1
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Stocksdale JT, Leventhal MJ, Lam S, Xu YX, Wang YO, Wang KQ, Thomas R, Faghihmonzavi Z, Raghav Y, Smith C, Wu J, Miramontes R, Sarda K, Johnston H, Shin MG, Huang T, Foster M, Barch M, Amirani N, Paiz C, Easter L, Duderstadt E, Vaibhav V, Sundararaman N, Felsenfeld DP, Vogt TF, Van Eyk J, Finkbeiner S, Kaye JA, Fraenkel E, Thompson LM. Intersecting impact of CAG repeat and huntingtin knockout in stem cell-derived cortical neurons. Neurobiol Dis 2025; 210:106914. [PMID: 40258535 DOI: 10.1016/j.nbd.2025.106914] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2025] [Revised: 04/13/2025] [Accepted: 04/14/2025] [Indexed: 04/23/2025] Open
Abstract
Huntington's Disease (HD) is caused by a CAG repeat expansion in the gene encoding huntingtin (HTT). While normal HTT function appears impacted by the mutation, the specific pathways unique to CAG repeat expansion versus loss of normal function are unclear. To understand the impact of the CAG repeat expansion, we evaluated biological signatures of HTT knockout (HTT KO) versus those that occur from the CAG repeat expansion by applying multi-omics, live cell imaging, survival analysis and a novel feature-based pipeline to study cortical neurons (eCNs) derived from an isogenic human embryonic stem cell series (RUES2). HTT KO and the CAG repeat expansion influence developmental trajectories of eCNs, with opposing effects on growth. Network analyses of differentially expressed genes and proteins associated with enriched epigenetic motifs identified subnetworks common to CAG repeat expansion and HTT KO that include neuronal differentiation, cell cycle regulation, and mechanisms related to transcriptional repression, and may represent gain-of-function mechanisms that cannot be explained by HTT loss of function alone. A combination of dominant and loss-of-function mechanisms are likely involved in the aberrant neurodevelopmental and neurodegenerative features of HD that can help inform therapeutic strategies.
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Affiliation(s)
| | - Matthew J Leventhal
- MIT PhD Program in Computational and Systems Biology, Cambridge, MA 02139, USA; MIT Department of Biological Engineering, Cambridge, MA 02139, USA; Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Stephanie Lam
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Yu-Xin Xu
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Yang Oliver Wang
- Advanced Clinical Biosystems Research Institute, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Keona Q Wang
- Department of Neurobiology and Behavior, UC Irvine, Irvine, CA 92677, USA
| | - Reuben Thomas
- Institute of Data Science and Biotechnology, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Zohreh Faghihmonzavi
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Yogindra Raghav
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Charlene Smith
- Department of Psychiatry and Human Behavior, UC Irvine, Irvine, CA 92697, USA
| | - Jie Wu
- Department of Biological Chemistry, UC Irvine, Irvine, CA 92697, USA
| | - Ricardo Miramontes
- Institute for Memory Impairments and Neurological Disorders, UC Irvine, Irvine, CA 92697, USA
| | - Kanchan Sarda
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Heather Johnston
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Min-Gyoung Shin
- Institute of Data Science and Biotechnology, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Terry Huang
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Mikelle Foster
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Mariya Barch
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Naufa Amirani
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Chris Paiz
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Lindsay Easter
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Erse Duderstadt
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Vineet Vaibhav
- Advanced Clinical Biosystems Research Institute, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Niveda Sundararaman
- Advanced Clinical Biosystems Research Institute, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | | | | | - Jennifer Van Eyk
- Advanced Clinical Biosystems Research Institute, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Steve Finkbeiner
- Institute of Data Science and Biotechnology, Gladstone Institutes, San Francisco, CA 94158, USA; Department of Physiology, University of California, San Francisco, San Francisco, CA 94158, USA; Department of Neurology, University of California San Francisco, San Francisco, CA 94158, USA; Taube/Koret Center for Neurodegenerative Disease Research, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Julia A Kaye
- Center for Systems and Therapeutics, Gladstone Institutes, San Francisco, CA 94158, USA; Taube/Koret Center for Neurodegenerative Disease Research, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Ernest Fraenkel
- MIT PhD Program in Computational and Systems Biology, Cambridge, MA 02139, USA; MIT Department of Biological Engineering, Cambridge, MA 02139, USA
| | - Leslie M Thompson
- Department of Neurobiology and Behavior, UC Irvine, Irvine, CA 92677, USA; Department of Psychiatry and Human Behavior, UC Irvine, Irvine, CA 92697, USA; Department of Biological Chemistry, UC Irvine, Irvine, CA 92697, USA; Institute for Memory Impairments and Neurological Disorders, UC Irvine, Irvine, CA 92697, USA.
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2
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Leventhal MJ, Zanella CA, Kang B, Peng J, Gritsch D, Liao Z, Bukhari H, Wang T, Pao PC, Danquah S, Benetatos J, Nehme R, Farhi S, Tsai LH, Dong X, Scherzer CR, Feany MB, Fraenkel E. An integrative systems-biology approach defines mechanisms of Alzheimer's disease neurodegeneration. Nat Commun 2025; 16:4441. [PMID: 40393985 PMCID: PMC12092734 DOI: 10.1038/s41467-025-59654-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2024] [Accepted: 04/28/2025] [Indexed: 05/22/2025] Open
Abstract
Despite years of intense investigation, the mechanisms underlying neuronal death in Alzheimer's disease, remain incompletely understood. To define relevant pathways, we conducted an unbiased, genome-scale forward genetic screen for age-associated neurodegeneration in Drosophila. We also measured proteomics, phosphoproteomics, and metabolomics in Drosophila models of Alzheimer's disease and identified Alzheimer's genetic variants that modify gene expression in disease-vulnerable neurons in humans. We then used a network model to integrate these data with previously published Alzheimer's disease proteomics, lipidomics and genomics. Here, we computationally predict and experimentally confirm how HNRNPA2B1 and MEPCE enhance toxicity of the tau protein, a pathological feature of Alzheimer's disease. Furthermore, we demonstrated that the screen hits CSNK2A1 and NOTCH1 regulate DNA damage in Drosophila and human stem cell-derived neural progenitor cells. Our study identifies candidate pathways that could be targeted to ameliorate neurodegeneration in Alzheimer's disease.
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Affiliation(s)
- Matthew J Leventhal
- MIT Ph.D. Program in Computational and Systems Biology, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Camila A Zanella
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Byunguk Kang
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Spatial Technology Platform, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Jiajie Peng
- Precision Neurology Program, Brigham and Women's Hospital and Harvard Medical school, Boston, MA, USA
- APDA Center for Advanced Parkinson's Disease Research, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - David Gritsch
- Precision Neurology Program, Brigham and Women's Hospital and Harvard Medical school, Boston, MA, USA
- APDA Center for Advanced Parkinson's Disease Research, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Zhixiang Liao
- Precision Neurology Program, Brigham and Women's Hospital and Harvard Medical school, Boston, MA, USA
- APDA Center for Advanced Parkinson's Disease Research, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Hassan Bukhari
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Tao Wang
- Precision Neurology Program, Brigham and Women's Hospital and Harvard Medical school, Boston, MA, USA
- APDA Center for Advanced Parkinson's Disease Research, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- School of Computer Science, Northwestern Polytechnical University, Xi'an, China
| | - Ping-Chieh Pao
- Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
- Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Serwah Danquah
- Spatial Technology Platform, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Joseph Benetatos
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Ralda Nehme
- Spatial Technology Platform, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Samouil Farhi
- Spatial Technology Platform, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Li-Huei Tsai
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
- Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Xianjun Dong
- Precision Neurology Program, Brigham and Women's Hospital and Harvard Medical school, Boston, MA, USA
- APDA Center for Advanced Parkinson's Disease Research, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Clemens R Scherzer
- Precision Neurology Program, Brigham and Women's Hospital and Harvard Medical school, Boston, MA, USA
- APDA Center for Advanced Parkinson's Disease Research, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Stephen and Denise Adams Center of Yale School of Medicine, New Haven, CT, USA
| | - Mel B Feany
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Ernest Fraenkel
- MIT Ph.D. Program in Computational and Systems Biology, Cambridge, MA, USA.
