38 results on '"Replogle JM"'
Search Results
2. A pharmacogenetic study implicates SLC9a9 in multiple sclerosis disease activity
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Federica, Esposito, Melissa, Sorosina, Linda, Ottoboni, Elaine T, Lim, Joseph M, Replogle, Towfique, Raj, Paola, Brambilla, Giuseppe, Liberatore, Clara, Guaschino, Marzia, Romeo, Thomas, Pertel, James M, Stankiewicz, Vittorio, Martinelli, Mariaemma, Rodegher, Howard L, Weiner, David, Brassat, Christophe, Benoist, Nikolaos A, Patsopoulos, Giancarlo, Comi, Wassim, Elyaman, Filippo, Martinelli Boneschi, Philip L, De Jager, Esposito, F, Sorosina, M, Ottoboni, L, Lim, Et, Replogle, Jm, Raj, T, Brambilla, P, Liberatore, G, Guaschino, C, Romeo, M, Pertel, T, Stankiewicz, Jm, Martinelli, V, Rodegher, M, Weiner, Hl, Brassat, D, Benoist, C, Patsopoulos, Na, Comi, Giancarlo, Elyaman, W, Martinelli Boneschi, F, and De Jager, P. L.
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Adult ,Male ,Sodium-Hydrogen Exchangers ,Adolescent ,Gene Expression Profiling ,T-Lymphocytes ,Cell Differentiation ,Interferon-beta ,In Vitro Techniques ,Middle Aged ,Cohort Studies ,Young Adult ,Multiple Sclerosis, Relapsing-Remitting ,Adjuvants, Immunologic ,Gene Knockdown Techniques ,Leukocytes, Mononuclear ,Cytokines ,Humans ,Female ,RNA, Small Interfering ,Cells, Cultured ,Interferon beta-1a ,Interferon beta-1b - Abstract
A proportion of multiple sclerosis (MS) patients experience disease activity despite treatment. The early identification of the most effective drug is critical to impact long-term outcome and to move toward a personalized approach. The aim of the present study is to identify biomarkers for further clinical development and to yield insights into the pathophysiology of disease activity.We performed a genome-wide association study in interferon-β (IFNβ)-treated MS patients followed by validation in 3 independent cohorts. The role of the validated variant was examined in several RNA data sets, and the function of the presumed target gene was explored using an RNA interference approach in primary T cells in vitro.We found an association between rs9828519(G) and nonresponse to IFNβ (pdiscovery = 4.43 × 10(-8)) and confirmed it in a meta-analysis across 3 replication data sets (preplication = 7.78 × 10(-4)). Only 1 gene is found in the linkage disequilibrium block containing rs9828519: SLC9A9. Exploring the function of this gene, we see that SLC9A9 mRNA expression is diminished in MS subjects who are more likely to have relapses. Moreover, SLC9A9 knockdown in T cells in vitro leads an increase in expression of IFNγ, which is a proinflammatory molecule.This study identifies and validates the role of rs9828519, an intronic variant in SLC9A9, in IFNβ-treated subjects, demonstrating a successful pharmacogenetic screen in MS. Functional characterization suggests that SLC9A9, an Na(+) -H(+) exchanger found in endosomes, appears to influence the differentiation of T cells to a proinflammatory fate and may have a broader role in MS disease activity, outside of IFNβ treatment.
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- 2015
3. Nucleotide depletion promotes cell fate transitions by inducing DNA replication stress.
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Do BT, Hsu PP, Vermeulen SY, Wang Z, Hirz T, Abbott KL, Aziz N, Replogle JM, Bjelosevic S, Paolino J, Nelson SA, Block S, Darnell AM, Ferreira R, Zhang H, Milosevic J, Schmidt DR, Chidley C, Harris IS, Weissman JS, Pikman Y, Stegmaier K, Cheloufi S, Su XA, Sykes DB, and Vander Heiden MG
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- Animals, Humans, Mice, Nucleotides metabolism, Nucleotides genetics, Cell Lineage genetics, Leukemia, Myeloid, Acute genetics, Leukemia, Myeloid, Acute pathology, Leukemia, Myeloid, Acute metabolism, S Phase genetics, Signal Transduction, DNA Replication genetics, Cell Differentiation genetics
- Abstract
Control of cellular identity requires coordination of developmental programs with environmental factors such as nutrient availability, suggesting that perturbing metabolism can alter cell state. Here, we find that nucleotide depletion and DNA replication stress drive differentiation in human and murine normal and transformed hematopoietic systems, including patient-derived acute myeloid leukemia (AML) xenografts. These cell state transitions begin during S phase and are independent of ATR/ATM checkpoint signaling, double-stranded DNA break formation, and changes in cell cycle length. In systems where differentiation is blocked by oncogenic transcription factor expression, replication stress activates primed regulatory loci and induces lineage-appropriate maturation genes despite the persistence of progenitor programs. Altering the baseline cell state by manipulating transcription factor expression causes replication stress to induce genes specific for alternative lineages. The ability of replication stress to selectively activate primed maturation programs across different contexts suggests a general mechanism by which changes in metabolism can promote lineage-appropriate cell state transitions., Competing Interests: Declaration of interests D.B.S. is a co-founder of and holds equity in Clear Creek Bio. M.G.V.H. is on the scientific advisory board of Agios Pharmaceuticals, iTeos Therapeutics, Drioa Ventures, Sage Therapeutics, Lime Therapeutics, Pretzel Therapeutics, and Auron Therapeutics, and is on the advisory board of Developmental Cell. P.P.H. has consulted for Auron Therapeutics. J.S.W. serves as an advisor to and/or has equity in KSQ Therapeutics, Maze Therapeutics, and 5AM Ventures. J.M.R. consults for Maze Therapeutics, Waypoint Bio, and Third Rock Ventures. I.S.H. reports financial support from Kojin Therapeutics and consulting fees for Ono Pharma USA., (Copyright © 2024 Elsevier Inc. All rights reserved.)
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- 2024
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4. Transcriptome-wide characterization of genetic perturbations.
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Nadig A, Replogle JM, Pogson AN, McCarroll SA, Weissman JS, Robinson EB, and O'Connor LJ
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Single cell CRISPR screens such as Perturb-seq enable transcriptomic profiling of genetic perturbations at scale. However, the data produced by these screens are often noisy due to cost and technical constraints, limiting power to detect true effects with conventional differential expression analyses. Here, we introduce TRanscriptome-wide Analysis of Differential Expression (TRADE), a statistical framework which estimates the transcriptome-wide distribution of true differential expression effects from noisy gene-level measurements. Within TRADE, we derive multiple novel, interpretable statistical metrics, including the "transcriptome-wide impact", an estimator of the overall transcriptional effect of a perturbation which is stable across sampling depths. We analyze new and published large-scale Perturb-seq datasets to show that many true transcriptional effects are not statistically significant, but detectable in aggregate with TRADE. In a genome-scale Perturb-seq screen, we find that a typical gene perturbation affects an estimated 45 genes, whereas a typical essential gene perturbation affects over 500 genes. An advantage of our approach is its ability to compare the transcriptomic effects of genetic perturbations across contexts and dosages despite differences in power. We use this ability to identify perturbations with cell-type dependent effects and to find examples of perturbations where transcriptional responses are not only larger in magnitude, but also qualitatively different, as a function of dosage. Lastly, we expand our analysis to case/control comparison of gene expression for neuropsychiatric conditions, finding that transcriptomic effect correlations are greater than genetic correlations for these diagnoses. TRADE lays an analytic foundation for the systematic comparison of genetic perturbation atlases, as well as differential expression experiments more broadly., Competing Interests: Declaration of Interests J.S.W. declares outside interest in 5 AM Venture, Amgen, Chroma Medicine, KSQ Therapeutics, Maze Therapeutics, Tenaya Therapeutics, Tessera Therapeutics, Ziada Therapeutics and Third Rock Ventures. J. M. R. consults for Third Rock Ventures and Maze Therapeutics, and is a consultant for and equity holder in Waypoint Bio.
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- 2024
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5. Microfluidics-free single-cell genomics with templated emulsification.
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Clark IC, Fontanez KM, Meltzer RH, Xue Y, Hayford C, May-Zhang A, D'Amato C, Osman A, Zhang JQ, Hettige P, Ishibashi JSA, Delley CL, Weisgerber DW, Replogle JM, Jost M, Phong KT, Kennedy VE, Peretz CAC, Kim EA, Song S, Karlon W, Weissman JS, Smith CC, Gartner ZJ, and Abate AR
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- Humans, Animals, Mice, Single-Cell Analysis methods, Genomics methods, Transcriptome genetics, Microfluidics methods, High-Throughput Nucleotide Sequencing methods
- Abstract
Current single-cell RNA-sequencing approaches have limitations that stem from the microfluidic devices or fluid handling steps required for sample processing. We develop a method that does not require specialized microfluidic devices, expertise or hardware. Our approach is based on particle-templated emulsification, which allows single-cell encapsulation and barcoding of cDNA in uniform droplet emulsions with only a vortexer. Particle-templated instant partition sequencing (PIP-seq) accommodates a wide range of emulsification formats, including microwell plates and large-volume conical tubes, enabling thousands of samples or millions of cells to be processed in minutes. We demonstrate that PIP-seq produces high-purity transcriptomes in mouse-human mixing studies, is compatible with multiomics measurements and can accurately characterize cell types in human breast tissue compared to a commercial microfluidic platform. Single-cell transcriptional profiling of mixed phenotype acute leukemia using PIP-seq reveals the emergence of heterogeneity within chemotherapy-resistant cell subsets that were hidden by standard immunophenotyping. PIP-seq is a simple, flexible and scalable next-generation workflow that extends single-cell sequencing to new applications., (© 2023. The Author(s).)
