3 cm Wd, respectively. The results show that compared to the exergy loss of basin water in SS with BPWM at 1 and 3 cm Wd, the basin water exergy loss of SS with BPWM at 2 cm Wd is minimal., (© 2023. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.)- Published
- 2023
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- View/download PDF
27. Energy, exergy, and economic analysis of solar still using coal cylinder fins: an experimental study.
- Author
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Vembu S, Attia MEH, Thangamuthu M, and Thangamuthu G
- Subjects
- Animals, Algeria, Animal Fins, Coal, Water, Drinking Water, Solar Energy
- Abstract
The phenomenon of drinking water scarcity has turned into the foremost issue that the world's populace is facing today. The Algerian desert regions, including the El Oued region (southeastern Algeria), also suffer from drinking water shortages, despite the presence of huge quantities of underground salty water. Solar distillation is among the easy and cheap solutions to solve this problem because this method relies on renewable energy (solar energy) as a key factor in providing drinking water from saltwater. As solar energy is intermittent energy, energy storage is required for augmenting the yield. Coal cylinders are low cost and locally available materials that can be used as fins and energy storage materials. In this research, two solar stills such as conventional solar still with a black absorber (CSS-BA) and CSS with a black absorber and coal cylinders (CSS-BA&CC) were fabricated and tested. The CSS-BA&CC produced a potable water yield of about 4.16 kg per day while the CSS-BA could only produce 2.88 kg, which is 44.44% lower when compared to the CSS-BA&CC. The thermal efficiency was noted to be 22.04 % and the exergy efficiency is 1.07 % in the CSS-BA. Similarly, the thermal efficiency is 32.46% and exergy efficiency is 1.90% for the CSS-BA&CC. The experimental results proved that the potable water yield of the CSS-BA was enhanced by coal cylinders (sensible heat energy storage material -SHESM) which is a locally available low-cost material., (© 2022. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.)
- Published
- 2023
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- View/download PDF
28. High Rate Performing in Situ Nitrogen Enriched Spherical Carbon Particles for Li/Na-Ion Cells.
- Author
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Selvamani V, Gopi S, Rajagopal V, Kathiresan M, Vembu S, Velayutham D, and Gopukumar S
- Abstract
Nitrogen rich, porous spherical carbon particle with the large surface area was synthesized by simple pyrolysis of the amorphous covalent organic framework. The obtained mesoporous spherical carbon particles with dilated interlayer distance (0.377 nm), large surface area (390 m
2 g-1 ) and high level nitrogen doping (10.9%) offer eminent electrochemical performance as an anode for both lithium ion (LIBs) and sodium ion batteries (SIBs). In LIB applications, the synthesized material delivers an average reversible capacity of 820 mAh g-1 after 100 cycles at 0.1 A g-1 , superior rate capability of 410 and 305 mAh g-1 at 4.0 and 8.0 A g-1 respectively. In SIBs, the material shows the stable reversible capacity of about 238 mAh g-1 for the studied 500 cycles at 0.5 A g-1 . The rate and steady state cycling performance at high current densities are impressive, being as high as 165 mAh g-1 even after 250 cycles at 2.0 A g-1 .- Published
- 2017
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29. Synthesis, Characterisation, Molecular Docking, Anti-microbial and Anti-diabetic Screening of Substituted 4-indolylphenyl-6-arylpyrimidine-2-imine Derivatives.
- Author
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Ramya V, Vembu S, Ariharasivakumar G, and Gopalakrishnan M
- Subjects
- Animals, Anti-Infective Agents chemical synthesis, Anti-Infective Agents chemistry, Blood Glucose drug effects, Diabetes Mellitus, Experimental drug therapy, Guanidines chemical synthesis, Guanidines chemistry, Hypoglycemic Agents chemical synthesis, Hypoglycemic Agents chemistry, Imines chemical synthesis, Imines chemistry, Male, Metformin pharmacology, Molecular Docking Simulation, Rats, Rats, Wistar, Structure-Activity Relationship, Anti-Infective Agents pharmacology, Guanidines pharmacology, Hypoglycemic Agents pharmacology, Imines pharmacology
- Abstract
The purpose of the research is to synthesise a novel series of (E)-2-(4-(1H-indol-3-yl)-6-p-substituted phenylpyrimidin-2-yl)dimethylguanidine derivatives since 3-(1H-indol-3-yl)-1-p-substituted phenylprop-2-en-1-one and evaluate their molecular docking studies, antimicrobial, and anti-diabetic activities. Among all the synthesized compounds ( 11a-g ), compound 11a exhibits excellent CDOCKER energy (-11.36 kcal/mol). The entire compounds ( 11a-g ) confirm very good antimicrobial activity towards the tested microorganisms. In the in vitro anti-diabetic studies, compounds (11a, 11c, and 11g) confirm higher alpha-amylase and alpha-glucosidase inhibition activity. In the in vivo anti-diabetic activities, the synthesized compounds (11a-g) (10 mg/kg, p.o.) investigated by the streptozotocin (60 mg/kg, ip) -nicotinamide (120 mg/kg, p.o.) - induced model in adult male albino Wistar rat and these derivatives show considerable fasting blood glucose level when compared to metformin hydrochloride a potent and well-known anti-diabetic drug as a reference., Competing Interests: Conflict of interest: The authors declare that there is no conflict of interests., (© Georg Thieme Verlag KG Stuttgart · New York.)