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.
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3
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Parameswaran J, McEachin ZT. PI3P: Rising to the (DPR) challenge in C9-ALS/FTD. Neuron 2025; 113:1301-1303. [PMID: 40339566 DOI: 10.1016/j.neuron.2025.04.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2025] [Revised: 04/09/2025] [Accepted: 04/09/2025] [Indexed: 05/10/2025]
Abstract
A hexanucleotide G4C2 repeat expansion in C9orf72 causes accumulation of dipeptide repeat (DPR) proteins and is the leading genetic cause of amyotrophic lateral sclerosis (ALS) and frontotemporal dementia (FTD). In a recent issue of Neuron, Zhang et al.1 report that elevating PI3P levels mitigates endolysosomal deficits and DPR-associated neurotoxicity.
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Affiliation(s)
| | - Zachary T McEachin
- Department of Cell Biology, Emory University, Atlanta, GA 30322, USA; Department of Human Genetics, Emory University, Atlanta, GA 30322, USA; Laboratory for Translational Cell Biology, Emory University, Atlanta, GA 30322, USA.
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4
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Bankah AZ, Tagoe TA, Darko E, Agoha R, Ametefe EN, Kukuia KKE, Adjei S. Combined Administration of Lactobacillus or Bifidobacterium Offers Enhanced Antidepressant and Anxiolytic Activity in a Dose Dependent Manner. Brain Behav 2025; 15:e70564. [PMID: 40384043 PMCID: PMC12086308 DOI: 10.1002/brb3.70564] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Revised: 02/14/2025] [Accepted: 04/28/2025] [Indexed: 05/20/2025] Open
Abstract
PURPOSE Gut microbiota is strongly linked to the activity of the bidirectional gut-brain axis, which influences neuropsychological processes at multiple levels. Changes in the gut microbiota have been implicated in mood disorders, and probiotics have been explored for their ability to mitigate the effects of stress on mental health. Here, we investigated the therapeutic benefits of different concentrations and combinations of Lactobacillus and Bifidobacterium in a mouse model of stress induced depression and anxiety. METHODS Sixty-three male ICR mice (6-8 weeks old; 20-25g) divided into nine groups were used for this study. The test groups underwent chronic unpredictable mild stress protocols for two weeks before receiving low (104 CFU/ml) or high (108 CFU/ml) doses of either monotherapy (Lactobacillus or Bifidobacterium) or a combination therapy (Lactobacillus and Bifidobacterium) for four weeks. The antidepressant, fluoxetine, served as the positive control. Measurements of weight and sucrose preference were performed at four time points in addition to a battery of behavioral tests (open field tests, forced swim test, tail suspension test, and hot plate test) at the endpoint to assess depression and anxiety-like behavior. RESULTS Low doses of the probiotic formulation (mono- or combined therapy) reversed weight loss but not anhedonia. In contrast, high doses of probiotic formulations (mono- or combined therapy), along with fluoxetine, were effective in reversing the weight loss and anhedonia caused by chronic unpredictable mild stress. Probiotics ameliorated stress-induced immobility as measured by both the forced swim and tail suspension tests, while also reducing anxiety-like behavior (increased peripheral activity) in the open field test. High doses of mono- or combined therapy increased curling behavior in the tail suspension test, whereas fluoxetine failed to do so. CONCLUSION This study indicates the species- and dose-dependent beneficial effects of probiotics on behavioral outcomes associated with depression while also reversing weight loss. Evidence suggests that probiotics and fluoxetine may exert antidepressant activity via different mechanisms.
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Affiliation(s)
| | | | - Emmanuel Darko
- Department of Physiology, University of Ghana, Legon, Ghana
| | - Righteous Agoha
- Department of Biochemistry, Cell and Molecular Biology, University of Ghana, Legon, Ghana
| | - Elmer Nayra Ametefe
- Department of Biochemistry, Cell and Molecular Biology, University of Ghana, Legon, Ghana
| | | | - Samuel Adjei
- Department of Animal Experimentation, Noguchi Memorial Institute for Medical Research, University of Ghana, Legon, Ghana
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5
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Segura-Roman A, Citron YR, Shin M, Sindoni N, Maya-Romero A, Rapp S, Goul C, Mancias JD, Zoncu R. Autophagosomes anchor an AKAP11-dependent regulatory checkpoint that shapes neuronal PKA signaling. EMBO J 2025:10.1038/s44318-025-00436-x. [PMID: 40263600 DOI: 10.1038/s44318-025-00436-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Revised: 03/13/2025] [Accepted: 03/24/2025] [Indexed: 04/24/2025] Open
Abstract
Protein Kinase A (PKA) is regulated spatially and temporally via scaffolding of its catalytic (Cα) and regulatory (RI/RII) subunits by the A-kinase-anchoring proteins (AKAP). By binding to an AKAP11 scaffold, PKA engages in poorly understood interactions with autophagy, a key degradation pathway for neuronal cell homeostasis. Mutations in AKAP11 promote schizophrenia and bipolar disorders (SZ-BP) through unknown mechanisms. Here, through proteomic-based analyses of immunopurified lysosomes, we identify the Cα-RIα-AKAP11 holocomplex as a prominent autophagy-associated protein-kinase complex. AKAP11 scaffolds Cα-RIα interaction with the autophagic machinery via its LC3-interacting region (LIR), enabling both PKA regulation by upstream signals, and its autophagy-dependent degradation. We identify Ser83 on the RIα linker-hinge region as an AKAP11-dependent phospho-residue that modulates RIα-Cα binding to the autophagosome and cAMP-induced PKA activation. Decoupling AKAP11-PKA from autophagy alters downstream phosphorylation events, supporting an autophagy-dependent checkpoint for PKA signaling. Ablating AKAP11 in induced pluripotent stem cell-derived neurons reveals dysregulation of multiple pathways for neuronal homeostasis. Thus, the autophagosome is a platform that modulates PKA signaling, providing a possible mechanistic link to SZ/BP pathophysiology.
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Affiliation(s)
- Ashley Segura-Roman
- Department of Molecular and Cell Biology, University of California at Berkeley, Berkeley, CA, 94720, USA
| | - Y Rose Citron
- Department of Molecular and Cell Biology, University of California at Berkeley, Berkeley, CA, 94720, USA
| | - Myungsun Shin
- Division of Radiation and Genome Stability, Department of Radiation Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, 02215, USA
| | - Nicole Sindoni
- Division of Radiation and Genome Stability, Department of Radiation Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, 02215, USA
| | - Alex Maya-Romero
- Department of Molecular and Cell Biology, University of California at Berkeley, Berkeley, CA, 94720, USA
| | - Simon Rapp
- Department of Molecular and Cell Biology, University of California at Berkeley, Berkeley, CA, 94720, USA
| | - Claire Goul
- Department of Molecular and Cell Biology, University of California at Berkeley, Berkeley, CA, 94720, USA
| | - Joseph D Mancias
- Division of Radiation and Genome Stability, Department of Radiation Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, 02215, USA
| | - Roberto Zoncu
- Department of Molecular and Cell Biology, University of California at Berkeley, Berkeley, CA, 94720, USA.
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6
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McKenna BG, Lussier AA, Suderman MJ, Walton E, Simpkin AJ, Hüls A, Dunn EC. Strengthening Rigor and Reproducibility in Epigenome-Wide Association Studies of Social Exposures and Brain-Based Health Outcomes. Curr Environ Health Rep 2025; 12:19. [PMID: 40254641 PMCID: PMC12009779 DOI: 10.1007/s40572-024-00469-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/16/2024] [Indexed: 04/22/2025]
Abstract
PURPOSE OF REVIEW Studies examining the effects of social factors on the epigenome have proliferated over the last two decades. Social epigenetics research to date has broadly demonstrated that social factors spanning childhood adversity, to neighborhood disadvantage, educational attainment, and economic instability are associated with alterations to DNA methylation that may have a functional impact on health. These relationships are particularly relevant to brain-based health outcomes such as psychiatric disorders, which are strongly influenced by social exposures and are also the leading cause of disability worldwide. However, social epigenetics studies are limited by the many challenges faced by both epigenome-wide association studies (EWAS) and the study of social factors. FINDINGS In this manuscript, we provide a framework to achieve greater rigor and reproducibility in social epigenetics research. We discuss current limitations of the social epigenetics field, as well as existing and new solutions to improve rigor and reproducibility. Readers will gain a better understanding of the current considerations and processes that could maximize rigor when conducting social epigenetics research, as well as the technologies and approaches that merit attention and investment to propel continued discovery into the future.