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- 2023
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6. Author Correction: Efficient C•G-to-G•C base editors developed using CRISPRi screens, target-library analysis, and machine learning.
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Koblan LW, Arbab M, Shen MW, Hussmann JA, Anzalone AV, Doman JL, Newby GA, Yang D, Mok B, Replogle JM, Xu A, Sisley TA, Weissman JS, Adamson B, and Liu DR
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- 2023
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7. A dual sgRNA library design to probe genetic modifiers using genome-wide CRISPRi screens.
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Guna A, Page KR, Replogle JM, Esantsi TK, Wang ML, Weissman JS, and Voorhees RM
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- Gene Library, Genome, CRISPR-Cas Systems, RNA, Guide, CRISPR-Cas Systems, Clustered Regularly Interspaced Short Palindromic Repeats
- Abstract
Mapping genetic interactions is essential for determining gene function and defining novel biological pathways. We report a simple to use CRISPR interference (CRISPRi) based platform, compatible with Fluorescence Activated Cell Sorting (FACS)-based reporter screens, to query epistatic relationships at scale. This is enabled by a flexible dual-sgRNA library design that allows for the simultaneous delivery and selection of a fixed sgRNA and a second randomized guide, comprised of a genome-wide library, with a single transduction. We use this approach to identify epistatic relationships for a defined biological pathway, showing both increased sensitivity and specificity than traditional growth screening approaches., (© 2023. The Author(s).)
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- 2023
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8. Systematic functional interrogation of SARS-CoV-2 host factors using Perturb-seq.
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Sunshine S, Puschnik AS, Replogle JM, Laurie MT, Liu J, Zha BS, Nuñez JK, Byrum JR, McMorrow AH, Frieman MB, Winkler J, Qiu X, Rosenberg OS, Leonetti MD, Ye CJ, Weissman JS, DeRisi JL, and Hein MY
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- Humans, Proteomics, Lung, Epithelial Cells, SARS-CoV-2 genetics, COVID-19 genetics
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Genomic and proteomic screens have identified numerous host factors of SARS-CoV-2, but efficient delineation of their molecular roles during infection remains a challenge. Here we use Perturb-seq, combining genetic perturbations with a single-cell readout, to investigate how inactivation of host factors changes the course of SARS-CoV-2 infection and the host response in human lung epithelial cells. Our high-dimensional data resolve complex phenotypes such as shifts in the stages of infection and modulations of the interferon response. However, only a small percentage of host factors showed such phenotypes upon perturbation. We further identified the NF-κB inhibitor IκBα (NFKBIA), as well as the translation factors EIF4E2 and EIF4H as strong host dependency factors acting early in infection. Overall, our study provides massively parallel functional characterization of host factors of SARS-CoV-2 and quantitatively defines their roles both in virus-infected and bystander cells., (© 2023. Springer Nature Limited.)
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- 2023
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9. Maximizing CRISPRi efficacy and accessibility with dual-sgRNA libraries and optimal effectors.
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Replogle JM, Bonnar JL, Pogson AN, Liem CR, Maier NK, Ding Y, Russell BJ, Wang X, Leng K, Guna A, Norman TM, Pak RA, Ramos DM, Ward ME, Gilbert LA, Kampmann M, Weissman JS, and Jost M
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- Cell Line, CRISPR-Cas Systems, RNA, Guide, CRISPR-Cas Systems, Clustered Regularly Interspaced Short Palindromic Repeats
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CRISPR interference (CRISPRi) enables programmable, reversible, and titratable repression of gene expression (knockdown) in mammalian cells. Initial CRISPRi-mediated genetic screens have showcased the potential to address basic questions in cell biology, genetics, and biotechnology, but wider deployment of CRISPRi screening has been constrained by the large size of single guide RNA (sgRNA) libraries and challenges in generating cell models with consistent CRISPRi-mediated knockdown. Here, we present next-generation CRISPRi sgRNA libraries and effector expression constructs that enable strong and consistent knockdown across mammalian cell models. First, we combine empirical sgRNA selection with a dual-sgRNA library design to generate an ultra-compact (1-3 elements per gene), highly active CRISPRi sgRNA library. Next, we compare CRISPRi effectors to show that the recently published Zim3-dCas9 provides an excellent balance between strong on-target knockdown and minimal non-specific effects on cell growth or the transcriptome. Finally, we engineer a suite of cell lines with stable expression of Zim3-dCas9 and robust on-target knockdown. Our results and publicly available reagents establish best practices for CRISPRi genetic screening., Competing Interests: JR consults for Maze Therapeutics and Waypoint Bio, JB, AP, CL, NM, YD, BR, XW, KL, AG, RP, DR, MW No competing interests declared, TN consults for Maze Therapeutics. The Regents of the University of California with TMN, MJ, LAG, and JSW as inventors have filed patent applications related to CRISPRi/a screening and Perturb-seq, LG declares outside interest in Chroma Medicine. The Regents of the University of California with TMN, MJ, LAG, and JSW as inventors have filed patent applications related to CRISPRi/a screening and Perturb-seq. LAG, MK, and JSW are inventors on US Patent 11,254,933 related to CRISPRi/a screening, MK serves on the Scientific Advisory Boards of Engine Biosciences, Casma Therapeutics, Cajal Neuroscience, and Alector, and is an advisor to Modulo Bio and Recursion Therapeutics. LAG, MK, and JSW are inventors on US Patent 11,254,933 related to CRISPRi/a screening, JW declares outside interest in 5 AM Venture, Amgen, Chroma Medicine, KSQ Therapeutics, Maze Therapeutics, Tenaya Therapeutics, Tessera Therapeutics, and Third Rock Ventures. The Regents of the University of California with TMN, MJ, LAG, and JSW as inventors have filed patent applications related to CRISPRi/a screening and Perturb-seq. LAG, MK, and JSW are inventors on US Patent 11,254,933 related to CRISPRi/a screening, MJ consults for Maze Therapeutics and Gate Bioscience. The Regents of the University of California with TMN, MJ, LAG, and JSW as inventors have filed patent applications related to CRISPRi/a screening and Perturb-seq
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- 2022
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10. Dual genome-wide coding and lncRNA screens in neural induction of induced pluripotent stem cells.
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Wu D, Poddar A, Ninou E, Hwang E, Cole MA, Liu SJ, Horlbeck MA, Chen J, Replogle JM, Carosso GA, Eng NWL, Chang J, Shen Y, Weissman JS, and Lim DA
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Human chromosomes are pervasively transcribed, but systematic understanding of coding and lncRNA genome function in cell differentiation is lacking. Using CRISPR interference (CRISPRi) in human induced pluripotent stem cells, we performed dual genome-wide screens - assessing 18,905 protein-coding and 10,678 lncRNA loci - and identified 419 coding and 201 lncRNA genes that regulate neural induction. Integrative analyses revealed distinct properties of coding and lncRNA genome function, including a 10-fold enrichment of lncRNA genes for roles in differentiation compared to proliferation. Further, we applied Perturb-seq to obtain granular insights into neural induction phenotypes. While most coding hits stalled or aborted differentiation, lncRNA hits were enriched for the genesis of diverse cellular states, including those outside the neural lineage. In addition to providing a rich resource (danlimlab.shinyapps.io/dualgenomewide) for understanding coding and lncRNA gene function in development, these results indicate that the lncRNA genome regulates lineage commitment in a manner fundamentally distinct from coding genes., Competing Interests: DECLARATION OF INTERESTS The authors declare the following competing financial interests: The Regents of the University of California with J.S.W. and M.A.H. as inventors have filed patent applications related to CRISPRi/a screening and Perturb-seq (11,254,933). J.S.W. declares outside interest in 5AM Ventures, Amgen, Chroma Medicine, KSQ Therapeutics, Maze Therapeutics, Tenaya Therapeutics, Tessera Therapeutics, and Third Rock Ventures. M.A.H. consults for Akouos. J.M.R. consults for Maze Therapeutics.
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- 2022
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11. MTCH2 is a mitochondrial outer membrane protein insertase.
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Guna A, Stevens TA, Inglis AJ, Replogle JM, Esantsi TK, Muthukumar G, Shaffer KCL, Wang ML, Pogson AN, Jones JJ, Lomenick B, Chou TF, Weissman JS, and Voorhees RM
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- Humans, Endoplasmic Reticulum metabolism, K562 Cells, Mitochondrial Membrane Transport Proteins chemistry, Mitochondrial Membrane Transport Proteins genetics, Mitochondrial Membranes metabolism, Apoptosis
- Abstract
In the mitochondrial outer membrane, α-helical transmembrane proteins play critical roles in cytoplasmic-mitochondrial communication. Using genome-wide CRISPR screens, we identified mitochondrial carrier homolog 2 (MTCH2), and its paralog MTCH1, and showed that it is required for insertion of biophysically diverse tail-anchored (TA), signal-anchored, and multipass proteins, but not outer membrane β-barrel proteins. Purified MTCH2 was sufficient to mediate insertion into reconstituted proteoliposomes. Functional and mutational studies suggested that MTCH2 has evolved from a solute carrier transporter. MTCH2 uses membrane-embedded hydrophilic residues to function as a gatekeeper for the outer membrane, controlling mislocalization of TAs into the endoplasmic reticulum and modulating the sensitivity of leukemia cells to apoptosis. Our identification of MTCH2 as an insertase provides a mechanistic explanation for the diverse phenotypes and disease states associated with MTCH2 dysfunction.