- Published
- 2017
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30. RNAcompete-S: Combined RNA sequence/structure preferences for RNA binding proteins derived from a single-step in vitro selection.
- Author
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Cook KB, Vembu S, Ha KCH, Zheng H, Laverty KU, Hughes TR, Ray D, and Morris QD
- Subjects
- Humans, RNA-Binding Proteins chemistry, Sequence Analysis, RNA methods, Base Sequence genetics, High-Throughput Nucleotide Sequencing methods, RNA-Binding Proteins genetics
- Abstract
RNA-binding proteins recognize RNA sequences and structures, but there is currently no systematic and accurate method to derive large (>12base) motifs de novo that reflect a combination of intrinsic preference to both sequence and structure. To address this absence, we introduce RNAcompete-S, which couples a single-step competitive binding reaction with an excess of random RNA 40-mers to a custom computational pipeline for interrogation of the bound RNA sequences and derivation of SSMs (Sequence and Structure Models). RNAcompete-S confirms that HuR, QKI, and SRSF1 prefer binding sites that are single stranded, and recapitulates known 8-10bp sequence and structure preferences for Vts1p and RBMY. We also derive an 18-base long SSM for Drosophila SLBP, which to our knowledge has not been previously determined by selections from pure random sequence, and accurately discriminates human replication-dependent histone mRNAs. Thus, RNAcompete-S enables accurate identification of large, intrinsic sequence-structure specificities with a uniform assay., (Copyright © 2017. Published by Elsevier Inc.)
- Published
- 2017
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31. Using the Electronic Medical Record to Identify Patients at High Risk for Frequent Emergency Department Visits and High System Costs.
- Author
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Frost DW, Vembu S, Wang J, Tu K, Morris Q, and Abrams HB
- Subjects
- Algorithms, Humans, ROC Curve, Data Mining, Electronic Health Records, Emergency Service, Hospital economics, Emergency Service, Hospital statistics & numerical data, Hospital Costs, Logistic Models
- Abstract
Background: A small proportion of patients account for a high proportion of healthcare use. Accurate preemptive identification may facilitate tailored intervention. We sought to determine whether machine learning techniques using text from a family practice electronic medical record can be used to predict future high emergency department use and total costs by patients who are not yet high emergency department users or high cost to the healthcare system., Methods: Text from fields of the cumulative patient profile within an electronic medical record of 43,111 patients was indexed. Separate training and validation cohorts were created. After processing, 11,905 words were used to fit a logistic regression model. The primary outcomes of interest in the 12 months after prediction were 3 or more emergency department visits and being in the top 5% in healthcare expenditures. Outcomes were assessed through linkage to administrative databases housed at the Institute for Clinical Evaluative Sciences., Results: In the model to predict frequent emergency department visits, after excluding patients who were high emergency department users in the previous year, the area under the receiver operating characteristic curve was 0.71. By using the same methodology, the model to predict the top 5% in total system costs had an area under the receiver operating characteristic curve of 0.76., Conclusions: Machine learning techniques can be applied to analyze free text contained in electronic medical records. This dataset is more predictive of patients who will generate future high costs than future emergency department visits. It remains to be seen whether these predictions can be used to reduce costs by early interventions in this cohort of patients., (Copyright © 2017 Elsevier Inc. All rights reserved.)