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Affiliation(s)
- Brooke G McKenna
- Center for Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA.
- Department of Sociology, Purdue University, West Lafayette, IN, USA.
| | - Alexandre A Lussier
- Center for Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Matthew J Suderman
- MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Esther Walton
- Department of Psychology, University of Bath, Bath, UK
| | - Andrew J Simpkin
- School of Mathematical and Statistical Sciences, University of Galway, Galway, Ireland
| | - Anke Hüls
- Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Erin C Dunn
- Center for Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Department of Sociology, Purdue University, West Lafayette, IN, USA
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7
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Binan L, Jiang A, Danquah SA, Valakh V, Simonton B, Bezney J, Manguso RT, Yates KB, Nehme R, Cleary B, Farhi SL. Simultaneous CRISPR screening and spatial transcriptomics reveal intracellular, intercellular, and functional transcriptional circuits. Cell 2025; 188:2141-2158.e18. [PMID: 40081369 DOI: 10.1016/j.cell.2025.02.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Revised: 10/24/2024] [Accepted: 02/14/2025] [Indexed: 03/16/2025]
Abstract
Pooled optical screens have enabled the study of cellular interactions, morphology, or dynamics at massive scale, but they have not yet leveraged the power of highly plexed single-cell resolved transcriptomic readouts to inform molecular pathways. Here, we present a combination of imaging spatial transcriptomics with parallel optical detection of in situ amplified guide RNAs (Perturb-FISH). Perturb-FISH recovers intracellular effects that are consistent with single-cell RNA-sequencing-based readouts of perturbation effects (Perturb-seq) in a screen of lipopolysaccharide response in cultured monocytes, and it uncovers intercellular and density-dependent regulation of the innate immune response. Similarly, in three-dimensional xenograft models, Perturb-FISH identifies tumor-immune interactions altered by genetic knockout. When paired with a functional readout in a separate screen of autism spectrum disorder risk genes in human-induced pluripotent stem cell (hIPSC) astrocytes, Perturb-FISH shows common calcium activity phenotypes and their associated genetic interactions and dysregulated molecular pathways. Perturb-FISH is thus a general method for studying the genetic and molecular associations of spatial and functional biology at single-cell resolution.
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Affiliation(s)
- Loϊc Binan
- Spatial Technology Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Aiping Jiang
- Cancer Program, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02144, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Serwah A Danquah
- Spatial Technology Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Vera Valakh
- Spatial Technology Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Brooke Simonton
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jon Bezney
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Robert T Manguso
- Cancer Program, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02144, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Kathleen B Yates
- Cancer Program, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA 02144, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Ralda Nehme
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Brian Cleary
- Faculty of Computing and Data Sciences, Boston University, Boston, MA 02215, USA; Department of Biology, Boston University, Boston, MA 02215, USA; Department of Biomedical Engineering, Boston University, Boston, MA 02215, USA; Program in Bioinformatics, Boston University, Boston, MA 02215, USA; Biological Design Center, Boston University, Boston, MA 02215, USA.
| | - Samouil L Farhi
- Spatial Technology Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
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Guo X, Wang X, Wang J, Ma M, Ren Q. Current Development of iPSC-Based Modeling in Neurodegenerative Diseases. Int J Mol Sci 2025; 26:3774. [PMID: 40332425 PMCID: PMC12027653 DOI: 10.3390/ijms26083774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2025] [Revised: 04/08/2025] [Accepted: 04/09/2025] [Indexed: 05/08/2025] Open
Abstract
Over the past two decades, significant advancements have been made in the induced pluripotent stem cell (iPSC) technology. These developments have enabled the broader application of iPSCs in neuroscience, improved our understanding of disease pathogenesis, and advanced the investigation of therapeutic targets and methods. Specifically, optimizations in reprogramming protocols, coupled with improved neuronal differentiation and maturation techniques, have greatly facilitated the generation of iPSC-derived neural cells. The integration of the cerebral organoid technology and CRISPR/Cas9 genome editing has further propelled the application of iPSCs in neurodegenerative diseases to a new stage. Patient-derived or CRISPR-edited cerebral neurons and organoids now serve as ideal disease models, contributing to our understanding of disease pathophysiology and identifying novel therapeutic targets and candidates. In this review, we examine the development of iPSC-based models in neurodegenerative diseases, including Alzheimer's disease, Parkinson's disease, and Huntington's disease.
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Affiliation(s)
- Xiangge Guo
- Department of Human Anatomy, Hebei Medical University, Shijiazhuang 050017, China; (X.G.); (X.W.); (J.W.)
| | - Xumeng Wang
- Department of Human Anatomy, Hebei Medical University, Shijiazhuang 050017, China; (X.G.); (X.W.); (J.W.)
| | - Jiaxuan Wang
- Department of Human Anatomy, Hebei Medical University, Shijiazhuang 050017, China; (X.G.); (X.W.); (J.W.)
| | - Min Ma
- Department of Human Anatomy, Hebei Medical University, Shijiazhuang 050017, China; (X.G.); (X.W.); (J.W.)
- Human Brain Bank, Hebei Medical University, Shijiazhuang 050017, China
| | - Qian Ren
- Department of Human Anatomy, Hebei Medical University, Shijiazhuang 050017, China; (X.G.); (X.W.); (J.W.)
- The Key Laboratory of Neural and Vascular Biology, Ministry of Education, Hebei Medical University, Shijiazhuang 050017, China
- Hebei Key Laboratory of Neurodegenerative Disease Mechanism, Hebei Medical University, Shijiazhuang 050017, China
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9
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Berlind JE, Lai JD, Lie C, Vicente J, Lam K, Guo S, Chang J, Yu V, Ichida JK. KCTD20 suppression mitigates excitotoxicity in tauopathy patient organoids. Neuron 2025; 113:1169-1189.e7. [PMID: 40049159 PMCID: PMC12005969 DOI: 10.1016/j.neuron.2025.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 12/13/2024] [Accepted: 02/04/2025] [Indexed: 04/19/2025]
Abstract
Excitotoxicity is a major pathologic mechanism in patients with tauopathy and other neurodegenerative diseases. However, the key neurotoxic drivers and the most effective strategies for mitigating these degenerative processes are unclear. Here, we show that glutamate treatment of induced pluripotent stem cell (iPSC)-derived cerebral organoids induces tau oligomerization and neurodegeneration and that these phenotypes are enhanced in organoids derived from tauopathy patients. Using a genome-wide CRISPR interference (CRISPRi) screen, we find that the suppression of KCTD20 potently ameliorates tau pathology and neurodegeneration in glutamate-treated organoids and mice, as well as in transgenic mice overexpressing mutant human tau. KCTD20 suppression reduces oligomeric tau and improves neuron survival by activating lysosomal exocytosis, which clears pathological tau. Our results show that glutamate signaling can induce neuronal tau pathology and identify KCTD20 suppression and lysosomal exocytosis as effective strategies for clearing neurotoxic tau species.
