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15 results on '"Swamidass, S. Joshua"'

1. Fair-Net: A Network Architecture For Reducing Performance Disparity Between Identifiable Sub-Populations

Author: Datta, Arghya, Swamidass, S. Joshua, Datta, Arghya, and Swamidass, S. Joshua
Abstract: In real world datasets, particular groups are under-represented, much rarer than others, and machine learning classifiers will often preform worse on under-represented populations. This problem is aggravated across many domains where datasets are class imbalanced, with a minority class far rarer than the majority class. Naive approaches to handle under-representation and class imbalance include training sub-population specific classifiers that handle class imbalance or training a global classifier that overlooks sub-population disparities and aims to achieve high overall accuracy by handling class imbalance. In this study, we find that these approaches are vulnerable in class imbalanced datasets with minority sub-populations. We introduced Fair-Net, a branched multitask neural network architecture that improves both classification accuracy and probability calibration across identifiable sub-populations in class imbalanced datasets. Fair-Nets is a straightforward extension to the output layer and error function of a network, so can be incorporated in far more complex architectures. Empirical studies with three real world benchmark datasets demonstrate that Fair-Net improves classification and calibration performance, substantially reducing performance disparity between gender and racial sub-populations.
Published: 2021
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2. Deep learning long-range information in undirected graphs with wave networks

Author: Matlock, Matthew K., Datta, Arghya, Dang, Na Le, Jiang, Kevin, Swamidass, S. Joshua, Matlock, Matthew K., Datta, Arghya, Dang, Na Le, Jiang, Kevin, and Swamidass, S. Joshua
Abstract: Graph algorithms are key tools in many fields of science and technology. Some of these algorithms depend on propagating information between distant nodes in a graph. Recently, there have been a number of deep learning architectures proposed to learn on undirected graphs. However, most of these architectures aggregate information in the local neighborhood of a node, and therefore they may not be capable of efficiently propagating long-range information. To solve this problem we examine a recently proposed architecture, wave, which propagates information back and forth across an undirected graph in waves of nonlinear computation. We compare wave to graph convolution, an architecture based on local aggregation, and find that wave learns three different graph-based tasks with greater efficiency and accuracy. These three tasks include (1) labeling a path connecting two nodes in a graph, (2) solving a maze presented as an image, and (3) computing voltages in a circuit. These tasks range from trivial to very difficult, but wave can extrapolate from small training examples to much larger testing examples. These results show that wave may be able to efficiently solve a wide range of problems that require long-range information propagation across undirected graphs. An implementation of the wave network, and example code for the maze problem are included in the tflon deep learning toolkit (https://bitbucket.org/mkmatlock/tflon).
Published: 2018

3. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

Author: Institute for Medical Engineering and Science, Harvard University--MIT Division of Health Sciences and Technology, Bhatia, Sangeeta N, Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Yesmalie, Alemán Resto, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Jürgen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria Belen, Ken, Chih-Chien Cheng, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colón-López, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D’Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, Abd El-Salam El-Sayed, Shimaa, Ferdig, Michael T., Fernández Robledo, José A., Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Gamo, Francisco Javier, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, Hooft van Huijsduijnen, Rob, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Naranuntarat Jensen, Amornrat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Lafuente, Maria Jose, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinás, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Medina Vera, Iset, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Morais Rodrigues da Costa, Francielly, Müller, Joachim, Muriana, Arantza, Nakazawa Hewitt, Stephen, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Pham, Ngoc, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Ruecker, Andrea, St. Onge, Robert, Salgado Ferreira, Rafaela, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Silva Villela, Filipe, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmüller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William, Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Voong Vinh, Phat, Vu, Hoan, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoît, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, Willis, Paul A., Institute for Medical Engineering and Science, Harvard University--MIT Division of Health Sciences and Technology, Bhatia, Sangeeta N, Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Yesmalie, Alemán Resto, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Jürgen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria Belen, Ken, Chih-Chien Cheng, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colón-López, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D’Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, Abd El-Salam El-Sayed, Shimaa, Ferdig, Michael T., Fernández Robledo, José A., Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Gamo, Francisco Javier, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, Hooft van Huijsduijnen, Rob, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Naranuntarat Jensen, Amornrat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Lafuente, Maria Jose, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinás, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Medina Vera, Iset, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Morais Rodrigues da Costa, Francielly, Müller, Joachim, Muriana, Arantza, Nakazawa Hewitt, Stephen, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Pham, Ngoc, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Ruecker, Andrea, St. Onge, Robert, Salgado Ferreira, Rafaela, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Silva Villela, Filipe, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmüller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William, Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Voong Vinh, Phat, Vu, Hoan, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoît, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, and Willis, Paul A.
Abstract: A major cause of the paucity of new starting points for drug discovery is the lack of interaction between academia and industry. Much of the global resource in biology is present in universities, whereas the focus of medicinal chemistry is still largely within industry. Open source drug discovery, with sharing of information, is clearly a first step towards overcoming this gap. But the interface could especially be bridged through a scale-up of open sharing of physical compounds, which would accelerate the finding of new starting points for drug discovery. The Medicines for Malaria Venture Malaria Box is a collection of over 400 compounds representing families of structures identified in phenotypic screens of pharmaceutical and academic libraries against the Plasmodium falciparum malaria parasite. The set has now been distributed to almost 200 research groups globally in the last two years, with the only stipulation that information from the screens is deposited in the public domain. This paper reports for the first time on 236 screens that have been carried out against the Malaria Box and compares these results with 55 assays that were previously published, in a format that allows a meta-analysis of the combined dataset. The combined biochemical and cellular assays presented here suggest mechanisms of action for 135 (34%) of the compounds active in killing multiple life-cycle stages of the malaria parasite, including asexual blood, liver, gametocyte, gametes and insect ookinete stages. In addition, many compounds demonstrated activity against other pathogens, showing hits in assays with 16 protozoa, 7 helminths, 9 bacterial and mycobacterial species, the dengue fever mosquito vector, and the NCI60 human cancer cell line panel of 60 human tumor cell lines. Toxicological, pharmacokinetic and metabolic properties were collected on all the compounds, assisting in the selection of the most promising candidates for murine proof-of-concept experiments and medicinal chemis
Published: 2017

4. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

Author: Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Resto, Yesmalie Aleman, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Juergen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria B., Cheng, Ken Chih-Chien, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colon-Lopez, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D'Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, El-Sayed, Shimaa Abd El-Salam, Ferdig, Michael T., Robledo, Jose A. Fernandez, Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Javier Gamo, Francisco, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, van Huijsduijnen, Rob Hooft, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Jensen, Amornrat Naranuntarat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Jose Lafuente, Maria, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinas, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Vera, Iset Medina, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Rodrigues da Costa, Francielly Morais, Mueller, Joachim, Muriana, Arantza, Hewitt, Stephen Nakazawa, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Ngoc Pham, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Rizk, Mohamed Abdo, Ruecker, Andrea, St Onge, Robert, Ferreira, Rafaela Salgado, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Villela, Filipe Silva, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmueller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William G., Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Phat Voong Vinh, Hoan Vu, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoit, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, Willis, Paul A., Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Resto, Yesmalie Aleman, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Juergen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria B., Cheng, Ken Chih-Chien, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colon-Lopez, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D'Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, El-Sayed, Shimaa Abd El-Salam, Ferdig, Michael T., Robledo, Jose A. Fernandez, Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Javier Gamo, Francisco, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, van Huijsduijnen, Rob Hooft, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Jensen, Amornrat Naranuntarat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Jose Lafuente, Maria, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinas, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Vera, Iset Medina, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Rodrigues da Costa, Francielly Morais, Mueller, Joachim, Muriana, Arantza, Hewitt, Stephen Nakazawa, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Ngoc Pham, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Rizk, Mohamed Abdo, Ruecker, Andrea, St Onge, Robert, Ferreira, Rafaela Salgado, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Villela, Filipe Silva, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmueller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William G., Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Phat Voong Vinh, Hoan Vu, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoit, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, and Willis, Paul A.
Abstract: A major cause of the paucity of new starting points for drug discovery is the lack of interaction between academia and industry. Much of the global resource in biology is present in universities, whereas the focus of medicinal chemistry is still largely within industry. Open source drug discovery, with sharing of information, is clearly a first step towards overcoming this gap. But the interface could especially be bridged through a scale-up of open sharing of physical compounds, which would accelerate the finding of new starting points for drug discovery. The Medicines for Malaria Venture Malaria Box is a collection of over 400 compounds representing families of structures identified in phenotypic screens of pharmaceutical and academic libraries against the Plasmodium falciparum malaria parasite. The set has now been distributed to almost 200 research groups globally in the last two years, with the only stipulation that information from the screens is deposited in the public domain. This paper reports for the first time on 236 screens that have been carried out against the Malaria Box and compares these results with 55 assays that were previously published, in a format that allows a meta-analysis of the combined dataset. The combined biochemical and cellular assays presented here suggest mechanisms of action for 135 (34%) of the compounds active in killing multiple life-cycle stages of the malaria parasite, including asexual blood, liver, gametocyte, gametes and insect ookinete stages. In addition, many compounds demonstrated activity against other pathogens, showing hits in assays with 16 protozoa, 7 helminths, 9 bacterial and mycobacterial species, the dengue fever mosquito vector, and the NCI60 human cancer cell line panel of 60 human tumor cell lines. Toxicological, pharmacokinetic and metabolic properties were collected on all the compounds, assisting in the selection of the most promising candidates for murine proof-of-concept experiments and medicinal chemis
Published: 2016
Full Text: View/download PDF

5. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

Author: Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Resto, Yesmalie Aleman, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Juergen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria B., Cheng, Ken Chih-Chien, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colon-Lopez, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D'Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, El-Sayed, Shimaa Abd El-Salam, Ferdig, Michael T., Robledo, Jose A. Fernandez, Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Javier Gamo, Francisco, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, van Huijsduijnen, Rob Hooft, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Jensen, Amornrat Naranuntarat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Jose Lafuente, Maria, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinas, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Vera, Iset Medina, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Rodrigues da Costa, Francielly Morais, Mueller, Joachim, Muriana, Arantza, Hewitt, Stephen Nakazawa, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Ngoc Pham, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Rizk, Mohamed Abdo, Ruecker, Andrea, St Onge, Robert, Ferreira, Rafaela Salgado, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Villela, Filipe Silva, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmueller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William G., Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Phat Voong Vinh, Hoan Vu, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoit, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, Willis, Paul A., Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Resto, Yesmalie Aleman, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Juergen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria B., Cheng, Ken Chih-Chien, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colon-Lopez, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D'Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, El-Sayed, Shimaa Abd El-Salam, Ferdig, Michael T., Robledo, Jose A. Fernandez, Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Javier Gamo, Francisco, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, van Huijsduijnen, Rob Hooft, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Jensen, Amornrat Naranuntarat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Jose Lafuente, Maria, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinas, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Vera, Iset Medina, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Rodrigues da Costa, Francielly Morais, Mueller, Joachim, Muriana, Arantza, Hewitt, Stephen Nakazawa, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Ngoc Pham, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Rizk, Mohamed Abdo, Ruecker, Andrea, St Onge, Robert, Ferreira, Rafaela Salgado, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Villela, Filipe Silva, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmueller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William G., Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Phat Voong Vinh, Hoan Vu, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoit, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, and Willis, Paul A.
Abstract: A major cause of the paucity of new starting points for drug discovery is the lack of interaction between academia and industry. Much of the global resource in biology is present in universities, whereas the focus of medicinal chemistry is still largely within industry. Open source drug discovery, with sharing of information, is clearly a first step towards overcoming this gap. But the interface could especially be bridged through a scale-up of open sharing of physical compounds, which would accelerate the finding of new starting points for drug discovery. The Medicines for Malaria Venture Malaria Box is a collection of over 400 compounds representing families of structures identified in phenotypic screens of pharmaceutical and academic libraries against the Plasmodium falciparum malaria parasite. The set has now been distributed to almost 200 research groups globally in the last two years, with the only stipulation that information from the screens is deposited in the public domain. This paper reports for the first time on 236 screens that have been carried out against the Malaria Box and compares these results with 55 assays that were previously published, in a format that allows a meta-analysis of the combined dataset. The combined biochemical and cellular assays presented here suggest mechanisms of action for 135 (34%) of the compounds active in killing multiple life-cycle stages of the malaria parasite, including asexual blood, liver, gametocyte, gametes and insect ookinete stages. In addition, many compounds demonstrated activity against other pathogens, showing hits in assays with 16 protozoa, 7 helminths, 9 bacterial and mycobacterial species, the dengue fever mosquito vector, and the NCI60 human cancer cell line panel of 60 human tumor cell lines. Toxicological, pharmacokinetic and metabolic properties were collected on all the compounds, assisting in the selection of the most promising candidates for murine proof-of-concept experiments and medicinal chemis
Published: 2016
Full Text: View/download PDF

6. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

Author: Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Resto, Yesmalie Aleman, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Juergen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria B., Cheng, Ken Chih-Chien, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colon-Lopez, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D'Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, El-Sayed, Shimaa Abd El-Salam, Ferdig, Michael T., Robledo, Jose A. Fernandez, Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Javier Gamo, Francisco, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, van Huijsduijnen, Rob Hooft, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Jensen, Amornrat Naranuntarat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Jose Lafuente, Maria, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinas, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Vera, Iset Medina, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Rodrigues da Costa, Francielly Morais, Mueller, Joachim, Muriana, Arantza, Hewitt, Stephen Nakazawa, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Ngoc Pham, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Rizk, Mohamed Abdo, Ruecker, Andrea, St Onge, Robert, Ferreira, Rafaela Salgado, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Villela, Filipe Silva, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmueller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William G., Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Phat Voong Vinh, Hoan Vu, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoit, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, Willis, Paul A., Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Resto, Yesmalie Aleman, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Juergen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria B., Cheng, Ken Chih-Chien, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colon-Lopez, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D'Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, El-Sayed, Shimaa Abd El-Salam, Ferdig, Michael T., Robledo, Jose A. Fernandez, Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Javier Gamo, Francisco, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, van Huijsduijnen, Rob Hooft, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Jensen, Amornrat Naranuntarat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Jose Lafuente, Maria, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinas, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Vera, Iset Medina, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Rodrigues da Costa, Francielly Morais, Mueller, Joachim, Muriana, Arantza, Hewitt, Stephen Nakazawa, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Ngoc Pham, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Rizk, Mohamed Abdo, Ruecker, Andrea, St Onge, Robert, Ferreira, Rafaela Salgado, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Villela, Filipe Silva, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmueller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William G., Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Phat Voong Vinh, Hoan Vu, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoit, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, and Willis, Paul A.
Abstract: A major cause of the paucity of new starting points for drug discovery is the lack of interaction between academia and industry. Much of the global resource in biology is present in universities, whereas the focus of medicinal chemistry is still largely within industry. Open source drug discovery, with sharing of information, is clearly a first step towards overcoming this gap. But the interface could especially be bridged through a scale-up of open sharing of physical compounds, which would accelerate the finding of new starting points for drug discovery. The Medicines for Malaria Venture Malaria Box is a collection of over 400 compounds representing families of structures identified in phenotypic screens of pharmaceutical and academic libraries against the Plasmodium falciparum malaria parasite. The set has now been distributed to almost 200 research groups globally in the last two years, with the only stipulation that information from the screens is deposited in the public domain. This paper reports for the first time on 236 screens that have been carried out against the Malaria Box and compares these results with 55 assays that were previously published, in a format that allows a meta-analysis of the combined dataset. The combined biochemical and cellular assays presented here suggest mechanisms of action for 135 (34%) of the compounds active in killing multiple life-cycle stages of the malaria parasite, including asexual blood, liver, gametocyte, gametes and insect ookinete stages. In addition, many compounds demonstrated activity against other pathogens, showing hits in assays with 16 protozoa, 7 helminths, 9 bacterial and mycobacterial species, the dengue fever mosquito vector, and the NCI60 human cancer cell line panel of 60 human tumor cell lines. Toxicological, pharmacokinetic and metabolic properties were collected on all the compounds, assisting in the selection of the most promising candidates for murine proof-of-concept experiments and medicinal chemis
Published: 2016
Full Text: View/download PDF

7. A survey of current trends in computational drug repositioning.

Author: Li, Jiao, Li, Jiao, Zheng, Si, Chen, Bin, Butte, Atul J, Swamidass, S Joshua, Lu, Zhiyong, Li, Jiao, Li, Jiao, Zheng, Si, Chen, Bin, Butte, Atul J, Swamidass, S Joshua, and Lu, Zhiyong
Abstract: Computational drug repositioning or repurposing is a promising and efficient tool for discovering new uses from existing drugs and holds the great potential for precision medicine in the age of big data. The explosive growth of large-scale genomic and phenotypic data, as well as data of small molecular compounds with granted regulatory approval, is enabling new developments for computational repositioning. To achieve the shortest path toward new drug indications, advanced data processing and analysis strategies are critical for making sense of these heterogeneous molecular measurements. In this review, we show recent advancements in the critical areas of computational drug repositioning from multiple aspects. First, we summarize available data sources and the corresponding computational repositioning strategies. Second, we characterize the commonly used computational techniques. Third, we discuss validation strategies for repositioning studies, including both computational and experimental methods. Finally, we highlight potential opportunities and use-cases, including a few target areas such as cancers. We conclude with a brief discussion of the remaining challenges in computational drug repositioning.
Published: 2016

8. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

Author: Biochemistry, Center for Drug Discovery, Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Resto, Yesmalie Aleman, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Juergen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria B., Cheng, Ken Chih-Chien, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colon-Lopez, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D'Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, El-Sayed, Shimaa Abd El-Salam, Ferdig, Michael T., Robledo, Jose A. Fernandez, Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Javier Gamo, Francisco, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, van Huijsduijnen, Rob Hooft, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Jensen, Amornrat Naranuntarat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Jose Lafuente, Maria, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinas, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Vera, Iset Medina, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Rodrigues da Costa, Francielly Morais, Mueller, Joachim, Muriana, Arantza, Hewitt, Stephen Nakazawa, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Ngoc Pham, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Rizk, Mohamed Abdo, Ruecker, Andrea, St Onge, Robert, Ferreira, Rafaela Salgado, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Villela, Filipe Silva, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmueller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William G., Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Phat Voong Vinh, Hoan Vu, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoit, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, Willis, Paul A., Biochemistry, Center for Drug Discovery, Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Resto, Yesmalie Aleman, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Juergen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria B., Cheng, Ken Chih-Chien, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colon-Lopez, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D'Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, El-Sayed, Shimaa Abd El-Salam, Ferdig, Michael T., Robledo, Jose A. Fernandez, Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Javier Gamo, Francisco, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, van Huijsduijnen, Rob Hooft, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Jensen, Amornrat Naranuntarat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Jose Lafuente, Maria, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinas, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Vera, Iset Medina, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Rodrigues da Costa, Francielly Morais, Mueller, Joachim, Muriana, Arantza, Hewitt, Stephen Nakazawa, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Ngoc Pham, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Rizk, Mohamed Abdo, Ruecker, Andrea, St Onge, Robert, Ferreira, Rafaela Salgado, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Villela, Filipe Silva, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmueller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William G., Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Phat Voong Vinh, Hoan Vu, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoit, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, and Willis, Paul A.
Abstract: A major cause of the paucity of new starting points for drug discovery is the lack of interaction between academia and industry. Much of the global resource in biology is present in universities, whereas the focus of medicinal chemistry is still largely within industry. Open source drug discovery, with sharing of information, is clearly a first step towards overcoming this gap. But the interface could especially be bridged through a scale-up of open sharing of physical compounds, which would accelerate the finding of new starting points for drug discovery. The Medicines for Malaria Venture Malaria Box is a collection of over 400 compounds representing families of structures identified in phenotypic screens of pharmaceutical and academic libraries against the Plasmodium falciparum malaria parasite. The set has now been distributed to almost 200 research groups globally in the last two years, with the only stipulation that information from the screens is deposited in the public domain. This paper reports for the first time on 236 screens that have been carried out against the Malaria Box and compares these results with 55 assays that were previously published, in a format that allows a meta-analysis of the combined dataset. The combined biochemical and cellular assays presented here suggest mechanisms of action for 135 (34%) of the compounds active in killing multiple life-cycle stages of the malaria parasite, including asexual blood, liver, gametocyte, gametes and insect ookinete stages. In addition, many compounds demonstrated activity against other pathogens, showing hits in assays with 16 protozoa, 7 helminths, 9 bacterial and mycobacterial species, the dengue fever mosquito vector, and the NCI60 human cancer cell line panel of 60 human tumor cell lines. Toxicological, pharmacokinetic and metabolic properties were collected on all the compounds, assisting in the selection of the most promising candidates for murine proof-of-concept experiments and medicinal chemis
Published: 2016

9. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

Author: Biochemistry, Center for Drug Discovery, Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Resto, Yesmalie Aleman, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Juergen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria B., Cheng, Ken Chih-Chien, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colon-Lopez, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D'Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, El-Sayed, Shimaa Abd El-Salam, Ferdig, Michael T., Robledo, Jose A. Fernandez, Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Javier Gamo, Francisco, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, van Huijsduijnen, Rob Hooft, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Jensen, Amornrat Naranuntarat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Jose Lafuente, Maria, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinas, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Vera, Iset Medina, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Rodrigues da Costa, Francielly Morais, Mueller, Joachim, Muriana, Arantza, Hewitt, Stephen Nakazawa, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Ngoc Pham, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Rizk, Mohamed Abdo, Ruecker, Andrea, St Onge, Robert, Ferreira, Rafaela Salgado, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Villela, Filipe Silva, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmueller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William G., Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Phat Voong Vinh, Hoan Vu, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoit, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, Willis, Paul A., Biochemistry, Center for Drug Discovery, Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Resto, Yesmalie Aleman, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Juergen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Cassera, Maria B., Cheng, Ken Chih-Chien, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colon-Lopez, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D'Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, El-Sayed, Shimaa Abd El-Salam, Ferdig, Michael T., Robledo, Jose A. Fernandez, Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Javier Gamo, Francisco, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, van Huijsduijnen, Rob Hooft, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Jensen, Amornrat Naranuntarat, Jensen, Laran T., Jiang, Rays H. Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Jose Lafuente, Maria, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinas, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Vera, Iset Medina, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Rodrigues da Costa, Francielly Morais, Mueller, Joachim, Muriana, Arantza, Hewitt, Stephen Nakazawa, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Ngoc Pham, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Rizk, Mohamed Abdo, Ruecker, Andrea, St Onge, Robert, Ferreira, Rafaela Salgado, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Villela, Filipe Silva, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmueller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William G., Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R. Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Phat Voong Vinh, Hoan Vu, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoit, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, and Willis, Paul A.
Abstract: A major cause of the paucity of new starting points for drug discovery is the lack of interaction between academia and industry. Much of the global resource in biology is present in universities, whereas the focus of medicinal chemistry is still largely within industry. Open source drug discovery, with sharing of information, is clearly a first step towards overcoming this gap. But the interface could especially be bridged through a scale-up of open sharing of physical compounds, which would accelerate the finding of new starting points for drug discovery. The Medicines for Malaria Venture Malaria Box is a collection of over 400 compounds representing families of structures identified in phenotypic screens of pharmaceutical and academic libraries against the Plasmodium falciparum malaria parasite. The set has now been distributed to almost 200 research groups globally in the last two years, with the only stipulation that information from the screens is deposited in the public domain. This paper reports for the first time on 236 screens that have been carried out against the Malaria Box and compares these results with 55 assays that were previously published, in a format that allows a meta-analysis of the combined dataset. The combined biochemical and cellular assays presented here suggest mechanisms of action for 135 (34%) of the compounds active in killing multiple life-cycle stages of the malaria parasite, including asexual blood, liver, gametocyte, gametes and insect ookinete stages. In addition, many compounds demonstrated activity against other pathogens, showing hits in assays with 16 protozoa, 7 helminths, 9 bacterial and mycobacterial species, the dengue fever mosquito vector, and the NCI60 human cancer cell line panel of 60 human tumor cell lines. Toxicological, pharmacokinetic and metabolic properties were collected on all the compounds, assisting in the selection of the most promising candidates for murine proof-of-concept experiments and medicinal chemis
Published: 2016