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- 2022
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12. Mapping information-rich genotype-phenotype landscapes with genome-scale Perturb-seq.
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Replogle JM, Saunders RA, Pogson AN, Hussmann JA, Lenail A, Guna A, Mascibroda L, Wagner EJ, Adelman K, Lithwick-Yanai G, Iremadze N, Oberstrass F, Lipson D, Bonnar JL, Jost M, Norman TM, and Weissman JS
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- CRISPR-Cas Systems genetics, Chromosome Mapping, Genotype, Phenotype, Genomics, Single-Cell Analysis methods
- Abstract
A central goal of genetics is to define the relationships between genotypes and phenotypes. High-content phenotypic screens such as Perturb-seq (CRISPR-based screens with single-cell RNA-sequencing readouts) enable massively parallel functional genomic mapping but, to date, have been used at limited scales. Here, we perform genome-scale Perturb-seq targeting all expressed genes with CRISPR interference (CRISPRi) across >2.5 million human cells. We use transcriptional phenotypes to predict the function of poorly characterized genes, uncovering new regulators of ribosome biogenesis (including CCDC86, ZNF236, and SPATA5L1), transcription (C7orf26), and mitochondrial respiration (TMEM242). In addition to assigning gene function, single-cell transcriptional phenotypes allow for in-depth dissection of complex cellular phenomena-from RNA processing to differentiation. We leverage this ability to systematically identify genetic drivers and consequences of aneuploidy and to discover an unanticipated layer of stress-specific regulation of the mitochondrial genome. Our information-rich genotype-phenotype map reveals a multidimensional portrait of gene and cellular function., Competing Interests: Declaration of interests J.M.R. consults for Maze Therapeutics and is a consultant for and equity holder in Waypoint Bio. R.A.S. consults for Maze Therapeutics. K.A. is a consultant for Syros Pharmaceuticals, is on the SAB of CAMP4 Therapeutics, and received research funding from Novartis not related to this work. G.L.-Y., N.I., F.O., and D.L. are employees and shareholders of Ultima Genomics. M.J. consults for Maze Therapeutics and Gate Bioscience. T.M.N. consults for Maze Therapeutics. J.S.W. declares outside interest in 5AM Ventures, Amgen, Chroma Medicine, KSQ Therapeutics, Maze Therapeutics, Tenaya Therapeutics, Tessera Therapeutics, and Third Rock Ventures. The Regents of the University of California with R.A.S., T.M.N., M.J., and J.S.W. as inventors have filed patent applications related to CRISPRi/a screening and Perturb-seq., (Copyright © 2022 The Authors. Published by Elsevier Inc. All rights reserved.)
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- 2022
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13. Lineage tracing reveals the phylodynamics, plasticity, and paths of tumor evolution.
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Yang D, Jones MG, Naranjo S, Rideout WM 3rd, Min KHJ, Ho R, Wu W, Replogle JM, Page JL, Quinn JJ, Horns F, Qiu X, Chen MZ, Freed-Pastor WA, McGinnis CS, Patterson DM, Gartner ZJ, Chow ED, Bivona TG, Chan MM, Yosef N, Jacks T, and Weissman JS
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- Animals, Genes, ras, Mice, Phylogeny, Exome Sequencing, Neoplasms genetics
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Tumor evolution is driven by the progressive acquisition of genetic and epigenetic alterations that enable uncontrolled growth and expansion to neighboring and distal tissues. The study of phylogenetic relationships between cancer cells provides key insights into these processes. Here, we introduced an evolving lineage-tracing system with a single-cell RNA-seq readout into a mouse model of Kras;Trp53(KP)-driven lung adenocarcinoma and tracked tumor evolution from single-transformed cells to metastatic tumors at unprecedented resolution. We found that the loss of the initial, stable alveolar-type2-like state was accompanied by a transient increase in plasticity. This was followed by the adoption of distinct transcriptional programs that enable rapid expansion and, ultimately, clonal sweep of stable subclones capable of metastasizing. Finally, tumors develop through stereotypical evolutionary trajectories, and perturbing additional tumor suppressors accelerates progression by creating novel trajectories. Our study elucidates the hierarchical nature of tumor evolution and, more broadly, enables in-depth studies of tumor progression., Competing Interests: Declaration of interests J.S.W. declares outside interest in 5 AM Venture, Amgen, Chroma Medicine, KSQ Therapeutics, Maze Therapeutics, Tenaya Therapeutics, and Tessera Therapeutics. T.J. is a member of the Board of Directors of Amgen and Thermo Fisher Scientific, is a co-founder of Dragonfly Therapeutics and T2 Biosystems, and is the president of Break Through Cancer. T.J. serves on the Scientific Advisory Board of Dragonfly Therapeutics, SQZ Biotech, and Skyhawk Therapeutics. None of these affiliations represent a conflict of interest with respect to this study. T.G.B. is an advisor to Array BioPharma, Revolution Medicines, Novartis, AstraZeneca, Takeda, Springworks, Jazz Pharmaceuticals, Relay Therapeutics, Rain Therapeutics, and Engine Biosciences and receives research funding from Novartis, Strategia, Kinnate, and Revolution Medicines. J.M.R. consults for Maze Therapeutics and Waypoint Bio. Z.J.G. is an equity holder in Scribe Biosciences and Provenance bio and a member of the SAB of Serotiny Bio., (Copyright © 2022 The Authors. Published by Elsevier Inc. All rights reserved.)
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- 2022
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14. Mapping transcriptomic vector fields of single cells.
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Qiu X, Zhang Y, Martin-Rufino JD, Weng C, Hosseinzadeh S, Yang D, Pogson AN, Hein MY, Hoi Joseph Min K, Wang L, Grody EI, Shurtleff MJ, Yuan R, Xu S, Ma Y, Replogle JM, Lander ES, Darmanis S, Bahar I, Sankaran VG, Xing J, and Weissman JS
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- Algorithms, Female, Gene Expression Regulation, HL-60 Cells, Hematopoiesis genetics, Hematopoietic Stem Cells metabolism, Humans, Kinetics, Models, Biological, RNA, Messenger metabolism, Staining and Labeling, Single-Cell Analysis, Transcriptome genetics
- Abstract
Single-cell (sc)RNA-seq, together with RNA velocity and metabolic labeling, reveals cellular states and transitions at unprecedented resolution. Fully exploiting these data, however, requires kinetic models capable of unveiling governing regulatory functions. Here, we introduce an analytical framework dynamo (https://github.com/aristoteleo/dynamo-release), which infers absolute RNA velocity, reconstructs continuous vector fields that predict cell fates, employs differential geometry to extract underlying regulations, and ultimately predicts optimal reprogramming paths and perturbation outcomes. We highlight dynamo's power to overcome fundamental limitations of conventional splicing-based RNA velocity analyses to enable accurate velocity estimations on a metabolically labeled human hematopoiesis scRNA-seq dataset. Furthermore, differential geometry analyses reveal mechanisms driving early megakaryocyte appearance and elucidate asymmetrical regulation within the PU.1-GATA1 circuit. Leveraging the least-action-path method, dynamo accurately predicts drivers of numerous hematopoietic transitions. Finally, in silico perturbations predict cell-fate diversions induced by gene perturbations. Dynamo, thus, represents an important step in advancing quantitative and predictive theories of cell-state transitions., Competing Interests: Declaration of interests E.S.L. is currently on leave from MIT and Harvard to serve as the Director of the White House Office of Science and Technology Policy. J.S.W. declares outside interest in 5 AM Venture, Amgen, Chroma Medicine, KSQ Therapeutics, Maze Therapeutics, Tenaya Therapeutics, Tessera Therapeutics, and Third Rock Ventures. V.G.S. serves as an advisor to and/or has equity in Novartis, Forma, Cellarity, Ensoma, and Branch Biosciences. All interests mentioned earlier are unrelated to this work., (Copyright © 2022 The Authors. Published by Elsevier Inc. All rights reserved.)
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- 2022
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15. Efficient C•G-to-G•C base editors developed using CRISPRi screens, target-library analysis, and machine learning.