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Affiliation(s)
- Joshua E Berlind
- Department of Stem Cell Biology and Regenerative Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA; Eli and Edythe Broad CIRM Center for Regenerative Medicine and Stem Cell Research at USC, Los Angeles, CA, USA
| | - Jesse D Lai
- Department of Stem Cell Biology and Regenerative Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA; Eli and Edythe Broad CIRM Center for Regenerative Medicine and Stem Cell Research at USC, Los Angeles, CA, USA; Department of Neuroscience, Amgen Inc., Cambridge, MA, USA; Neurological & Rare Diseases, Dewpoint Therapeutics, Boston, MA, USA.
| | - Cecilia Lie
- Department of Stem Cell Biology and Regenerative Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA; Eli and Edythe Broad CIRM Center for Regenerative Medicine and Stem Cell Research at USC, Los Angeles, CA, USA
| | - Jokabeth Vicente
- Department of Stem Cell Biology and Regenerative Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA; Eli and Edythe Broad CIRM Center for Regenerative Medicine and Stem Cell Research at USC, Los Angeles, CA, USA
| | - Kelsey Lam
- Department of Stem Cell Biology and Regenerative Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA; Eli and Edythe Broad CIRM Center for Regenerative Medicine and Stem Cell Research at USC, Los Angeles, CA, USA
| | - Sheron Guo
- Department of Stem Cell Biology and Regenerative Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA; Eli and Edythe Broad CIRM Center for Regenerative Medicine and Stem Cell Research at USC, Los Angeles, CA, USA
| | - Jonathan Chang
- Department of Stem Cell Biology and Regenerative Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA; Eli and Edythe Broad CIRM Center for Regenerative Medicine and Stem Cell Research at USC, Los Angeles, CA, USA
| | - Violeta Yu
- Neurological & Rare Diseases, Dewpoint Therapeutics, Boston, MA, USA
| | - Justin K Ichida
- Department of Stem Cell Biology and Regenerative Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA; Eli and Edythe Broad CIRM Center for Regenerative Medicine and Stem Cell Research at USC, Los Angeles, CA, USA; Zilkha Neurogenetic Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
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10
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Zhang Z, Fu X, Wright N, Wang W, Ye Y, Asbury J, Li Y, Zhu C, Wu R, Wang S, Sun S. PTPσ-mediated PI3P regulation modulates neurodegeneration in C9ORF72-ALS/FTD. Neuron 2025; 113:1190-1205.e9. [PMID: 40073860 PMCID: PMC12005967 DOI: 10.1016/j.neuron.2025.02.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2024] [Revised: 12/09/2024] [Accepted: 02/06/2025] [Indexed: 03/14/2025]
Abstract
The most common genetic cause of amyotrophic lateral sclerosis (ALS) and frontotemporal dementia (FTD) is the repeat expansion in C9ORF72. Dipeptide repeat (DPR) proteins translated from both sense and antisense repeats, especially arginine-rich DPRs (R-DPRs), contribute to neurodegeneration. Through CRISPR interference (CRISPRi) screening in human-derived neurons, we identified receptor-type tyrosine-protein phosphatase S (PTPσ) as a strong modifier of poly-GR-mediated toxicity. We showed that reducing PTPσ promotes the survival of both poly-GR- and poly-PR-expressing neurons by elevating phosphatidylinositol 3-phosphate (PI3P), accompanied by restored early endosomes and lysosomes. Remarkably, PTPσ knockdown or inhibition substantially rescues the PI3P-endolysosomal defects and improves the survival of C9ORF72-ALS/FTD patient-derived neurons. Furthermore, the PTPσ inhibitor diminishes GR toxicity and rescues pathological and behavioral phenotypes in mice. Overall, these findings emphasize the critical role of PI3P-mediated endolysosomal deficits induced by R-DPRs in disease pathogenesis and reveal the therapeutic potential of targeting PTPσ in C9ORF72-ALS/FTD.
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Affiliation(s)
- Zhe Zhang
- Department of Physiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Xiujuan Fu
- Department of Physiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Noelle Wright
- Department of Physiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Cellular and Molecular Physiology Graduate Program, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Weiren Wang
- Department of Physiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Biotechology Master Program, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Yingzhi Ye
- Department of Physiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Cellular and Molecular Physiology Graduate Program, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Julie Asbury
- Department of Physiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Notre Dame of Maryland University, Baltimore, MD 21210, USA
| | - Yini Li
- Department of Physiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Chengzhang Zhu
- Department of Physiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Cellular and Molecular Medicine Graduate Program, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Rong Wu
- Department of Physiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Shaopeng Wang
- Department of Physiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Shuying Sun
- Department of Physiology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Brain Science Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; The Solomon H. Snyder Department of Neuroscience and Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA.
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11
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Minakaki G, Safren N, Bustos BI, Lubbe SJ, Mencacci NE, Krainc D. Commander complex regulates lysosomal function and is implicated in Parkinson's disease risk. Science 2025; 388:204-211. [PMID: 40209002 DOI: 10.1126/science.adq6650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Revised: 12/02/2024] [Accepted: 02/12/2025] [Indexed: 04/12/2025]
Abstract
Variants in GBA1 resulting in decreased lysosomal glucocerebrosidase (GCase) activity are a common risk factor for Parkinson's disease (PD) and dementia with Lewy bodies (DLB). Incomplete penetrance of GBA1 variants suggests that additional genes contribute to PD and DLB manifestation. By using a pooled genome-wide CRISPR interference screen, we identified copper metabolism MURR1 domain-containing 3 (COMMD3) protein, a component of the COMMD/coiled-coil domain-containing protein 22 (CCDC22)/CCDC93 (CCC) and Commander complexes, as a modifier of GCase and lysosomal activity. Loss of COMMD3 increased the release of lysosomal proteins through extracellular vesicles, leading to their impaired delivery to endolysosomes and consequent lysosomal dysfunction. Rare variants in the Commander gene family were associated with increased PD risk. Thus, COMMD genes and related complexes regulate lysosomal homeostasis and may represent modifiers in PD and other neurodegenerative diseases associated with lysosomal dysfunction.
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Affiliation(s)
- Georgia Minakaki
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Nathaniel Safren
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Bernabe I Bustos
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Steven J Lubbe
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Niccolò E Mencacci
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Dimitri Krainc
- Davee Department of Neurology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
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12
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Teter OM, McQuade A, Hagan V, Liang W, Dräger NM, Sattler SM, Holmes BB, Castillo VC, Papakis V, Leng K, Boggess S, Nowakowski TJ, Wells J, Kampmann M. CRISPRi-based screen of autism spectrum disorder risk genes in microglia uncovers roles of ADNP in microglia endocytosis and synaptic pruning. Mol Psychiatry 2025:10.1038/s41380-025-02997-z. [PMID: 40188316 DOI: 10.1038/s41380-025-02997-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2024] [Revised: 03/06/2025] [Accepted: 03/26/2025] [Indexed: 04/07/2025]
Abstract
Autism Spectrum Disorders (ASD) are a set of neurodevelopmental disorders with complex biology. The identification of ASD risk genes from exome-wide association studies and de novo variation analyses has enabled mechanistic investigations into how ASD-risk genes alter development. Most functional genomics studies have focused on the role of these genes in neurons and neural progenitor cells. However, roles for ASD risk genes in other cell types are largely uncharacterized. There is evidence from postmortem tissue that microglia, the resident immune cells of the brain, appear activated in ASD. Here, we used CRISPRi-based functional genomics to systematically assess the impact of ASD risk gene knockdown on microglia activation and phagocytosis. We developed an iPSC-derived microglia-neuron coculture system and high-throughput flow cytometry readout for synaptic pruning to enable parallel CRISPRi-based screening of phagocytosis of beads, synaptosomes, and synaptic pruning. Our screen identified ADNP, a high-confidence ASD risk genes, as a modifier of microglial synaptic pruning. We found that microglia with ADNP loss have altered endocytic trafficking, remodeled proteomes, and increased motility in coculture.
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Affiliation(s)
- Olivia M Teter
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- UC Berkeley-UCSF Graduate Program in Bioengineering, University of California, San Francisco, San Francisco, CA, USA
| | - Amanda McQuade
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Venus Hagan
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Weiwei Liang
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Nina M Dräger
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Sydney M Sattler
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Brandon B Holmes
- Department of Neurology, University of California, San Francisco, CA, USA
| | - Vincent Cele Castillo
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Vasileios Papakis
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- Developmental and Stem Cell Biology Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Kun Leng
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
| | - Steven Boggess
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Tomasz J Nowakowski
- Department of Anatomy, University of California, San Francisco, San Francisco, CA, 94158, USA
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, 94158, USA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA, 94158, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, 94158, USA
- Eli and Edythe Broad Center for Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, 94158, USA
| | - James Wells
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA, USA
| | - Martin Kampmann
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA.