10. Large scale study of multiple-molecule queries

Author: Nasr, Ramzi J, Nasr, Ramzi J, Swamidass, S Joshua, Baldi, Pierre F, Nasr, Ramzi J, Nasr, Ramzi J, Swamidass, S Joshua, and Baldi, Pierre F
Abstract: Background: In ligand-based screening, as well as in other chemoinformatics applications, one seeks to effectively search large repositories of molecules in order to retrieve molecules that are similar typically to a single molecule lead. However, in some case, multiple molecules from the same family are available to seed the query and search for other members of the same family. Multiple-molecule query methods have been less studied than single-molecule query methods. Furthermore, the previous studies have relied on proprietary data and sometimes have not used proper cross-validation methods to assess the results. In contrast, here we develop and compare multiple-molecule query methods using several large publicly available data sets and background. We also create a framework based on a strict cross-validation protocol to allow unbiased benchmarking for direct comparison in future studies across several performance metrics. Results: Fourteen different multiple-molecule query methods were defined and benchmarked using: (1) 41 publicly available data sets of related molecules with similar biological activity; and (2) publicly available background data sets consisting of up to 175,000 molecules randomly extracted from the ChemDB database and other sources. Eight of the fourteen methods were parameter free, and six of them fit one or two free parameters to the data using a careful cross-validation protocol. All the methods were assessed and compared for their ability to retrieve members of the same family against the background data set by using several performance metrics including the Area Under the Accumulation Curve (AUAC), Area Under the Curve (AUC), F1-measure, and BEDROC metrics. Consistent with the previous literature, the best parameter-free methods are the MAX-SIM and MIN-RANK methods, which score a molecule to a family by the maximum similarity, or minimum ranking, obtained across the family. One new parameterized method introduced in this study and two prev
Published: 2009

11. Large scale study of multiple-molecule queries

Author: Nasr, Ramzi J, Nasr, Ramzi J, Swamidass, S Joshua, Baldi, Pierre F, Nasr, Ramzi J, Nasr, Ramzi J, Swamidass, S Joshua, and Baldi, Pierre F
Abstract: Background: In ligand-based screening, as well as in other chemoinformatics applications, one seeks to effectively search large repositories of molecules in order to retrieve molecules that are similar typically to a single molecule lead. However, in some case, multiple molecules from the same family are available to seed the query and search for other members of the same family. Multiple-molecule query methods have been less studied than single-molecule query methods. Furthermore, the previous studies have relied on proprietary data and sometimes have not used proper cross-validation methods to assess the results. In contrast, here we develop and compare multiple-molecule query methods using several large publicly available data sets and background. We also create a framework based on a strict cross-validation protocol to allow unbiased benchmarking for direct comparison in future studies across several performance metrics. Results: Fourteen different multiple-molecule query methods were defined and benchmarked using: (1) 41 publicly available data sets of related molecules with similar biological activity; and (2) publicly available background data sets consisting of up to 175,000 molecules randomly extracted from the ChemDB database and other sources. Eight of the fourteen methods were parameter free, and six of them fit one or two free parameters to the data using a careful cross-validation protocol. All the methods were assessed and compared for their ability to retrieve members of the same family against the background data set by using several performance metrics including the Area Under the Accumulation Curve (AUAC), Area Under the Curve (AUC), F1-measure, and BEDROC metrics. Consistent with the previous literature, the best parameter-free methods are the MAX-SIM and MIN-RANK methods, which score a molecule to a family by the maximum similarity, or minimum ranking, obtained across the family. One new parameterized method introduced in this study and two prev
Published: 2009