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Koblan LW, Arbab M, Shen MW, Hussmann JA, Anzalone AV, Doman JL, Newby GA, Yang D, Mok B, Replogle JM, Xu A, Sisley TA, Weissman JS, Adamson B, and Liu DR
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- Animals, CRISPR-Cas Systems genetics, Machine Learning, Mammals genetics, RNA, Guide, CRISPR-Cas Systems genetics, Clustered Regularly Interspaced Short Palindromic Repeats, Gene Editing
- Abstract
Programmable C•G-to-G•C base editors (CGBEs) have broad scientific and therapeutic potential, but their editing outcomes have proved difficult to predict and their editing efficiency and product purity are often low. We describe a suite of engineered CGBEs paired with machine learning models to enable efficient, high-purity C•G-to-G•C base editing. We performed a CRISPR interference (CRISPRi) screen targeting DNA repair genes to identify factors that affect C•G-to-G•C editing outcomes and used these insights to develop CGBEs with diverse editing profiles. We characterized ten promising CGBEs on a library of 10,638 genomically integrated target sites in mammalian cells and trained machine learning models that accurately predict the purity and yield of editing outcomes (R = 0.90) using these data. These CGBEs enable correction to the wild-type coding sequence of 546 disease-related transversion single-nucleotide variants (SNVs) with >90% precision (mean 96%) and up to 70% efficiency (mean 14%). Computational prediction of optimal CGBE-single-guide RNA pairs enables high-purity transversion base editing at over fourfold more target sites than achieved using any single CGBE variant., (© 2021. The Author(s), under exclusive licence to Springer Nature America, Inc.)
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- 2021
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16. Genome-wide programmable transcriptional memory by CRISPR-based epigenome editing.
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Nuñez JK, Chen J, Pommier GC, Cogan JZ, Replogle JM, Adriaens C, Ramadoss GN, Shi Q, Hung KL, Samelson AJ, Pogson AN, Kim JYS, Chung A, Leonetti MD, Chang HY, Kampmann M, Bernstein BE, Hovestadt V, Gilbert LA, and Weissman JS
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- Cell Differentiation, CpG Islands, DNA Methylation, Gene Silencing, Histone Code, Humans, Induced Pluripotent Stem Cells metabolism, Neurons metabolism, Protein Processing, Post-Translational, CRISPR-Cas Systems, Cellular Reprogramming, Epigenesis, Genetic, Epigenome, Gene Editing, Induced Pluripotent Stem Cells cytology, Neurons cytology
- Abstract
A general approach for heritably altering gene expression has the potential to enable many discovery and therapeutic efforts. Here, we present CRISPRoff-a programmable epigenetic memory writer consisting of a single dead Cas9 fusion protein that establishes DNA methylation and repressive histone modifications. Transient CRISPRoff expression initiates highly specific DNA methylation and gene repression that is maintained through cell division and differentiation of stem cells to neurons. Pairing CRISPRoff with genome-wide screens and analysis of chromatin marks establishes rules for heritable gene silencing. We identify single guide RNAs (sgRNAs) capable of silencing the large majority of genes including those lacking canonical CpG islands (CGIs) and reveal a wide targeting window extending beyond annotated CGIs. The broad ability of CRISPRoff to initiate heritable gene silencing even outside of CGIs expands the canonical model of methylation-based silencing and enables diverse applications including genome-wide screens, multiplexed cell engineering, enhancer silencing, and mechanistic exploration of epigenetic inheritance., Competing Interests: Declaration of interests J.K.N., J.C., G.C.P., L.A.G., and J.S.W. have filed patent applications related to CRISPRoff, CRISPRon, and CRISPRi/a screening. J.M.R. consults for Maze Therapeutics. L.A.G., J.S.W., H.Y.C., and B.E.B. consult for and hold equity in Chroma Medicine. J.S.W. declares outside interest in KSQ Therapeutics, Maze Therapeutics, Amgen, and Tessera Therapeutics. M.K. serves on the Scientific Advisory Boards of Engine Biosciences, Casma Therapeutics, and Cajal Neuroscience. B.E.B. declares outside interests in Fulcrum Therapeutics, Arsenal Biosciences, HiFiBio, and Cell Signaling Technologies. H.Y.C. is a co-founder of Accent Therapeutics, Boundless Bio, and is an advisor for 10x Genomics, Arsenal Biosciences, and Spring Discovery., (Copyright © 2021 Elsevier Inc. All rights reserved.)
- Published
- 2021
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17. RAD21 is a driver of chromosome 8 gain in Ewing sarcoma to mitigate replication stress.
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Su XA, Ma D, Parsons JV, Replogle JM, Amatruda JF, Whittaker CA, Stegmaier K, and Amon A
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- Cell Cycle Proteins genetics, Cell Line, Tumor, Chromosomes, Human, Pair 8 genetics, DNA Replication genetics, DNA-Binding Proteins genetics, Gene Duplication genetics, Gene Expression Regulation, Neoplastic, Humans, Carcinogenesis genetics, Cell Cycle Proteins metabolism, DNA-Binding Proteins metabolism, Sarcoma, Ewing genetics, Stress, Physiological genetics, Trisomy genetics
- Abstract
Aneuploidy, defined as whole-chromosome gain or loss, causes cellular stress but, paradoxically, is a frequent occurrence in cancers. Here, we investigate why ∼50% of Ewing sarcomas, driven by the EWS-FLI1 fusion oncogene, harbor chromosome 8 gains. Expression of the EWS-FLI1 fusion in primary cells causes replication stress that can result in cellular senescence. Using an evolution approach, we show that trisomy 8 mitigates EWS-FLI1 -induced replication stress through gain of a copy of RAD21. Low-level ectopic expression of RAD21 is sufficient to dampen replication stress and improve proliferation in EWS-FLI1 -expressing cells. Conversely, deleting one copy in trisomy 8 cells largely neutralizes the fitness benefit of chromosome 8 gain and reduces tumorgenicity of a Ewing sarcoma cancer cell line in soft agar assays. We propose that RAD21 promotes tumorigenesis through single gene copy gain. Such genes may explain some recurrent aneuploidies in cancer., (© 2021 Su et al.; Published by Cold Spring Harbor Laboratory Press.)
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- 2021
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18. Aneuploidy increases resistance to chemotherapeutics by antagonizing cell division.
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Replogle JM, Zhou W, Amaro AE, McFarland JM, Villalobos-Ortiz M, Ryan J, Letai A, Yilmaz O, Sheltzer J, Lippard SJ, Ben-David U, and Amon A
- Subjects
- Apoptosis drug effects, Apoptosis genetics, Cell Cycle drug effects, Cell Cycle genetics, Cell Line, Tumor, Cell Proliferation drug effects, Cell Proliferation genetics, Cisplatin pharmacology, DNA Damage drug effects, Genes, p53, Humans, Paclitaxel pharmacology, Trisomy genetics, Aneuploidy, Antineoplastic Agents pharmacology, Cell Division drug effects, Cell Division genetics, Drug Resistance, Neoplasm genetics
- Abstract
Aneuploidy, defined as whole chromosome gains and losses, is associated with poor patient prognosis in many cancer types. However, the condition causes cellular stress and cell cycle delays, foremost in G1 and S phase. Here, we investigate how aneuploidy causes both slow proliferation and poor disease outcome. We test the hypothesis that aneuploidy brings about resistance to chemotherapies because of a general feature of the aneuploid condition-G1 delays. We show that single chromosome gains lead to increased resistance to the frontline chemotherapeutics cisplatin and paclitaxel. Furthermore, G1 cell cycle delays are sufficient to increase chemotherapeutic resistance in euploid cells. Mechanistically, G1 delays increase drug resistance to cisplatin and paclitaxel by reducing their ability to damage DNA and microtubules, respectively. Finally, we show that our findings are clinically relevant. Aneuploidy correlates with slowed proliferation and drug resistance in the Cancer Cell Line Encyclopedia (CCLE) dataset. We conclude that a general and seemingly detrimental effect of aneuploidy, slowed proliferation, provides a selective benefit to cancer cells during chemotherapy treatment., Competing Interests: Competing interest statement: A.A. and G.J.P.L.K. are coapplicants on a grant. They have not collaborated directly on this project.
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- 2020
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19. Rapid deployment of SARS-CoV-2 testing: The CLIAHUB.