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA, USA.
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13
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Hayes LR, Zaepfel B, Duan L, Starner AC, Bartels MD, Rothacher RL, Martin S, French R, Zhang Z, Sinha IR, Ling JP, Sun S, Ayala YM, Coller J, Van Nostrand EL, Florea L, Kalab P. 5-ethynyluridine perturbs nuclear RNA metabolism to promote the nuclear accumulation of TDP-43 and other RNA binding proteins. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.04.02.646885. [PMID: 40236187 PMCID: PMC11996483 DOI: 10.1101/2025.04.02.646885] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/17/2025]
Abstract
TDP-43, an essential nucleic acid binding protein and splicing regulator, is broadly disrupted in neurodegeneration. TDP-43 nuclear localization and function depend on the abundance of its nuclear RNA targets and its recruitment into large ribonucleoprotein complexes, which restricts TDP-43 nuclear efflux. To further investigate the interplay between TDP-43 and nascent RNAs, we aimed to employ 5-ethynyluridine (5EU), a widely used uridine analog for 'click chemistry' labeling of newly transcribed RNAs. Surprisingly, 5EU induced the nuclear accumulation of TDP-43 and other RNA-binding proteins and attenuated TDP-43 mislocalization caused by disruption of the nuclear transport apparatus. RNA FISH demonstrated 5EU-induced nuclear accumulation of polyadenylated and GU-repeat-rich RNAs, suggesting increased retention of both processed and intronic RNAs. TDP-43 eCLIP confirmed that 5EU preserved TDP-43 binding at predominantly GU-rich intronic sites. RNAseq revealed significant 5EU-induced changes in alternative splicing, accompanied by an overall reduction in splicing diversity, without any major changes in RNA stability or TDP-43 splicing regulatory function. These data suggest that 5EU may impede RNA splicing efficiency and subsequent nuclear RNA processing and export. Our findings have important implications for studies utilizing 5EU and offer unexpected confirmation that the accumulation of endogenous nuclear RNAs promotes TDP-43 nuclear localization.
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14
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Song JHT, Carter AC, Bushinsky EM, Beck SG, Petrocelli JE, Koreman GT, Babu J, Kingsley DM, Greenberg ME, Walsh CA. Human-chimpanzee tetraploid system defines mechanisms of species-specific neural gene regulation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.03.31.646367. [PMID: 40236112 PMCID: PMC11996389 DOI: 10.1101/2025.03.31.646367] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/17/2025]
Abstract
A major challenge in human evolutionary biology is to pinpoint genetic differences that underlie human-specific traits, such as increased neuron number and differences in cognitive behaviors. We used human-chimpanzee tetraploid cells to distinguish gene expression changes due to cis -acting sequence variants that change local gene regulation, from trans expression changes due to species differences in the cellular environment. In neural progenitor cells, examination of both cis and trans changes - combined with CRISPR inhibition and transcription factor motif analyses - identified cis -acting, species-specific gene regulatory changes, including to TNIK, FOSL2 , and MAZ , with widespread trans effects on neurogenesis-related gene programs. In excitatory neurons, we identified POU3F2 as a key cis -regulated gene with trans effects on synaptic gene expression and neuronal firing. This study identifies cis -acting genomic changes that cause cascading trans gene regulatory effects to contribute to human neural specializations, and provides a general framework for discovering genetic differences underlying human traits.
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15
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Carter AC, Koreman GT, Petrocelli JE, Robb JE, Bushinsky EM, Trowbridge SK, Kingsley DM, Walsh CA, Song JHT, Greenberg ME. FOS binding sites are a hub for the evolution of activity-dependent gene regulatory programs in human neurons. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.03.31.646366. [PMID: 40236085 PMCID: PMC11996375 DOI: 10.1101/2025.03.31.646366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/17/2025]
Abstract
After birth, sensory inputs to neurons trigger the induction of activity-dependent genes (ADGs) that mediate many aspects of neuronal maturation and plasticity. To identify human-specific ADGs, we characterized these genes in human-chimpanzee tetraploid neurons. We identified 235 ADGs that are differentially expressed between human and chimpanzee neurons and found that their nearby regulatory sites are species-biased in their binding of the transcription factor FOS. An assessment of these sites revealed that many are enriched for single nucleotide variants that promote or eliminate FOS binding in human neurons. Disrupting the function of individual species-biased FOS-bound enhancers diminishes expression of nearby genes and affects the firing dynamics of human neurons. Our findings indicate that FOS-bound enhancers are frequent sites of evolution and that they regulate human-specific ADGs that may contribute to the unusually protracted and complex process of postnatal human brain development.
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16
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Ramadoss GN, Namaganda SJ, Hamilton JR, Sharma R, Chow KG, Macklin BL, Sun M, Liu JC, Fellmann C, Watry HL, Jin J, Perez BS, Espinoza CRS, Matia MP, Lu SH, Judge LM, Nussenzweig A, Adamson B, Murthy N, Doudna JA, Kampmann M, Conklin BR. Neuronal DNA repair reveals strategies to influence CRISPR editing outcomes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.06.25.600517. [PMID: 38979269 PMCID: PMC11230251 DOI: 10.1101/2024.06.25.600517] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/10/2024]
Abstract
Genome editing is poised to revolutionize treatment of genetic diseases, but poor understanding and control of DNA repair outcomes hinders its therapeutic potential. DNA repair is especially understudied in nondividing cells like neurons, which must withstand decades of DNA damage without replicating. This lack of knowledge limits the efficiency and precision of genome editing in clinically relevant cells. To address this, we used induced pluripotent stem cells (iPSCs) and iPSC-derived neurons to examine how postmitotic human neurons repair Cas9-induced DNA damage. We discovered that neurons can take weeks to fully resolve this damage, compared to just days in isogenic iPSCs. Furthermore, Cas9-treated neurons upregulated unexpected DNA repair genes, including factors canonically associated with replication. Manipulating this response with chemical or genetic perturbations allowed us to direct neuronal repair toward desired editing outcomes. By studying DNA repair in postmitotic human cells, we uncovered unforeseen challenges and opportunities for precise therapeutic editing.