12. Open source drug discovery with the Malaria Box Compound collection for neglected diseases and beyond

Author: Phillips, Margaret A., Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Alemán Resto, Yesmalie, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Jürgen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Belen Cassera, Maria, Chih-Chien Cheng, Ken, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colón-López, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D’Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, Abd El-Salam El-Sayed, Shimaa, Ferdig, Michael T., Fernández Robledo, José A., Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Gamo, Francisco Javier, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, Hooft van Huijsduijnen, Rob, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Naranuntarat Jensen, Amornrat, Jensen, Laran T., Jiang, Rays H.Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Lafuente, Maria Jose, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinás, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Medina Vera, Iset, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Morais Rodrigues da Costa, Francielly, Müller, Joachim, Muriana, Arantza, Nakazawa Hewitt, Stephen, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Pham, Ngoc, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Abdo Rizk, Mohamed, Ruecker, Andrea, St. Onge, Robert, Salgado Ferreira, Rafaela, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Silva Villela, Filipe, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmüller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William, Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R.Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Voong Vinh, Phat, Vu, Hoan, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoît, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, Willis, Paul A., Phillips, Margaret A., Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Alemán Resto, Yesmalie, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Jürgen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Belen Cassera, Maria, Chih-Chien Cheng, Ken, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colón-López, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D’Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, Abd El-Salam El-Sayed, Shimaa, Ferdig, Michael T., Fernández Robledo, José A., Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Gamo, Francisco Javier, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, Hooft van Huijsduijnen, Rob, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Naranuntarat Jensen, Amornrat, Jensen, Laran T., Jiang, Rays H.Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Lafuente, Maria Jose, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinás, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Medina Vera, Iset, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Morais Rodrigues da Costa, Francielly, Müller, Joachim, Muriana, Arantza, Nakazawa Hewitt, Stephen, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Pham, Ngoc, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Abdo Rizk, Mohamed, Ruecker, Andrea, St. Onge, Robert, Salgado Ferreira, Rafaela, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Silva Villela, Filipe, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmüller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William, Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R.Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Voong Vinh, Phat, Vu, Hoan, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoît, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, and Willis, Paul A.
Abstract: A major cause of the paucity of new starting points for drug discovery is the lack of interaction between academia and industry. Much of the global resource in biology is present in universities, whereas the focus of medicinal chemistry is still largely within industry. Open source drug discovery, with sharing of information, is clearly a first step towards overcoming this gap. But the interface could especially be bridged through a scale-up of open sharing of physical compounds, which would accelerate the finding of new starting points for drug discovery. The Medicines for Malaria Venture Malaria Box is a collection of over 400 compounds representing families of structures identified in phenotypic screens of pharmaceutical and academic libraries against the Plasmodium falciparum malaria parasite. The set has now been distributed to almost 200 research groups globally in the last two years, with the only stipulation that information from the screens is deposited in the public domain. This paper reports for the first time on 236 screens that have been carried out against the Malaria Box and compares these results with 55 assays that were previously published, in a format that allows a meta-analysis of the combined dataset. The combined biochemical and cellular assays presented here suggest mechanisms of action for 135 (34%) of the compounds active in killing multiple life-cycle stages of the malaria parasite, including asexual blood, liver, gametocyte, gametes and insect ookinete stages. In addition, many compounds demonstrated activity against other pathogens, showing hits in assays with 16 protozoa, 7 helminths, 9 bacterial and mycobacterial species, the dengue fever mosquito vector, and the NCI60 human cancer cell line panel of 60 human tumor cell lines. Toxicological, pharmacokinetic and metabolic properties were collected on all the compounds, assisting in the selection of the most promising candidates for murine proof-of-concept experiments and medicinal chemis
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13. Open source drug discovery with the Malaria Box Compound collection for neglected diseases and beyond

Author: Phillips, Margaret A., Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Alemán Resto, Yesmalie, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Jürgen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Belen Cassera, Maria, Chih-Chien Cheng, Ken, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colón-López, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D’Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, Abd El-Salam El-Sayed, Shimaa, Ferdig, Michael T., Fernández Robledo, José A., Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Gamo, Francisco Javier, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, Hooft van Huijsduijnen, Rob, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Naranuntarat Jensen, Amornrat, Jensen, Laran T., Jiang, Rays H.Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Lafuente, Maria Jose, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinás, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Medina Vera, Iset, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Morais Rodrigues da Costa, Francielly, Müller, Joachim, Muriana, Arantza, Nakazawa Hewitt, Stephen, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Pham, Ngoc, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Abdo Rizk, Mohamed, Ruecker, Andrea, St. Onge, Robert, Salgado Ferreira, Rafaela, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Silva Villela, Filipe, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmüller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William, Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R.Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Voong Vinh, Phat, Vu, Hoan, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoît, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, Willis, Paul A., Phillips, Margaret A., Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Alemán Resto, Yesmalie, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Jürgen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Belen Cassera, Maria, Chih-Chien Cheng, Ken, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colón-López, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D’Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, Abd El-Salam El-Sayed, Shimaa, Ferdig, Michael T., Fernández Robledo, José A., Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Gamo, Francisco Javier, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, Hooft van Huijsduijnen, Rob, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Naranuntarat Jensen, Amornrat, Jensen, Laran T., Jiang, Rays H.Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Lafuente, Maria Jose, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinás, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Medina Vera, Iset, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Morais Rodrigues da Costa, Francielly, Müller, Joachim, Muriana, Arantza, Nakazawa Hewitt, Stephen, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Pham, Ngoc, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Abdo Rizk, Mohamed, Ruecker, Andrea, St. Onge, Robert, Salgado Ferreira, Rafaela, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Silva Villela, Filipe, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmüller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William, Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R.Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Voong Vinh, Phat, Vu, Hoan, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoît, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, and Willis, Paul A.
Abstract: A major cause of the paucity of new starting points for drug discovery is the lack of interaction between academia and industry. Much of the global resource in biology is present in universities, whereas the focus of medicinal chemistry is still largely within industry. Open source drug discovery, with sharing of information, is clearly a first step towards overcoming this gap. But the interface could especially be bridged through a scale-up of open sharing of physical compounds, which would accelerate the finding of new starting points for drug discovery. The Medicines for Malaria Venture Malaria Box is a collection of over 400 compounds representing families of structures identified in phenotypic screens of pharmaceutical and academic libraries against the Plasmodium falciparum malaria parasite. The set has now been distributed to almost 200 research groups globally in the last two years, with the only stipulation that information from the screens is deposited in the public domain. This paper reports for the first time on 236 screens that have been carried out against the Malaria Box and compares these results with 55 assays that were previously published, in a format that allows a meta-analysis of the combined dataset. The combined biochemical and cellular assays presented here suggest mechanisms of action for 135 (34%) of the compounds active in killing multiple life-cycle stages of the malaria parasite, including asexual blood, liver, gametocyte, gametes and insect ookinete stages. In addition, many compounds demonstrated activity against other pathogens, showing hits in assays with 16 protozoa, 7 helminths, 9 bacterial and mycobacterial species, the dengue fever mosquito vector, and the NCI60 human cancer cell line panel of 60 human tumor cell lines. Toxicological, pharmacokinetic and metabolic properties were collected on all the compounds, assisting in the selection of the most promising candidates for murine proof-of-concept experiments and medicinal chemis
Full Text: View/download PDF