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Crawford ED, Acosta I, Ahyong V, Anderson EC, Arevalo S, Asarnow D, Axelrod S, Ayscue P, Azimi CS, Azumaya CM, Bachl S, Bachmutsky I, Bhaduri A, Brown JB, Batson J, Behnert A, Boileau RM, Bollam SR, Bonny AR, Booth D, Borja MJB, Brown D, Buie B, Burnett CE, Byrnes LE, Cabral KA, Cabrera JP, Caldera S, Canales G, Castañeda GR, Chan AP, Chang CR, Charles-Orszag A, Cheung C, Chio U, Chow ED, Citron YR, Cohen A, Cohn LB, Chiu C, Cole MA, Conrad DN, Constantino A, Cote A, Crayton-Hall T, Darmanis S, Detweiler AM, Dial RL, Dong S, Duarte EM, Dynerman D, Egger R, Fanton A, Frumm SM, Fu BXH, Garcia VE, Garcia J, Gladkova C, Goldman M, Gomez-Sjoberg R, Gordon MG, Grove JCR, Gupta S, Haddjeri-Hopkins A, Hadley P, Haliburton J, Hao SL, Hartoularos G, Herrera N, Hilberg M, Ho KYE, Hoppe N, Hosseinzadeh S, Howard CJ, Hussmann JA, Hwang E, Ingebrigtsen D, Jackson JR, Jowhar ZM, Kain D, Kim JYS, Kistler A, Kreutzfeld O, Kulsuptrakul J, Kung AF, Langelier C, Laurie MT, Lee L, Leng K, Leon KE, Leonetti MD, Levan SR, Li S, Li AW, Liu J, Lubin HS, Lyden A, Mann J, Mann S, Margulis G, Marquez DM, Marsh BP, Martyn C, McCarthy EE, McGeever A, Merriman AF, Meyer LK, Miller S, Moore MK, Mowery CT, Mukhtar T, Mwakibete LL, Narez N, Neff NF, Osso LA, Oviedo D, Peng S, Phelps M, Phong K, Picard P, Pieper LM, Pincha N, Pisco AO, Pogson A, Pourmal S, Puccinelli RR, Puschnik AS, Rackaityte E, Raghavan P, Raghavan M, Reese J, Replogle JM, Retallack H, Reyes H, Rose D, Rosenberg MF, Sanchez-Guerrero E, Sattler SM, Savy L, See SK, Sellers KK, Serpa PH, Sheehy M, Sheu J, Silas S, Streithorst JA, Strickland J, Stryke D, Sunshine S, Suslow P, Sutanto R, Tamura S, Tan M, Tan J, Tang A, Tato CM, Taylor JC, Tenvooren I, Thompson EM, Thornborrow EC, Tse E, Tung T, Turner ML, Turner VS, Turnham RE, Turocy MJ, Vaidyanathan TV, Vainchtein ID, Vanaerschot M, Vazquez SE, Wandler AM, Wapniarski A, Webber JT, Weinberg ZY, Westbrook A, Wong AW, Wong E, Worthington G, Xie F, Xu A, Yamamoto T, Yang Y, Yarza F, Zaltsman Y, Zheng T, and DeRisi JL
- Subjects
- Betacoronavirus, COVID-19, COVID-19 Testing, California, Humans, Pandemics, SARS-CoV-2, Workflow, Clinical Laboratory Services supply & distribution, Clinical Laboratory Techniques methods, Coronavirus Infections diagnosis, Pneumonia, Viral diagnosis
- Abstract
Competing Interests: The authors have declared that no competing interests exist.
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- 2020
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20. GIGYF2 and 4EHP Inhibit Translation Initiation of Defective Messenger RNAs to Assist Ribosome-Associated Quality Control.
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Hickey KL, Dickson K, Cogan JZ, Replogle JM, Schoof M, D'Orazio KN, Sinha NK, Hussmann JA, Jost M, Frost A, Green R, Weissman JS, and Kostova KK
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- Animals, CRISPR-Cas Systems genetics, Humans, Mice, Protein Biosynthesis genetics, Protein Processing, Post-Translational genetics, Quality Control, RNA, Messenger genetics, Ubiquitin-Protein Ligases genetics, Carrier Proteins genetics, Eukaryotic Initiation Factor-4E genetics, Peptide Chain Initiation, Translational, Ribosomes genetics
- Abstract
Ribosome-associated quality control (RQC) pathways protect cells from toxicity caused by incomplete protein products resulting from translation of damaged or problematic mRNAs. Extensive work in yeast has identified highly conserved mechanisms that lead to degradation of faulty mRNA and partially synthesized polypeptides. Here we used CRISPR-Cas9-based screening to search for additional RQC strategies in mammals. We found that failed translation leads to specific inhibition of translation initiation on that message. This negative feedback loop is mediated by two translation inhibitors, GIGYF2 and 4EHP. Model substrates and growth-based assays established that inhibition of additional rounds of translation acts in concert with known RQC pathways to prevent buildup of toxic proteins. Inability to block translation of faulty mRNAs and subsequent accumulation of partially synthesized polypeptides could explain the neurodevelopmental and neuropsychiatric disorders observed in mice and humans with compromised GIGYF2 function., Competing Interests: Declaration of Interests The authors declare no competing interests., (Published by Elsevier Inc.)
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- 2020
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21. Combinatorial single-cell CRISPR screens by direct guide RNA capture and targeted sequencing.
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Replogle JM, Norman TM, Xu A, Hussmann JA, Chen J, Cogan JZ, Meer EJ, Terry JM, Riordan DP, Srinivas N, Fiddes IT, Arthur JG, Alvarado LJ, Pfeiffer KA, Mikkelsen TS, Weissman JS, and Adamson B
- Subjects
- Gene Expression Regulation, Gene Targeting, HEK293 Cells, High-Throughput Nucleotide Sequencing, Humans, Single-Cell Analysis, Transcriptome, CRISPR-Cas Systems, Nucleic Acid Amplification Techniques methods, RNA, Guide, CRISPR-Cas Systems genetics
- Abstract
Single-cell CRISPR screens enable the exploration of mammalian gene function and genetic regulatory networks. However, use of this technology has been limited by reliance on indirect indexing of single-guide RNAs (sgRNAs). Here we present direct-capture Perturb-seq, a versatile screening approach in which expressed sgRNAs are sequenced alongside single-cell transcriptomes. Direct-capture Perturb-seq enables detection of multiple distinct sgRNA sequences from individual cells and thus allows pooled single-cell CRISPR screens to be easily paired with combinatorial perturbation libraries that contain dual-guide expression vectors. We demonstrate the utility of this approach for high-throughput investigations of genetic interactions and, leveraging this ability, dissect epistatic interactions between cholesterol biogenesis and DNA repair. Using direct capture Perturb-seq, we also show that targeting individual genes with multiple sgRNAs per cell improves efficacy of CRISPR interference and activation, facilitating the use of compact, highly active CRISPR libraries for single-cell screens. Last, we show that hybridization-based target enrichment permits sensitive, specific sequencing of informative transcripts from single-cell RNA-seq experiments.
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- 2020
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22. Exploring genetic interaction manifolds constructed from rich single-cell phenotypes.
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Norman TM, Horlbeck MA, Replogle JM, Ge AY, Xu A, Jost M, Gilbert LA, and Weissman JS
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- Apoptosis genetics, CRISPR-Cas Systems, Calcium-Binding Proteins genetics, Cell Cycle Checkpoints genetics, Cell Line, Tumor, Erythroid Cells cytology, Erythropoiesis genetics, Female, Gene Expression Profiling, Granulocytes cytology, Humans, Microfilament Proteins genetics, Proto-Oncogene Proteins c-cbl genetics, Calponins, Epistasis, Genetic, Sequence Analysis, RNA methods, Single-Cell Analysis methods
- Abstract
How cellular and organismal complexity emerges from combinatorial expression of genes is a central question in biology. High-content phenotyping approaches such as Perturb-seq (single-cell RNA-sequencing pooled CRISPR screens) present an opportunity for exploring such genetic interactions (GIs) at scale. Here, we present an analytical framework for interpreting high-dimensional landscapes of cell states (manifolds) constructed from transcriptional phenotypes. We applied this approach to Perturb-seq profiling of strong GIs mined from a growth-based, gain-of-function GI map. Exploration of this manifold enabled ordering of regulatory pathways, principled classification of GIs (e.g., identifying suppressors), and mechanistic elucidation of synergistic interactions, including an unexpected synergy between CBL and CNN1 driving erythroid differentiation. Finally, we applied recommender system machine learning to predict interactions, facilitating exploration of vastly larger GI manifolds., (Copyright © 2019 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works.)
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- 2019
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23. A human microglia-like cellular model for assessing the effects of neurodegenerative disease gene variants.
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Ryan KJ, White CC, Patel K, Xu J, Olah M, Replogle JM, Frangieh M, Cimpean M, Winn P, McHenry A, Kaskow BJ, Chan G, Cuerdon N, Bennett DA, Boyd JD, Imitola J, Elyaman W, De Jager PL, and Bradshaw EM
- Subjects
- Cell Polarity, Gene Expression Regulation, Genome-Wide Association Study, Genotype, Humans, Monocytes pathology, Phenotype, Polymorphism, Single Nucleotide genetics, Protein Isoforms metabolism, Quantitative Trait Loci genetics, Sialic Acid Binding Ig-like Lectin 3 metabolism, Genetic Predisposition to Disease, Genetic Variation, Microglia pathology, Models, Biological, Nerve Degeneration genetics, Nerve Degeneration pathology
- Abstract
Microglia are emerging as a key cell type in neurodegenerative diseases, yet human microglia are challenging to study in vitro. We developed an in vitro cell model system composed of human monocyte-derived microglia-like (MDMi) cells that recapitulated key aspects of microglia phenotype and function. We then used this model system to perform an expression quantitative trait locus (eQTL) study examining 94 genes from loci associated with Alzheimer's disease, Parkinson's disease, and multiple sclerosis. We found six loci ( CD33 , PILRB , NUP160 , LRRK2 , RGS1 , and METTL21B ) in which the risk haplotype drives the association with both disease susceptibility and altered expression of a nearby gene (cis-eQTL). In the PILRB and LRRK2 loci, the cis-eQTL was found in the MDMi cells but not in human peripheral blood monocytes, suggesting that differentiation of monocytes into microglia-like cells led to the acquisition of a cellular state that could reveal the functional consequences of certain genetic variants. We further validated the effect of risk haplotypes at the protein level for PILRB and CD33 , and we confirmed that the CD33 risk haplotype altered phagocytosis by the MDMi cells. We propose that increased LRRK2 gene expression by MDMi cells could be a functional outcome of rs76904798 , a single-nucleotide polymorphism in the LRKK2 locus that is associated with Parkinson's disease., (Copyright © 2017 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works.)