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Affiliation(s)
- Gokul N Ramadoss
- Gladstone Institutes, San Francisco, CA, 94158, USA
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, 94158, USA
| | | | - Jennifer R Hamilton
- Innovative Genomics Institute, University of California, Berkeley, CA, 94720, USA
- Department of Molecular & Cell Biology, University of California, Berkeley, CA, 94720, USA
| | - Rohit Sharma
- Innovative Genomics Institute, University of California, Berkeley, CA, 94720, USA
- Department of Bioengineering, University of California, Berkeley, CA, 94720, USA
| | | | | | - Mengyuan Sun
- Gladstone Institutes, San Francisco, CA, 94158, USA
| | - Jia-Cheng Liu
- Laboratory of Genome Integrity, National Cancer Institute, NIH, Bethesda, MD, 20892, USA
| | - Christof Fellmann
- Gladstone Institutes, San Francisco, CA, 94158, USA
- Department of Cellular & Molecular Pharmacology, University of California, San Francisco, CA, 94158, USA
| | | | - Julianne Jin
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, 94158, USA
| | - Barbara S Perez
- Innovative Genomics Institute, University of California, Berkeley, CA, 94720, USA
- Department of Molecular & Cell Biology, University of California, Berkeley, CA, 94720, USA
| | - Cindy R Sandoval Espinoza
- Innovative Genomics Institute, University of California, Berkeley, CA, 94720, USA
- Department of Molecular & Cell Biology, University of California, Berkeley, CA, 94720, USA
| | | | - Serena H Lu
- Gladstone Institutes, San Francisco, CA, 94158, USA
| | - Luke M Judge
- Gladstone Institutes, San Francisco, CA, 94158, USA
- Department of Pediatrics, University of California, San Francisco, CA, 94158, USA
| | - Andre Nussenzweig
- Laboratory of Genome Integrity, National Cancer Institute, NIH, Bethesda, MD, 20892, USA
| | - Britt Adamson
- Department of Molecular Biology, Princeton University, Princeton, NJ, 08544, USA
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, 08544, USA
| | - Niren Murthy
- Innovative Genomics Institute, University of California, Berkeley, CA, 94720, USA
- Department of Bioengineering, University of California, Berkeley, CA, 94720, USA
| | - Jennifer A Doudna
- Gladstone Institutes, San Francisco, CA, 94158, USA
- Innovative Genomics Institute, University of California, Berkeley, CA, 94720, USA
- Department of Molecular & Cell Biology, University of California, Berkeley, CA, 94720, USA
- California Institute for Quantitative Biosciences, University of California, Berkeley, CA, 94720, USA
- Howard Hughes Medical Institute, University of California, Berkeley, CA, 94720, USA
- Department of Chemistry, University of California, Berkeley, CA, 94720, USA
- MBIB Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Martin Kampmann
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, 94158, USA
- Department of Biochemistry & Biophysics, University of California, San Francisco, CA, 94158, USA
| | - Bruce R Conklin
- Gladstone Institutes, San Francisco, CA, 94158, USA
- Innovative Genomics Institute, University of California, Berkeley, CA, 94720, USA
- Department of Cellular & Molecular Pharmacology, University of California, San Francisco, CA, 94158, USA
- Department of Medicine, University of California, San Francisco, CA, 94158, USA
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17
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Li X, Zhang W, Fang Y, Sun T, Chen J, Tian R. Large-scale CRISPRi screens link metabolic stress to glioblastoma chemoresistance. J Transl Med 2025; 23:289. [PMID: 40050992 PMCID: PMC11887098 DOI: 10.1186/s12967-025-06261-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2024] [Accepted: 02/14/2025] [Indexed: 03/09/2025] Open
Abstract
BACKGROUND Glioblastoma (GBM) patients frequently develop resistance to temozolomide (TMZ), the standard chemotherapy. While targeting cancer metabolism shows promise, the relationship between metabolic perturbation and drug resistance remains poorly understood. METHODS We performed high-throughput CRISPR interference screens in GBM cells to identify genes modulating TMZ sensitivity. Findings were validated using multiple GBM cell lines, patient-derived glioma stem cells, and clinical data. Molecular mechanisms were investigated through transcriptome analysis, metabolic profiling, and functional assays. RESULTS We identified phosphoglycerate kinase 1 (PGK1) as a key determinant of TMZ sensitivity. Paradoxically, while PGK1 inhibition suppressed tumor growth, it enhanced TMZ resistance by inducing metabolic stress. This activated AMPK and HIF-1α pathways, leading to enhanced DNA damage repair through 53BP1. PGK1 expression levels correlated with TMZ sensitivity across multiple GBM models and patient samples. CONCLUSIONS Our study reveals an unexpected link between metabolic stress and chemoresistance, demonstrating how metabolic adaptation can promote therapeutic resistance. These findings caution against single-agent metabolic targeting and suggest PGK1 as a potential biomarker for TMZ response in GBM.
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Affiliation(s)
- Xing Li
- School of Medicine, Southern University of Science and Technology, Shenzhen, 518055, Guangdong Province, China
- Key University Laboratory of Metabolism and Health of Guangdong, Southern University of Science and Technology, Shenzhen, 518055, Guangdong Province, China
| | - Wansong Zhang
- School of Medicine, Southern University of Science and Technology, Shenzhen, 518055, Guangdong Province, China
- Key University Laboratory of Metabolism and Health of Guangdong, Southern University of Science and Technology, Shenzhen, 518055, Guangdong Province, China
| | - Yitong Fang
- School of Medicine, Southern University of Science and Technology, Shenzhen, 518055, Guangdong Province, China
- Key University Laboratory of Metabolism and Health of Guangdong, Southern University of Science and Technology, Shenzhen, 518055, Guangdong Province, China
| | - Tianhu Sun
- School of Medicine, Southern University of Science and Technology, Shenzhen, 518055, Guangdong Province, China
- Key University Laboratory of Metabolism and Health of Guangdong, Southern University of Science and Technology, Shenzhen, 518055, Guangdong Province, China
| | - Jian Chen
- Research Unit of Medical Neurobiology, Chinese Institute for Brain Research, Beijing, Chinese Academy of Medical Sciences, Beijing, China
| | - Ruilin Tian
- School of Medicine, Southern University of Science and Technology, Shenzhen, 518055, Guangdong Province, China.
- Key University Laboratory of Metabolism and Health of Guangdong, Southern University of Science and Technology, Shenzhen, 518055, Guangdong Province, China.
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18
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Lee S, McAfee JC, Lee J, Gomez A, Ledford AT, Clarke D, Min H, Gerstein MB, Boyle AP, Sullivan PF, Beltran AS, Won H. Massively parallel reporter assay investigates shared genetic variants of eight psychiatric disorders. Cell 2025; 188:1409-1424.e21. [PMID: 39848247 PMCID: PMC11890967 DOI: 10.1016/j.cell.2024.12.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 07/08/2024] [Accepted: 12/17/2024] [Indexed: 01/25/2025]
Abstract
A meta-genome-wide association study across eight psychiatric disorders has highlighted the genetic architecture of pleiotropy in major psychiatric disorders. However, mechanisms underlying pleiotropic effects of the associated variants remain to be explored. We conducted a massively parallel reporter assay to decode the regulatory logic of variants with pleiotropic and disorder-specific effects. Pleiotropic variants differ from disorder-specific variants by exhibiting chromatin accessibility that extends across diverse cell types in the neuronal lineage and by altering motifs for transcription factors with higher connectivity in protein-protein interaction networks. We mapped pleiotropic and disorder-specific variants to putative target genes using functional genomics approaches and CRISPR perturbation. In vivo CRISPR perturbation of a pleiotropic and a disorder-specific gene suggests that pleiotropy may involve the regulation of genes expressed broadly across neuronal cell types and with higher network connectivity.
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Affiliation(s)
- Sool Lee
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Jessica C McAfee
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Jiseok Lee
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Alejandro Gomez
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Austin T Ledford
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Declan Clarke
- Program in Computational Biology & Bioinformatics, Yale University, New Haven, CT 06520, USA; Department of Molecular Biophysics & Biochemistry, Yale University, New Haven, CT 06520, USA; Department of Computer Science, Yale University, New Haven, CT 06520, USA; Department of Statistics & Data Science, Yale University, New Haven, CT 06520, USA; Department of Biomedical Informatics & Data Science, Yale University, New Haven, CT 06520, USA
| | - Hyunggyu Min
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Mark B Gerstein
- Program in Computational Biology & Bioinformatics, Yale University, New Haven, CT 06520, USA; Department of Molecular Biophysics & Biochemistry, Yale University, New Haven, CT 06520, USA; Department of Computer Science, Yale University, New Haven, CT 06520, USA; Department of Statistics & Data Science, Yale University, New Haven, CT 06520, USA; Department of Biomedical Informatics & Data Science, Yale University, New Haven, CT 06520, USA
| | - Alan P Boyle
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109, USA; Department of Human Genetics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Patrick F Sullivan
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Psychiatry, University of North Carolina, Chapel Hill, NC 27599, USA; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Adriana S Beltran
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Human Pluripotent Cell Core, University of North Carolina, Chapel Hill, NC 27599, USA; Department of Pharmacology, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Hyejung Won
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.
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19
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Li E, Benitez C, Boggess SC, Koontz M, Rose IVL, Martinez D, Dräger N, Teter OM, Samelson AJ, Pierce N, Ullian EM, Kampmann M. CRISPRi-based screens in iAssembloids to elucidate neuron-glia interactions. Neuron 2025; 113:701-718.e8. [PMID: 39814010 PMCID: PMC11886924 DOI: 10.1016/j.neuron.2024.12.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 11/25/2024] [Accepted: 12/17/2024] [Indexed: 01/18/2025]
Abstract
The complexity of the human brain makes it challenging to understand the molecular mechanisms underlying brain function. Genome-wide association studies have uncovered variants associated with neurological phenotypes. Single-cell transcriptomics have provided descriptions of changes brain cells undergo during disease. However, these approaches do not establish molecular mechanism. To facilitate the scalable interrogation of causal molecular mechanisms in brain cell types, we developed a 3D co-culture system of induced pluripotent stem cell (iPSC)-derived neurons and glia, termed iAssembloids. Using iAssembloids, we ask how glial and neuronal cells interact to control neuronal death and survival. Our CRISPRi-based screens identified that GSK3β inhibits the protective NRF2-mediated oxidative stress response elicited by high neuronal activity. We then investigate the role of APOE-ε4, a risk variant for Alzheimer's disease, on neuronal survival. We find that APOE-ε4-expressing astrocytes may promote neuronal hyperactivity as compared with APOE-ε3-expressing astrocytes. This platform allows for the unbiased identification of mechanisms of neuron-glia cell interactions.