14. Open source drug discovery with the Malaria Box Compound collection for neglected diseases and beyond

Author: Phillips, Margaret A., Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Alemán Resto, Yesmalie, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Jürgen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Belen Cassera, Maria, Chih-Chien Cheng, Ken, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colón-López, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D’Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, Abd El-Salam El-Sayed, Shimaa, Ferdig, Michael T., Fernández Robledo, José A., Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Gamo, Francisco Javier, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, Hooft van Huijsduijnen, Rob, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Naranuntarat Jensen, Amornrat, Jensen, Laran T., Jiang, Rays H.Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Lafuente, Maria Jose, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinás, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Medina Vera, Iset, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Morais Rodrigues da Costa, Francielly, Müller, Joachim, Muriana, Arantza, Nakazawa Hewitt, Stephen, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Pham, Ngoc, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Abdo Rizk, Mohamed, Ruecker, Andrea, St. Onge, Robert, Salgado Ferreira, Rafaela, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Silva Villela, Filipe, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmüller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William, Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R.Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Voong Vinh, Phat, Vu, Hoan, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoît, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, Willis, Paul A., Phillips, Margaret A., Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Alemán Resto, Yesmalie, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Jürgen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Belen Cassera, Maria, Chih-Chien Cheng, Ken, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colón-López, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D’Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, Abd El-Salam El-Sayed, Shimaa, Ferdig, Michael T., Fernández Robledo, José A., Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Gamo, Francisco Javier, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, Hooft van Huijsduijnen, Rob, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Naranuntarat Jensen, Amornrat, Jensen, Laran T., Jiang, Rays H.Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Lafuente, Maria Jose, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinás, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Medina Vera, Iset, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Morais Rodrigues da Costa, Francielly, Müller, Joachim, Muriana, Arantza, Nakazawa Hewitt, Stephen, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Pham, Ngoc, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Abdo Rizk, Mohamed, Ruecker, Andrea, St. Onge, Robert, Salgado Ferreira, Rafaela, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Silva Villela, Filipe, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmüller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William, Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R.Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Voong Vinh, Phat, Vu, Hoan, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoît, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, and Willis, Paul A.
Abstract: A major cause of the paucity of new starting points for drug discovery is the lack of interaction between academia and industry. Much of the global resource in biology is present in universities, whereas the focus of medicinal chemistry is still largely within industry. Open source drug discovery, with sharing of information, is clearly a first step towards overcoming this gap. But the interface could especially be bridged through a scale-up of open sharing of physical compounds, which would accelerate the finding of new starting points for drug discovery. The Medicines for Malaria Venture Malaria Box is a collection of over 400 compounds representing families of structures identified in phenotypic screens of pharmaceutical and academic libraries against the Plasmodium falciparum malaria parasite. The set has now been distributed to almost 200 research groups globally in the last two years, with the only stipulation that information from the screens is deposited in the public domain. This paper reports for the first time on 236 screens that have been carried out against the Malaria Box and compares these results with 55 assays that were previously published, in a format that allows a meta-analysis of the combined dataset. The combined biochemical and cellular assays presented here suggest mechanisms of action for 135 (34%) of the compounds active in killing multiple life-cycle stages of the malaria parasite, including asexual blood, liver, gametocyte, gametes and insect ookinete stages. In addition, many compounds demonstrated activity against other pathogens, showing hits in assays with 16 protozoa, 7 helminths, 9 bacterial and mycobacterial species, the dengue fever mosquito vector, and the NCI60 human cancer cell line panel of 60 human tumor cell lines. Toxicological, pharmacokinetic and metabolic properties were collected on all the compounds, assisting in the selection of the most promising candidates for murine proof-of-concept experiments and medicinal chemis
Full Text: View/download PDF