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- 2017
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24. Single-chromosome Gains Commonly Function as Tumor Suppressors.
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Sheltzer JM, Ko JH, Replogle JM, Habibe Burgos NC, Chung ES, Meehl CM, Sayles NM, Passerini V, Storchova Z, and Amon A
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- Animals, Cell Proliferation, Cell Transformation, Neoplastic, Genes, ras, Genomic Instability, HCT116 Cells, Humans, Neoplasms prevention & control, Oncogenes, Aneuploidy, Chromosome Aberrations, Neoplasms genetics
- Abstract
Aneuploidy is a hallmark of cancer, although its effects on tumorigenesis are unclear. Here, we investigated the relationship between aneuploidy and cancer development using cells engineered to harbor single extra chromosomes. We found that nearly all trisomic cell lines grew poorly in vitro and as xenografts, relative to genetically matched euploid cells. Moreover, the activation of several oncogenic pathways failed to alleviate the fitness defect induced by aneuploidy. However, following prolonged growth, trisomic cells acquired additional chromosomal alterations that were largely absent from their euploid counterparts and that correlated with improved fitness. Thus, while single-chromosome gains can suppress transformation, the genome-destabilizing effects of aneuploidy confer an evolutionary flexibility that may contribute to the aggressive growth of advanced malignancies with complex karyotypes., (Copyright © 2017 Elsevier Inc. All rights reserved.)
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- 2017
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25. Genetic architecture of age-related cognitive decline in African Americans.
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Raj T, Chibnik LB, McCabe C, Wong A, Replogle JM, Yu L, Gao S, Unverzagt FW, Stranger B, Murrell J, Barnes L, Hendrie HC, Foroud T, Krichevsky A, Bennett DA, Hall KS, Evans DA, and De Jager PL
- Abstract
Objective: To identify genetic risk factors associated with susceptibility to age-related cognitive decline in African Americans (AAs)., Methods: We performed a genome-wide association study (GWAS) and an admixture-mapping scan in 3,964 older AAs from 5 longitudinal cohorts; for each participant, we calculated a slope of an individual's global cognitive change from neuropsychological evaluations. We also performed a pathway-based analysis of the age-related cognitive decline GWAS., Results: We found no evidence to support the existence of a genomic region which has a strongly different contribution to age-related cognitive decline in African and European genomes. Known Alzheimer disease (AD) susceptibility variants in the ABCA7 and MS4A loci do influence this trait in AAs. Of interest, our pathway-based analyses returned statistically significant results highlighting a shared risk from lipid/metabolism and protein tyrosine signaling pathways between cognitive decline and AD, but the role of inflammatory pathways is polarized, being limited to AD susceptibility., Conclusions: The genetic architecture of aging-related cognitive in AA individuals is largely similar to that of individuals of European descent. In both populations, we note a surprising lack of enrichment for immune pathways in the genetic risk for cognitive decline, despite strong enrichment of these pathways among genetic risk factors for AD.
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- 2016
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26. Trans-pQTL study identifies immune crosstalk between Parkinson and Alzheimer loci.
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Chan G, White CC, Winn PA, Cimpean M, Replogle JM, Glick LR, Cuerdon NE, Ryan KJ, Johnson KA, Schneider JA, Bennett DA, Chibnik LB, Sperling RA, De Jager PL, and Bradshaw EM
- Abstract
Objective: Given evidence from genetic studies, we hypothesized that there may be a shared component to the role of myeloid function in Parkinson and Alzheimer disease (PD and AD) and assessed whether PD susceptibility variants influenced protein expression of well-established AD-associated myeloid genes in human monocytes., Methods: We repurposed data in which AD-related myeloid proteins CD33, TREM1, TREM2, TREML2, TYROBP, and PTK2B were measured by flow cytometry in monocytes from 176 participants of the PhenoGenetic Project (PGP) and Harvard Aging Brain Study. Linear regression was used to identify associations between 24 PD risk variants and protein expression. The 2 cohorts were meta-analyzed in a discovery analysis, and the 4 most strongly suggestive results were validated in an independent cohort of 50 PGP participants., Results: We discovered and validated an association between the PD risk allele rs12456492(G) in the RIT2 locus and increased CD33 expression (p joint = 3.50 × 10(-5)) and found strongly suggestive evidence that rs11060180(A) in the CCDC62/HIP1R locus decreased PTK2B expression (p joint = 1.12 × 10(-4)). Furthermore, in older individuals, increased CD33 expression on peripheral monocytes was associated with a greater burden of parkinsonism (p = 0.047), particularly bradykinesia (p = 6.64 × 10(-3))., Conclusions: We find that the rs12456492 PD risk variant affects expression of AD-associated protein CD33 in peripheral monocytes, which suggests that genetic factors for these 2 diseases may converge to influence overlapping innate immune-mediated mechanisms that contribute to neurodegeneration. Furthermore, the effect of the rs12456492(G) PD risk allele on increased CD33 suggests that the inhibition of certain myeloid functions may contribute to PD susceptibility, as is the case for AD.
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- 2016
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27. Nucleosomes impede Cas9 access to DNA in vivo and in vitro.
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Horlbeck MA, Witkowsky LB, Guglielmi B, Replogle JM, Gilbert LA, Villalta JE, Torigoe SE, Tjian R, and Weissman JS
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- CRISPR-Associated Protein 9, Cell Line, Gene Targeting methods, Humans, Bacterial Proteins antagonists & inhibitors, DNA metabolism, Endonucleases antagonists & inhibitors, Nucleosomes metabolism
- Abstract
The prokaryotic CRISPR (clustered regularly interspaced palindromic repeats)-associated protein, Cas9, has been widely adopted as a tool for editing, imaging, and regulating eukaryotic genomes. However, our understanding of how to select single-guide RNAs (sgRNAs) that mediate efficient Cas9 activity is incomplete, as we lack insight into how chromatin impacts Cas9 targeting. To address this gap, we analyzed large-scale genetic screens performed in human cell lines using either nuclease-active or nuclease-dead Cas9 (dCas9). We observed that highly active sgRNAs for Cas9 and dCas9 were found almost exclusively in regions of low nucleosome occupancy. In vitro experiments demonstrated that nucleosomes in fact directly impede Cas9 binding and cleavage, while chromatin remodeling can restore Cas9 access. Our results reveal a critical role of eukaryotic chromatin in dictating the targeting specificity of this transplanted bacterial enzyme, and provide rules for selecting Cas9 target sites distinct from and complementary to those based on sequence properties.
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- 2016
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28. Rheumatoid arthritis-associated RBPJ polymorphism alters memory CD4+ T cells.
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Orent W, Mchenry AR, Rao DA, White C, Klein HU, Bassil R, Srivastava G, Replogle JM, Raj T, Frangieh M, Cimpean M, Cuerdon N, Chibnik L, Khoury SJ, Karlson EW, Brenner MB, De Jager P, Bradshaw EM, and Elyaman W
- Subjects
- Adult, Arthritis, Rheumatoid metabolism, CD4-Positive T-Lymphocytes metabolism, Cytokines, Female, Gene Expression, Humans, Immunoglobulin J Recombination Signal Sequence-Binding Protein immunology, Immunologic Memory, Male, Receptors, Notch, Signal Transduction, Young Adult, Arthritis, Rheumatoid genetics, Arthritis, Rheumatoid immunology, CD4-Positive T-Lymphocytes immunology, Genetic Predisposition to Disease, Immunoglobulin J Recombination Signal Sequence-Binding Protein genetics, Polymorphism, Single Nucleotide
- Abstract
Notch signaling has recently emerged as an important regulator of immune responses in autoimmune diseases. The recombination signal-binding protein for immunoglobulin kappa J region (RBPJ) is a transcriptional repressor, but converts into a transcriptional activator upon activation of the canonical Notch pathway. Genome-wide association studies of rheumatoid arthritis (RA) identified a susceptibility locus, rs874040(CC), which implicated the RBPJ gene. Here, chromatin state mapping generated using the chromHMM algorithm reveals strong enhancer regions containing DNase I hypersensitive sites overlapping the rs874040 linkage disequilibrium block in human memory, but not in naïve CD4(+) T cells. The rs874040 overlapping this chromatin state was associated with increased RBPJ expression in stimulated memory CD4(+) T cells from healthy subjects homozygous for the risk allele (CC) compared with memory CD4(+) T cells bearing the protective allele (GG). Transcriptomic analysis of rs874040(CC) memory T cells showed a repression of canonical Notch target genes IL (interleukin)-9, IL-17 and interferon (IFN)γ in the basal state. Interestingly, activation of the Notch pathway using soluble Notch ligand, Jagged2-Fc, induced IL-9 and IL-17A while delta-like 4Fc, another Notch ligand, induced higher IFNγ expression in the rs874040(CC) memory CD4(+) T cells compared with their rs874040(GG) counterparts. In RA, RBPJ expression is elevated in memory T cells from RA patients compared with control subjects, and this was associated with induced inflammatory cytokines IL-9, IL-17A and IFNγ in response to Notch ligation in vitro. These findings demonstrate that the rs874040(CC) allele skews memory T cells toward a pro-inflammatory phenotype involving Notch signaling, thus increasing the susceptibility to develop RA., (© The Author 2015. Published by Oxford University Press. All rights reserved. For Permissions, please email: journals.permissions@oup.com.)