- Published
- 2017
- Full Text
- View/download PDF
32. Potential antibacterial activity of triazine dendrimer: Synthesis and controllable drug release properties.
- Author
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Vembu S, Pazhamalai S, and Gopalakrishnan M
- Subjects
- Microbial Sensitivity Tests, Anti-Bacterial Agents pharmacology, Dendrimers pharmacology, Triazines pharmacology
- Abstract
A novel sustained release delivery system of ciprofloxacin was developed. The system consists of a viscosity enhancer plus a penetration enhancer to overcome penetration barriers and loss due to wash-out and thus achieve the desired ciprofloxacin ocular absorption. A macromolecule of piperazine core 1,3,5-triazine dendrimer with eight molecules of ciprofloxacin drug as a surface moiety has been synthesized in five steps. Antibacterial activities of this compound have been investigated for Gram-positive and Gram-negative bacteria like Staphylococcus aureus (mtcc 737), Bacillus subtilis (mtcc 2063), Escherichia coli (mtcc-443), Pseudomonas aeruginosa (mtcc 741) and Proteus mirabilis (mtcc425). It was observed that the influence of hydrophobic and hydrophilic balance per repeat unit of these dendrimer has profound effects for antibacterial activities. The MIC value of the compound very lower at 100 μg/mL(-1) when compared with standard ciprofloxacin at 500 μg/mL(-1). The compound (10) exhibits five times higher activity against tested organisms when compared with ciprofloxacin as standard. The structures of the dendrimers were determined by means of MALDI-TOF MS, NMR and IR studies. The in vitro release of ciprofloxacin from obtained dendrimer was investigated., (Copyright © 2015 Elsevier Ltd. All rights reserved.)
- Published
- 2015
- Full Text
- View/download PDF
33. PhyloWGS: reconstructing subclonal composition and evolution from whole-genome sequencing of tumors.
- Author
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Deshwar AG, Vembu S, Yung CK, Jang GH, Stein L, and Morris Q
- Subjects
- Algorithms, Clone Cells, Cluster Analysis, Computer Simulation, DNA Copy Number Variations, Gene Frequency, Genetic Heterogeneity, Humans, Mutation, Reference Standards, Genome, Human, High-Throughput Nucleotide Sequencing methods, Neoplasms genetics, Phylogeny
- Abstract
Tumors often contain multiple subpopulations of cancerous cells defined by distinct somatic mutations. We describe a new method, PhyloWGS, which can be applied to whole-genome sequencing data from one or more tumor samples to reconstruct complete genotypes of these subpopulations based on variant allele frequencies (VAFs) of point mutations and population frequencies of structural variations. We introduce a principled phylogenic correction for VAFs in loci affected by copy number alterations and we show that this correction greatly improves subclonal reconstruction compared to existing methods. PhyloWGS is free, open-source software, available at https://github.com/morrislab/phylowgs.
- Published
- 2015
- Full Text
- View/download PDF
34. Comparing nonparametric Bayesian tree priors for clonal reconstruction of tumors.
- Author
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Deshwar AG, Vembu S, and Morris Q
- Subjects
- Algorithms, Bayes Theorem, Computational Biology, Computer Simulation, Gene Frequency, Genotype, Humans, Leukemia, Lymphocytic, Chronic, B-Cell genetics, Leukemia, Lymphocytic, Chronic, B-Cell pathology, Likelihood Functions, Machine Learning, Models, Biological, Models, Statistical, Mutation, Neoplasms genetics, Neoplastic Stem Cells pathology, Phylogeny, Statistics, Nonparametric, Neoplasms pathology
- Abstract
Statistical machine learning methods, especially nonparametric Bayesian methods, have become increasingly popular to infer clonal population structure of tumors. Here we describe the treeCRP, an extension of the Chinese restaurant process (CRP), a popular construction used in nonparametric mixture models, to infer the phylogeny and genotype of major subclonal lineages represented in the population of cancer cells. We also propose new split-merge updates tailored to the subclonal reconstruction problem that improve the mixing time of Markov chains. In comparisons with the tree-structured stick breaking prior used in PhyloSub, we demonstrate superior mixing and running time using the treeCRP with our new split-merge procedures. We also show that given the same number of samples, TSSB and treeCRP have similar ability to recover the subclonal structure of a tumor…