15. Open source drug discovery with the Malaria Box Compound collection for neglected diseases and beyond

Author: Phillips, Margaret A., Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Alemán Resto, Yesmalie, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Jürgen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Belen Cassera, Maria, Chih-Chien Cheng, Ken, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colón-López, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D’Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, Abd El-Salam El-Sayed, Shimaa, Ferdig, Michael T., Fernández Robledo, José A., Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Gamo, Francisco Javier, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, Hooft van Huijsduijnen, Rob, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Naranuntarat Jensen, Amornrat, Jensen, Laran T., Jiang, Rays H.Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Lafuente, Maria Jose, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinás, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Medina Vera, Iset, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Morais Rodrigues da Costa, Francielly, Müller, Joachim, Muriana, Arantza, Nakazawa Hewitt, Stephen, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Pham, Ngoc, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Abdo Rizk, Mohamed, Ruecker, Andrea, St. Onge, Robert, Salgado Ferreira, Rafaela, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Silva Villela, Filipe, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmüller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William, Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R.Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Voong Vinh, Phat, Vu, Hoan, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoît, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, Willis, Paul A., Phillips, Margaret A., Van Voorhis, Wesley C., Adams, John H., Adelfio, Roberto, Ahyong, Vida, Akabas, Myles H., Alano, Pietro, Alday, Aintzane, Alemán Resto, Yesmalie, Alsibaee, Aishah, Alzualde, Ainhoa, Andrews, Katherine T., Avery, Simon V., Avery, Vicky M., Ayong, Lawrence, Baker, Mark, Baker, Stephen, Ben Mamoun, Choukri, Bhatia, Sangeeta, Bickle, Quentin, Bounaadja, Lotfi, Bowling, Tana, Bosch, Jürgen, Boucher, Lauren E., Boyom, Fabrice F., Brea, Jose, Brennan, Marian, Burton, Audrey, Caffrey, Conor R., Camarda, Grazia, Carrasquilla, Manuela, Carter, Dee, Belen Cassera, Maria, Chih-Chien Cheng, Ken, Chindaudomsate, Worathad, Chubb, Anthony, Colon, Beatrice L., Colón-López, Daisy D., Corbett, Yolanda, Crowther, Gregory J., Cowan, Noemi, D’Alessandro, Sarah, Le Dang, Na, Delves, Michael, DeRisi, Joseph L., Du, Alan Y., Duffy, Sandra, Abd El-Salam El-Sayed, Shimaa, Ferdig, Michael T., Fernández Robledo, José A., Fidock, David A., Florent, Isabelle, Fokou, Patrick V. T., Galstian, Ani, Gamo, Francisco Javier, Gokool, Suzanne, Gold, Ben, Golub, Todd, Goldgof, Gregory M., Guha, Rajarshi, Guiguemde, W. Armand, Gural, Nil, Guy, R. Kiplin, Hansen, Michael A. E., Hanson, Kirsten K., Hemphill, Andrew, Hooft van Huijsduijnen, Rob, Horii, Takaaki, Horrocks, Paul, Hughes, Tyler B., Huston, Christopher, Igarashi, Ikuo, Ingram-Sieber, Katrin, Itoe, Maurice A., Jadhav, Ajit, Naranuntarat Jensen, Amornrat, Jensen, Laran T., Jiang, Rays H.Y., Kaiser, Annette, Keiser, Jennifer, Ketas, Thomas, Kicka, Sebastien, Kim, Sunyoung, Kirk, Kiaran, Kumar, Vidya P., Kyle, Dennis E., Lafuente, Maria Jose, Landfear, Scott, Lee, Nathan, Lee, Sukjun, Lehane, Adele M., Li, Fengwu, Little, David, Liu, Liqiong, Llinás, Manuel, Loza, Maria I., Lubar, Aristea, Lucantoni, Leonardo, Lucet, Isabelle, Maes, Louis, Mancama, Dalu, Mansour, Nuha R., March, Sandra, McGowan, Sheena, Medina Vera, Iset, Meister, Stephan, Mercer, Luke, Mestres, Jordi, Mfopa, Alvine N., Misra, Raj N., Moon, Seunghyun, Moore, John P., Morais Rodrigues da Costa, Francielly, Müller, Joachim, Muriana, Arantza, Nakazawa Hewitt, Stephen, Nare, Bakela, Nathan, Carl, Narraidoo, Nathalie, Nawaratna, Sujeevi, Ojo, Kayode K., Ortiz, Diana, Panic, Gordana, Papadatos, George, Parapini, Silvia, Patra, Kailash, Pham, Ngoc, Prats, Sarah, Plouffe, David M., Poulsen, Sally-Ann, Pradhan, Anupam, Quevedo, Celia, Quinn, Ronald J., Rice, Christopher A., Abdo Rizk, Mohamed, Ruecker, Andrea, St. Onge, Robert, Salgado Ferreira, Rafaela, Samra, Jasmeet, Robinett, Natalie G., Schlecht, Ulrich, Schmitt, Marjorie, Silva Villela, Filipe, Silvestrini, Francesco, Sinden, Robert, Smith, Dennis A., Soldati, Thierry, Spitzmüller, Andreas, Stamm, Serge Maximilian, Sullivan, David J., Sullivan, William, Suresh, Sundari, Suzuki, Brian M., Suzuki, Yo, Swamidass, S. Joshua, Taramelli, Donatella, Tchokouaha, Lauve R.Y., Theron, Anjo, Thomas, David, Tonissen, Kathryn F., Townson, Simon, Tripathi, Abhai K., Trofimov, Valentin, Udenze, Kenneth O., Ullah, Imran, Vallieres, Cindy, Vigil, Edgar, Vinetz, Joseph M., Voong Vinh, Phat, Vu, Hoan, Watanabe, Nao-aki, Weatherby, Kate, White, Pamela M., Wilks, Andrew F., Winzeler, Elizabeth A., Wojcik, Edward, Wree, Melanie, Wu, Wesley, Yokoyama, Naoaki, Zollo, Paul H. A., Abla, Nada, Blasco, Benjamin, Burrows, Jeremy, Laleu, Benoît, Leroy, Didier, Spangenberg, Thomas, Wells, Timothy, and Willis, Paul A.
Abstract: A major cause of the paucity of new starting points for drug discovery is the lack of interaction between academia and industry. Much of the global resource in biology is present in universities, whereas the focus of medicinal chemistry is still largely within industry. Open source drug discovery, with sharing of information, is clearly a first step towards overcoming this gap. But the interface could especially be bridged through a scale-up of open sharing of physical compounds, which would accelerate the finding of new starting points for drug discovery. The Medicines for Malaria Venture Malaria Box is a collection of over 400 compounds representing families of structures identified in phenotypic screens of pharmaceutical and academic libraries against the Plasmodium falciparum malaria parasite. The set has now been distributed to almost 200 research groups globally in the last two years, with the only stipulation that information from the screens is deposited in the public domain. This paper reports for the first time on 236 screens that have been carried out against the Malaria Box and compares these results with 55 assays that were previously published, in a format that allows a meta-analysis of the combined dataset. The combined biochemical and cellular assays presented here suggest mechanisms of action for 135 (34%) of the compounds active in killing multiple life-cycle stages of the malaria parasite, including asexual blood, liver, gametocyte, gametes and insect ookinete stages. In addition, many compounds demonstrated activity against other pathogens, showing hits in assays with 16 protozoa, 7 helminths, 9 bacterial and mycobacterial species, the dengue fever mosquito vector, and the NCI60 human cancer cell line panel of 60 human tumor cell lines. Toxicological, pharmacokinetic and metabolic properties were collected on all the compounds, assisting in the selection of the most promising candidates for murine proof-of-concept experiments and medicinal chemis
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15 results on '"Swamidass, S. Joshua"'

1. Fair-Net: A Network Architecture For Reducing Performance Disparity Between Identifiable Sub-Populations

2. Deep learning long-range information in undirected graphs with wave networks

3. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

4. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

5. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

6. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

7. A survey of current trends in computational drug repositioning.

8. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

9. Open Source Drug Discovery with the Malaria Box Compound Collection for Neglected Diseases and Beyond

10. Large scale study of multiple-molecule queries

11. Large scale study of multiple-molecule queries

12. Open source drug discovery with the Malaria Box Compound collection for neglected diseases and beyond

13. Open source drug discovery with the Malaria Box Compound collection for neglected diseases and beyond

14. Open source drug discovery with the Malaria Box Compound collection for neglected diseases and beyond

15. Open source drug discovery with the Malaria Box Compound collection for neglected diseases and beyond

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15 results on '"Swamidass, S. Joshua"'

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