- Published
- 2016
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29. CD33 modulates TREM2: convergence of Alzheimer loci.
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Chan G, White CC, Winn PA, Cimpean M, Replogle JM, Glick LR, Cuerdon NE, Ryan KJ, Johnson KA, Schneider JA, Bennett DA, Chibnik LB, Sperling RA, Bradshaw EM, and De Jager PL
- Subjects
- Alzheimer Disease genetics, Amyloid metabolism, Humans, Microglia metabolism, Receptors, Immunologic biosynthesis, Alzheimer Disease metabolism, Genetic Predisposition to Disease, Membrane Glycoproteins genetics, Membrane Glycoproteins metabolism, Mutation genetics, Receptors, Immunologic genetics, Receptors, Immunologic metabolism, Sialic Acid Binding Ig-like Lectin 3 metabolism
- Abstract
We used a protein quantitative trait analysis in monocytes from 226 individuals to evaluate cross-talk between Alzheimer loci. The NME8 locus influenced PTK2B and the CD33 risk allele led to greater TREM2 expression. There was also a decreased TREM1/TREM2 ratio with a TREM1 risk allele, decreased TREM2 expression with CD33 suppression and elevated cortical TREM2 mRNA expression with amyloid pathology.
- Published
- 2015
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30. Reply: To PMID 25545807.
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Replogle JM and De Jager PL
- Subjects
- Female, Humans, Male, Aging genetics, Alzheimer Disease genetics, Cerebral Cortex pathology, Cognition Disorders genetics, Membrane Glycoproteins genetics, Receptors, Immunologic genetics
- Published
- 2015
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31. A pharmacogenetic study implicates SLC9a9 in multiple sclerosis disease activity.
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Esposito F, Sorosina M, Ottoboni L, Lim ET, Replogle JM, Raj T, Brambilla P, Liberatore G, Guaschino C, Romeo M, Pertel T, Stankiewicz JM, Martinelli V, Rodegher M, Weiner HL, Brassat D, Benoist C, Patsopoulos NA, Comi G, Elyaman W, Martinelli Boneschi F, and De Jager PL
- Subjects
- Adolescent, Adult, Cell Differentiation genetics, Cells, Cultured, Cohort Studies, Cytokines genetics, Cytokines metabolism, Female, Gene Expression Profiling, Gene Knockdown Techniques, Humans, In Vitro Techniques, Interferon beta-1a, Interferon beta-1b, Leukocytes, Mononuclear metabolism, Male, Middle Aged, Multiple Sclerosis, Relapsing-Remitting drug therapy, Multiple Sclerosis, Relapsing-Remitting immunology, RNA, Small Interfering, T-Lymphocytes metabolism, Young Adult, Adjuvants, Immunologic therapeutic use, Cytokines immunology, Interferon-beta therapeutic use, Multiple Sclerosis, Relapsing-Remitting genetics, Sodium-Hydrogen Exchangers genetics, T-Lymphocytes immunology
- Abstract
Objective: A proportion of multiple sclerosis (MS) patients experience disease activity despite treatment. The early identification of the most effective drug is critical to impact long-term outcome and to move toward a personalized approach. The aim of the present study is to identify biomarkers for further clinical development and to yield insights into the pathophysiology of disease activity., Methods: We performed a genome-wide association study in interferon-β (IFNβ)-treated MS patients followed by validation in 3 independent cohorts. The role of the validated variant was examined in several RNA data sets, and the function of the presumed target gene was explored using an RNA interference approach in primary T cells in vitro., Results: We found an association between rs9828519(G) and nonresponse to IFNβ (pdiscovery = 4.43 × 10(-8)) and confirmed it in a meta-analysis across 3 replication data sets (preplication = 7.78 × 10(-4)). Only 1 gene is found in the linkage disequilibrium block containing rs9828519: SLC9A9. Exploring the function of this gene, we see that SLC9A9 mRNA expression is diminished in MS subjects who are more likely to have relapses. Moreover, SLC9A9 knockdown in T cells in vitro leads an increase in expression of IFNγ, which is a proinflammatory molecule., Interpretation: This study identifies and validates the role of rs9828519, an intronic variant in SLC9A9, in IFNβ-treated subjects, demonstrating a successful pharmacogenetic screen in MS. Functional characterization suggests that SLC9A9, an Na(+) -H(+) exchanger found in endosomes, appears to influence the differentiation of T cells to a proinflammatory fate and may have a broader role in MS disease activity, outside of IFNβ treatment., (© 2015 American Neurological Association.)
- Published
- 2015
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32. A TREM1 variant alters the accumulation of Alzheimer-related amyloid pathology.
- Author
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Replogle JM, Chan G, White CC, Raj T, Winn PA, Evans DA, Sperling RA, Chibnik LB, Bradshaw EM, Schneider JA, Bennett DA, and De Jager PL
- Subjects
- Aged, Aged, 80 and over, Aging metabolism, Aging pathology, Alzheimer Disease metabolism, Alzheimer Disease pathology, Cerebral Cortex metabolism, Cognition Disorders metabolism, Cognition Disorders pathology, Cohort Studies, Endophenotypes, Female, Humans, Male, Neurofibrillary Tangles genetics, Neurofibrillary Tangles metabolism, Neurofibrillary Tangles pathology, Plaque, Amyloid genetics, Plaque, Amyloid metabolism, Plaque, Amyloid pathology, Triggering Receptor Expressed on Myeloid Cells-1, Aging genetics, Alzheimer Disease genetics, Cerebral Cortex pathology, Cognition Disorders genetics, Membrane Glycoproteins genetics, Receptors, Immunologic genetics
- Abstract
Objective: Genome-wide association studies have linked variants in TREM2 (triggering receptor expressed on myeloid cells 2) and TREML2 with Alzheimer disease (AD) and AD endophenotypes. Here, we pursue a targeted analysis of the TREM locus in relation to cognitive decline and pathological features of AD., Methods: Clinical, cognitive, and neuropathological phenotypes were collected in 3 prospective cohorts on aging (n = 3,421 subjects). Our primary analysis was an association with neuritic plaque pathology. To functionally characterize the associated variants, we used flow cytometry to measure TREM1 expression on monocytes., Results: We provide evidence that an intronic variant, rs6910730(G) , in TREM1, is associated with an increased burden of neuritic plaques (p = 3.7 × 10(-4) ), diffuse plaques (p = 4.1 × 10(-3) ), and Aβ density (p = 2.6 × 10(-3) ) as well as an increased rate of cognitive decline (p = 5.3 × 10(-3) ). A variant upstream of TREM2, rs7759295(C) , is independently associated with an increased tau tangle density (p = 4.9 × 10(-4) ), an increased burden of neurofibrillary tangles (p = 9.1 × 10(-3) ), and an increased rate of cognitive decline (p = 2.3 × 10(-3) ). Finally, a cytometric analysis shows that the TREM1 rs6910730(G) allele is associated with decreased TREM1 expression on the surface of myeloid cells (p = 1.7 × 10(-3) )., Interpretation: We provide evidence that 2 common variants within the TREM locus are associated with pathological features of AD and aging-related cognitive decline. Our evidence suggests that these variants are likely to be independent of known AD variants and that they may work through an alteration of myeloid cell function., (© 2014 American Neurological Association.)
- Published
- 2015
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33. Epigenomics in translational research.
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Replogle JM and De Jager PL
- Subjects
- Epigenesis, Genetic, Genome-Wide Association Study, Humans, Quantitative Trait Loci, Translational Research, Biomedical trends, Epigenomics trends
- Published
- 2015
- Full Text
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34. A cis-regulatory antisense RNA represses translation in Vibrio cholerae through extensive complementarity and proximity to the target locus.
- Author
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Chang H, Replogle JM, Vather N, Tsao-Wu M, Mistry R, and Liu JM
- Subjects
- 5' Untranslated Regions, Bacterial Proteins metabolism, Base Pairing, Genetic Loci, Mannitol metabolism, Monosaccharide Transport Proteins metabolism, RNA, Small Interfering metabolism, Ribosomes genetics, Ribosomes metabolism, Subcellular Fractions chemistry, Subcellular Fractions metabolism, Vibrio cholerae metabolism, Bacterial Proteins genetics, Gene Expression Regulation, Bacterial, Monosaccharide Transport Proteins genetics, Protein Biosynthesis, RNA, Small Interfering genetics, Vibrio cholerae genetics
- Abstract
As with all facultative pathogens, Vibrio cholerae must optimize its cellular processes to adapt to different environments with varying carbon sources and to environmental stresses. More specifically, in order to metabolize mannitol, V. cholerae must regulate the synthesis of MtlA, a mannitol transporter protein produced exclusively in the presence of mannitol. We previously showed that a cis-acting small RNA (sRNA) expressed by V. cholerae, MtlS, appears to post-transcriptionally downregulate the expression of mtlA and is produced in the absence of mannitol. We hypothesized that since it is complementary to the 5' untranslated region (UTR) of mtlA mRNA, MtlS may affect synthesis of MtlA by forming an mtlA-MtlS complex that blocks translation of the mRNA through occlusion of its ribosome binding site. To test this hypothesis, we used in vitro translation assays in order to examine the role MtlS plays in mtlA regulation and found that MtlS is sufficient to suppress translation of transcripts harboring the 5' UTR of mtlA. However, in a cellular context, the 5' UTR of mtlA is not sufficient for targeted repression by endogenous MtlS; additional segments from the coding region of mtlA play a role in the ability of the sRNA to regulate translation of mtlA mRNA. Additionally, proximity of transcription sites between the sRNA and mRNA significantly affects the efficacy of MtlS.