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Affiliation(s)
- Emmy Li
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA; Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Camila Benitez
- TETRAD Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Steven C Boggess
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Mark Koontz
- Department of Ophthalmology, School of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Indigo V L Rose
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA; Neuroscience Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Delsy Martinez
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA, USA
| | - Nina Dräger
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Olivia M Teter
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA; UC Berkeley-UCSF Graduate Program in Bioengineering, University of California, San Francisco, San Francisco, CA, USA
| | - Avi J Samelson
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Na'im Pierce
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA; FirstGen Internship, Emerson Collective, Palo Alto, CA, USA; University of California, Berkeley, Berkeley, CA, USA
| | - Erik M Ullian
- Department of Ophthalmology, School of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Martin Kampmann
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA; Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA, USA.
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20
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Novy B, Dagunts A, Weishaar T, Holland EE, Adoff H, Hutchinson E, De Maria M, Kampmann M, Tsvetanova NG, Lobingier BT. An engineered trafficking biosensor reveals a role for DNAJC13 in DOR downregulation. Nat Chem Biol 2025; 21:360-370. [PMID: 39223388 PMCID: PMC11867885 DOI: 10.1038/s41589-024-01705-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Accepted: 07/17/2024] [Indexed: 09/04/2024]
Abstract
Trafficking of G protein-coupled receptors (GPCRs) through the endosomal-lysosomal pathway is critical to homeostatic regulation of GPCRs following activation with agonist. Identifying the genes involved in GPCR trafficking is challenging due to the complexity of sorting operations and the large number of cellular proteins involved in the process. Here, we developed a high-sensitivity biosensor for GPCR expression and agonist-induced trafficking to the lysosome by leveraging the ability of the engineered peroxidase APEX2 to activate the fluorogenic substrate Amplex UltraRed (AUR). We used the GPCR-APEX2/AUR assay to perform a genome-wide CRISPR interference screen focused on identifying genes regulating expression and trafficking of the δ-opioid receptor (DOR). We identified 492 genes consisting of both known and new regulators of DOR function. We demonstrate that one new regulator, DNAJC13, controls trafficking of multiple GPCRs, including DOR, through the endosomal-lysosomal pathway by regulating the composition of the endosomal proteome and endosomal homeostasis.
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Affiliation(s)
- Brandon Novy
- Department of Chemical Physiology and Biochemistry, Oregon Health and Science University, Portland, OR, USA
| | - Aleksandra Dagunts
- Department of Chemical Physiology and Biochemistry, Oregon Health and Science University, Portland, OR, USA
| | - Tatum Weishaar
- Department of Chemical Physiology and Biochemistry, Oregon Health and Science University, Portland, OR, USA
| | - Emily E Holland
- Department of Chemical Physiology and Biochemistry, Oregon Health and Science University, Portland, OR, USA
| | - Hayden Adoff
- Department of Chemical Physiology and Biochemistry, Oregon Health and Science University, Portland, OR, USA
| | - Emily Hutchinson
- Department of Chemical Physiology and Biochemistry, Oregon Health and Science University, Portland, OR, USA
| | - Monica De Maria
- Department of Chemical Physiology and Biochemistry, Oregon Health and Science University, Portland, OR, USA
| | - Martin Kampmann
- Department of Biochemistry and Biophysics and Institute for Neurodegenerative Disease, University of California, San Francisco, San Francisco, CA, USA
| | | | - Braden T Lobingier
- Department of Chemical Physiology and Biochemistry, Oregon Health and Science University, Portland, OR, USA.
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21
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Kellman LN, Neela PH, Srinivasan S, Siprashvili Z, Shanderson RL, Hong AW, Rao D, Porter DF, Reynolds DL, Meyers RM, Guo MG, Yang X, Zhao Y, Wozniak GG, Donohue LKH, Shenoy R, Ko LA, Nguyen DT, Mondal S, Garcia OS, Elcavage LE, Elfaki I, Abell NS, Tao S, Lopez CM, Montgomery SB, Khavari PA. Functional analysis of cancer-associated germline risk variants. Nat Genet 2025; 57:718-728. [PMID: 39962238 DOI: 10.1038/s41588-024-02070-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Accepted: 12/20/2024] [Indexed: 03/15/2025]
Abstract
Single-nucleotide variants (SNVs) in regulatory DNA are linked to inherited cancer risk. Massively parallel reporter assays of 4,041 SNVs linked to 13 neoplasms comprising >90% of human malignancies were performed in pertinent primary human cell types and then integrated with matching chromatin accessibility, DNA looping and expression quantitative trait loci data to nominate 380 potentially regulatory SNVs and their putative target genes. The latter highlighted specific protein networks in lifetime cancer risk, including mitochondrial translation, DNA damage repair and Rho GTPase activity. A CRISPR knockout screen demonstrated that a subset of germline putative risk genes also enables the growth of established cancers. Editing one SNV, rs10411210 , showed that its risk allele increases rhophilin RHPN2 expression and stimulus-responsive RhoA activation, indicating that individual SNVs may upregulate cancer-linked pathways. These functional data are a resource for variant prioritization efforts and further interrogation of the mechanisms underlying inherited risk for cancer.
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Affiliation(s)
- Laura N Kellman
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
- Program in Cancer Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Poornima H Neela
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Suhas Srinivasan
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Zurab Siprashvili
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Ronald L Shanderson
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
- Program in Cancer Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Audrey W Hong
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Deepti Rao
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Douglas F Porter
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - David L Reynolds
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Robin M Meyers
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Margaret G Guo
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Xue Yang
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
- Program in Cancer Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Yang Zhao
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Glenn G Wozniak
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Laura K H Donohue
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Rajani Shenoy
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Lisa A Ko
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Duy T Nguyen
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Smarajit Mondal
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Omar S Garcia
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Lara E Elcavage
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Ibtihal Elfaki
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Nathan S Abell
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Shiying Tao
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Christopher M Lopez
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA
| | - Stephen B Montgomery
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA
| | - Paul A Khavari
- Program in Epithelial Biology, Stanford University School of Medicine, Stanford, CA, USA.
- Program in Cancer Biology, Stanford University School of Medicine, Stanford, CA, USA.
- Veterans Affairs Palo Alto Healthcare System, Palo Alto, CA, USA.
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22
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Holmes BB, Weigel TK, Chung JM, Kaufman SK, Apresa BI, Byrnes JR, Kumru KS, Vaquer-Alicea J, Gupta A, Rose IVL, Zhang Y, Nana AL, Alter D, Grinberg LT, Spina S, Leung KK, Condello C, Kampmann M, Seeley WW, Coutinho-Budd JC, Wells JA. β-Amyloid Induces Microglial Expression of GPC4 and APOE Leading to Increased Neuronal Tau Pathology and Toxicity. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.02.20.637701. [PMID: 40060520 PMCID: PMC11888210 DOI: 10.1101/2025.02.20.637701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 03/17/2025]
Abstract
To elucidate the impact of Aβ pathology on microglia in Alzheimer's disease pathogenesis, we profiled the microglia surfaceome following treatment with Aβ fibrils. Our findings reveal that Aβ-associated human microglia upregulate Glypican 4 (GPC4), a GPI-anchored heparan sulfate proteoglycan (HSPG). In a Drosophila amyloidosis model, glial GPC4 expression exacerbates motor deficits and reduces lifespan, indicating that glial GPC4 contributes to a toxic cellular program during neurodegeneration. In cell culture, GPC4 enhances microglia phagocytosis of tau aggregates, and shed GPC4 can act in trans to facilitate tau aggregate uptake and seeding in neurons. Additionally, our data demonstrate that GPC4-mediated effects are amplified in the presence of APOE. These studies offer a mechanistic framework linking Aβ and tau pathology through microglial HSPGs and APOE.