- Published
- 2015
35. Inferring clonal evolution of tumors from single nucleotide somatic mutations.
- Author
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Jiao W, Vembu S, Deshwar AG, Stein L, and Morris Q
- Subjects
- Algorithms, Bayes Theorem, Cytological Techniques, Evolution, Molecular, Genotype, Humans, Mutation, Neoplasms classification, Phylogeny, Software, Clonal Evolution genetics, Computational Biology methods, Neoplasms genetics, Polymorphism, Single Nucleotide genetics
- Abstract
Background: High-throughput sequencing allows the detection and quantification of frequencies of somatic single nucleotide variants (SNV) in heterogeneous tumor cell populations. In some cases, the evolutionary history and population frequency of the subclonal lineages of tumor cells present in the sample can be reconstructed from these SNV frequency measurements. But automated methods to do this reconstruction are not available and the conditions under which reconstruction is possible have not been described., Results: We describe the conditions under which the evolutionary history can be uniquely reconstructed from SNV frequencies from single or multiple samples from the tumor population and we introduce a new statistical model, PhyloSub, that infers the phylogeny and genotype of the major subclonal lineages represented in the population of cancer cells. It uses a Bayesian nonparametric prior over trees that groups SNVs into major subclonal lineages and automatically estimates the number of lineages and their ancestry. We sample from the joint posterior distribution over trees to identify evolutionary histories and cell population frequencies that have the highest probability of generating the observed SNV frequency data. When multiple phylogenies are consistent with a given set of SNV frequencies, PhyloSub represents the uncertainty in the tumor phylogeny using a "partial order plot". Experiments on a simulated dataset and two real datasets comprising tumor samples from acute myeloid leukemia and chronic lymphocytic leukemia patients demonstrate that PhyloSub can infer both linear (or chain) and branching lineages and its inferences are in good agreement with ground truth, where it is available., Conclusions: PhyloSub can be applied to frequencies of any "binary" somatic mutation, including SNVs as well as small insertions and deletions. The PhyloSub and partial order plot software is available from https://github.com/morrislab/phylosub/.
- Published
- 2014
- Full Text
- View/download PDF
36. An efficient algorithm to integrate network and attribute data for gene function prediction.
- Author
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Vembu S and Morris Q
- Subjects
- Animals, Artificial Intelligence, Caenorhabditis elegans genetics, Computational Biology, Data Mining statistics & numerical data, Databases, Genetic statistics & numerical data, Drosophila melanogaster genetics, Gene Ontology statistics & numerical data, Mice, Models, Genetic, Algorithms, Gene Regulatory Networks
- Abstract
Label propagation methods are extremely well-suited for a variety of biomedical prediction tasks based on network data. However, these algorithms cannot be used to integrate feature-based data sources with networks. We propose an efficient learning algorithm to integrate these two types of heterogeneous data sources to perform binary prediction tasks on node features (e.g., gene prioritization, disease gene prediction). Our method, LMGraph, consists of two steps. In the first step, we extract a small set of "network features" from the nodes of networks that represent connectivity with labeled nodes in the prediction tasks. In the second step, we apply a simple weighting scheme in conjunction with linear classifiers to combine these network features with other feature data. This two-step procedure allows us to (i) learn highly scalable and computationally efficient linear classifiers, (ii) and seamlessly combine feature-based data sources with networks. Our method is much faster than label propagation which is already known to be computationally efficient on large-scale prediction problems. Experiments on multiple functional interaction networks from three species (mouse, y, C.elegans) with tens of thousands of nodes and hundreds of binary prediction tasks demonstrate the efficacy of our method.
- Published
- 2014
37. Inhibition in multiclass classification.
- Author
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Huerta R, Vembu S, Amigó JM, Nowotny T, and Elkan C
- Subjects
- Animals, Brain anatomy & histology, Classification methods, Humans, Models, Statistical, Stochastic Processes, Synapses physiology, Algorithms, Artificial Intelligence, Inhibition, Psychological, Pattern Recognition, Automated
- Abstract
The role of inhibition is investigated in a multiclass support vector machine formalism inspired by the brain structure of insects. The so-called mushroom bodies have a set of output neurons, or classification functions, that compete with each other to encode a particular input. Strongly active output neurons depress or inhibit the remaining outputs without knowing which is correct or incorrect. Accordingly, we propose to use a classification function that embodies unselective inhibition and train it in the large margin classifier framework. Inhibition leads to more robust classifiers in the sense that they perform better on larger areas of appropriate hyperparameters when assessed with leave-one-out strategies. We also show that the classifier with inhibition is a tight bound to probabilistic exponential models and is Bayes consistent for 3-class problems. These properties make this approach useful for data sets with a limited number of labeled examples. For larger data sets, there is no significant comparative advantage to other multiclass SVM approaches.
- Published
- 2012
- Full Text
- View/download PDF
38. Predicting accurate probabilities with a ranking loss.
- Author
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Menon AK, Jiang XJ, Vembu S, Elkan C, and Ohno-Machado L
- Abstract
In many real-world applications of machine learning classifiers, it is essential to predict the probability of an example belonging to a particular class. This paper proposes a simple technique for predicting probabilities based on optimizing a ranking loss , followed by isotonic regression. This semi-parametric technique offers both good ranking and regression performance, and models a richer set of probability distributions than statistical workhorses such as logistic regression. We provide experimental results that show the effectiveness of this technique on real-world applications of probability prediction.
- Published
- 2012
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