- Published
- 2015
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35. CD33: increased inclusion of exon 2 implicates the Ig V-set domain in Alzheimer's disease susceptibility.
- Author
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Raj T, Ryan KJ, Replogle JM, Chibnik LB, Rosenkrantz L, Tang A, Rothamel K, Stranger BE, Bennett DA, Evans DA, De Jager PL, and Bradshaw EM
- Subjects
- Black or African American, Alternative Splicing, Case-Control Studies, Exons, Genetic Association Studies, Genetic Predisposition to Disease, Humans, Linkage Disequilibrium, Polymorphism, Single Nucleotide, Protein Isoforms genetics, Protein Isoforms metabolism, Protein Structure, Tertiary, Sequence Analysis, DNA, Sialic Acid Binding Ig-like Lectin 3 metabolism, White People, Alzheimer Disease genetics, Sialic Acid Binding Ig-like Lectin 3 genetics
- Abstract
We previously demonstrated that the Alzheimer's disease (AD) associated risk allele, rs3865444(C), results in a higher surface density of CD33 on monocytes. Here, we find alternative splicing of exon 2 to be the primary mechanism of the genetically driven differential expression of CD33 protein. We report that the risk allele, rs3865444(C), is associated with greater cell surface expression of CD33 in both subjects of European and African-American ancestry and that there is a single haplotype influencing CD33 surface expression. A meta-analysis of the two populations narrowed the number of significant SNPs in high linkage disequilibrium (LD) (r(2) > 0.8) with rs3865444 to just five putative causal variants associated with increased protein expression. Using gene expression data from flow-sorted CD14(+)CD16(-) monocytes from 398 healthy subjects of three populations, we show that the rs3865444(C) risk allele is strongly associated with greater expression of CD33 exon 2 (pMETA = 2.36 × 10(-60)). Western blotting confirms increased protein expression of the full-length CD33 isoform containing exon 2 relative to the rs3865444(C) allele (P < 0.0001). Of the variants in strong LD with rs3865444, rs12459419, which is located in a putative SRSF2 splice site of exon 2, is the most likely candidate to mediate the altered alternative splicing of CD33's Immunoglobulin V-set domain 2 and ultimately influence AD susceptibility.
- Published
- 2014
- Full Text
- View/download PDF
36. Polarization of the effects of autoimmune and neurodegenerative risk alleles in leukocytes.
- Author
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Raj T, Rothamel K, Mostafavi S, Ye C, Lee MN, Replogle JM, Feng T, Lee M, Asinovski N, Frohlich I, Imboywa S, Von Korff A, Okada Y, Patsopoulos NA, Davis S, McCabe C, Paik HI, Srivastava GP, Raychaudhuri S, Hafler DA, Koller D, Regev A, Hacohen N, Mathis D, Benoist C, Stranger BE, and De Jager PL
- Subjects
- Adaptive Immunity genetics, Alleles, Alzheimer Disease ethnology, Alzheimer Disease genetics, Autoimmune Diseases ethnology, Ethnicity genetics, Genetic Predisposition to Disease ethnology, Genome-Wide Association Study, Humans, Immunity, Innate genetics, Multiple Sclerosis ethnology, Multiple Sclerosis genetics, Neurodegenerative Diseases ethnology, Parkinson Disease ethnology, Parkinson Disease genetics, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Rheumatic Fever ethnology, Rheumatic Fever genetics, Transcriptome, Autoimmune Diseases genetics, Autoimmunity genetics, CD4-Positive T-Lymphocytes immunology, Genetic Predisposition to Disease genetics, Monocytes immunology, Neurodegenerative Diseases genetics
- Abstract
To extend our understanding of the genetic basis of human immune function and dysfunction, we performed an expression quantitative trait locus (eQTL) study of purified CD4(+) T cells and monocytes, representing adaptive and innate immunity, in a multi-ethnic cohort of 461 healthy individuals. Context-specific cis- and trans-eQTLs were identified, and cross-population mapping allowed, in some cases, putative functional assignment of candidate causal regulatory variants for disease-associated loci. We note an over-representation of T cell-specific eQTLs among susceptibility alleles for autoimmune diseases and of monocyte-specific eQTLs among Alzheimer's and Parkinson's disease variants. This polarization implicates specific immune cell types in these diseases and points to the need to identify the cell-autonomous effects of disease susceptibility variants.
- Published
- 2014
- Full Text
- View/download PDF
37. Interindividual variation in human T regulatory cells.
- Author
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Ferraro A, D'Alise AM, Raj T, Asinovski N, Phillips R, Ergun A, Replogle JM, Bernier A, Laffel L, Stranger BE, De Jager PL, Mathis D, and Benoist C
- Subjects
- Cell Lineage, Diabetes Mellitus, Type 1 immunology, Gene Expression Profiling, Humans, RNA, Messenger genetics, T-Lymphocytes, Regulatory cytology, T-Lymphocytes, Regulatory immunology
- Abstract
FOXP3(+) regulatory T (Treg) cells enforce immune self-tolerance and homeostasis, and variation in some aspects of Treg function may contribute to human autoimmune diseases. Here, we analyzed population-level Treg variability by performing genome-wide expression profiling of CD4(+) Treg and conventional CD4(+) T (Tconv) cells from 168 donors, healthy or with established type-1 diabetes (T1D) or type-2 diabetes (T2D), in relation to genetic and immunologic screening. There was a range of variability in Treg signature transcripts, some almost invariant, others more variable, with more extensive variability for genes that control effector function (ENTPD1, FCRL1) than for lineage-specification factors like FOXP3 or IKZF2. Network analysis of Treg signature genes identified coregulated clusters that respond similarly to genetic and environmental variation in Treg and Tconv cells, denoting qualitative differences in otherwise shared regulatory circuits whereas other clusters are coregulated in Treg, but not Tconv, cells, suggesting Treg-specific regulation of genes like CTLA4 or DUSP4. Dense genotyping identified 110 local genetic variants (cis-expression quantitative trait loci), some of which are specifically active in Treg, but not Tconv, cells. The Treg signature became sharper with age and with increasing body-mass index, suggesting a tuning of Treg function with repertoire selection and/or chronic inflammation. Some Treg signature transcripts correlated with FOXP3 mRNA and/or protein, suggesting transcriptional or posttranslational regulatory relationships. Although no single transcript showed significant association to diabetes, overall expression of the Treg signature was subtly perturbed in T1D, but not T2D, patients.
- Published
- 2014
- Full Text
- View/download PDF
38. Common risk alleles for inflammatory diseases are targets of recent positive selection.
- Author
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Raj T, Kuchroo M, Replogle JM, Raychaudhuri S, Stranger BE, and De Jager PL
- Subjects
- Alleles, Genetic Predisposition to Disease, Humans, Protein Interaction Maps, Risk Factors, Genetic Variation genetics, Genome-Wide Association Study, Haplotypes genetics, Inflammation etiology, Quantitative Trait Loci, Selection, Genetic genetics
- Abstract
Genome-wide association studies (GWASs) have identified hundreds of loci harboring genetic variation influencing inflammatory-disease susceptibility in humans. It has been hypothesized that present day inflammatory diseases may have arisen, in part, due to pleiotropic effects of host resistance to pathogens over the course of human history, with significant selective pressures acting to increase host resistance to pathogens. The extent to which genetic factors underlying inflammatory-disease susceptibility has been influenced by selective processes can now be quantified more comprehensively than previously possible. To understand the evolutionary forces that have shaped inflammatory-disease susceptibility and to elucidate functional pathways affected by selection, we performed a systems-based analysis to integrate (1) published GWASs for inflammatory diseases, (2) a genome-wide scan for signatures of positive selection in a population of European ancestry, (3) functional genomics data comprised of protein-protein interaction networks, and (4) a genome-wide expression quantitative trait locus (eQTL) mapping study in peripheral blood mononuclear cells (PBMCs). We demonstrate that loci for inflammatory-disease susceptibility are enriched for genomic signatures of recent positive natural selection, with selected loci forming a highly interconnected protein-protein interaction network. Further, we identify 21 loci for inflammatory-disease susceptibility that display signatures of recent positive selection, of which 13 also show evidence of cis-regulatory effects on genes within the associated locus. Thus, our integrated analyses highlight a set of susceptibility loci that might subserve a shared molecular function and has experienced selective pressure over the course of human history; today, these loci play a key role in influencing susceptibility to multiple different inflammatory diseases, in part through alterations of gene expression in immune cells., (Copyright © 2013 The American Society of Human Genetics. Published by Elsevier Inc. All rights reserved.)
- Published
- 2013
- Full Text
- View/download PDF
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