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Affiliation(s)
- Brandon B Holmes
- Department of Neurology, University of California, San Francisco, San Francisco, CA 94158, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Thaddeus K Weigel
- Department of Neuroscience, University of Virginia School of Medicine, Charlottesville, VA 22903, USA
| | - Jesseca M Chung
- Department of Neurology, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Sarah K Kaufman
- Department of Neurology, University of California, San Francisco, San Francisco, CA 94158, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Brandon I Apresa
- Department of Neurology, University of California, San Francisco, San Francisco, CA 94158, USA
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94158, USA
| | - James R Byrnes
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Kaan S Kumru
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Jaime Vaquer-Alicea
- Center for Alzheimer's and Neurodegenerative Diseases, Peter O'Donnell Jr. Brain Institute, University of Texas Southwestern Medical Center, Dallas, TX 75235, USA
| | - Ankit Gupta
- Center for Alzheimer's and Neurodegenerative Diseases, Peter O'Donnell Jr. Brain Institute, University of Texas Southwestern Medical Center, Dallas, TX 75235, USA
| | - Indigo V L Rose
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA 94158, USA
- Neuroscience Graduate Program, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Yun Zhang
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Alissa L Nana
- Department of Neurology, University of California, San Francisco, San Francisco, CA 94158, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Dina Alter
- Department of Neuroscience, University of Virginia School of Medicine, Charlottesville, VA 22903, USA
| | - Lea T Grinberg
- Department of Neurology, University of California, San Francisco, San Francisco, CA 94158, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Department of Pathology, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Salvatore Spina
- Department of Neurology, University of California, San Francisco, San Francisco, CA 94158, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Kevin K Leung
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Carlo Condello
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Martin Kampmann
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA 94158, USA
- Department of Biochemistry and Biophysics, University of California San Francisco, San Francisco, CA 94158, USA
| | - William W Seeley
- Department of Neurology, University of California, San Francisco, San Francisco, CA 94158, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Department of Pathology, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Jaeda C Coutinho-Budd
- Department of Neuroscience, University of Virginia School of Medicine, Charlottesville, VA 22903, USA
| | - James A Wells
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94158, USA
- Department of Cellular and Molecular Pharmacology, University of California, San Francisco, CA 94158, USA
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23
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Stocksdale JT, Leventhal MJ, Lam S, Xu YX, Wang YO, Wang KQ, Tomas R, Faghihmonzavi Z, Raghav Y, Smith C, Wu J, Miramontes R, Sarda K, Johnson H, Shin MG, Huang T, Foster M, Barch M, Armani N, Paiz C, Easter L, Duderstadt E, Vaibhav V, Sundararaman N, Felsenfeld DP, Vogt TF, Van Eyk J, Finkbeiner S, Kaye JA, Fraenkel E, Thompson LM. Intersecting impact of CAG repeat and Huntingtin knockout in stem cell-derived cortical neurons. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.02.24.639958. [PMID: 40060574 PMCID: PMC11888261 DOI: 10.1101/2025.02.24.639958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/30/2025]
Abstract
Huntington's Disease (HD) is caused by a CAG repeat expansion in the gene encoding Huntingtin (HTT ) . While normal HTT function appears impacted by the mutation, the specific pathways unique to CAG repeat expansion versus loss of normal function are unclear. To understand the impact of the CAG repeat expansion, we evaluated biological signatures of HTT knockout ( HTT KO) versus those that occur from the CAG repeat expansion by applying multi-omics, live cell imaging, survival analysis and a novel feature-based pipeline to study cortical neurons (eCNs) derived from an isogenic human embryonic stem cell series (RUES2). HTT KO and the CAG repeat expansion influence developmental trajectories of eCNs, with opposing effects on the growth. Network analyses of differentially expressed genes and proteins associated with enriched epigenetic motifs identified subnetworks common to CAG repeat expansion and HTT KO that include neuronal differentiation, cell cycle regulation, and mechanisms related to transcriptional repression and may represent gain-of-function mechanisms that cannot be explained by HTT loss of function alone. A combination of dominant and loss-of-function mechanisms are likely involved in the aberrant neurodevelopmental and neurodegenerative features of HD that can help inform therapeutic strategies.
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24
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Kang B, Murphy M, Ng CW, Leventhal MJ, Huynh N, Im E, Danquah S, Housman DE, Nehme R, Farhi SL, Fraenkel E. CellFIE: Integrating Pathway Discovery With Pooled Profiling of Perturbations Uncovers Pathways of Huntington's Disease, Including Genetic Modifiers of Neuronal Development and Morphology. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.02.19.639023. [PMID: 40027702 PMCID: PMC11870572 DOI: 10.1101/2025.02.19.639023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 03/05/2025]
Abstract
Genomic screens and GWAS are powerful tools for identifying disease-modifying genes, but it is often challenging to understand the pathways by which these genes function. Here, we take an integrated approach that combines network analysis and an imaging-based pooled genetic perturbation study to examine modifiers of Huntington's disease (HD). The computational analysis highlighted several genes in a subnetwork enriched for modifiers of neuronal development and morphology. To test the functional roles of these genes, we developed an experimental pipeline that allows pooled CRISPRi KD of 21 genes in human iPSC-derived neurons followed by optical analysis of genotypes, neuronal arborization, multiplexed pathway activity and morphological fingerprint readout. This approach recovered known genes involved in morphology and confirmed unexpected links from the network between several genetic modifiers of HD and morphology. Our approach overcomes challenges in pooled measurement of neuronal function and health and could be adapted for other phenotypes in HD and other neurological diseases.
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Affiliation(s)
- Byunguk Kang
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Spatial Technology Platform, Broad Institute of Harvard and MIT, Cambridge, MA USA
| | - Michael Murphy
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Christopher W. Ng
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Matthew Joseph Leventhal
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- MIT Ph.D. Program in Computational and Systems Biology, Cambridge, MA, USA
| | - Nhan Huynh
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Egun Im
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Serwah Danquah
- Spatial Technology Platform, Broad Institute of Harvard and MIT, Cambridge, MA USA
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - David E. Housman
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Ralda Nehme
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Samouil L. Farhi
- Spatial Technology Platform, Broad Institute of Harvard and MIT, Cambridge, MA USA
| | - Ernest Fraenkel
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
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25
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Boggess SC, Gandhi V, Tsai MC, Marzette E, Teyssier N, Chou JYY, Hu X, Cramer A, Yadanar L, Shroff K, Jeong CG, Eidenschenk C, Hanson JE, Tian R, Kampmann M. A Massively Parallel CRISPR-Based Screening Platform for Modifiers of Neuronal Activity. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.02.28.582546. [PMID: 39990495 PMCID: PMC11844385 DOI: 10.1101/2024.02.28.582546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/25/2025]
Abstract
Understanding the complex interplay between gene expression and neuronal activity is crucial for unraveling the molecular mechanisms underlying cognitive function and neurological disorders. Here, we developed pooled screens for neuronal activity, using CRISPR interference (CRISPRi) and the fluorescent calcium integrator CaMPARI2. Using this screening method, we evaluated 1343 genes for their effect on excitability in human iPSC-derived neurons, revealing potential links to neurodegenerative and neurodevelopmental disorders. These genes include known regulators of neuronal excitability, such as TARPs and ion channels, as well as genes associated with autism spectrum disorder and Alzheimer's disease not previously described to affect neuronal excitability. This CRISPRi-based screening platform offers a versatile tool to uncover molecular mechanisms controlling neuronal activity in health and disease.
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26
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Hsu MC, Kinefuchi H, Lei L, Kikuchi R, Yamano K, Youle RJ. Mitochondrial YME1L1 governs unoccupied protein translocase channels. Nat Cell Biol 2025; 27:309-321. [PMID: 39774271 DOI: 10.1038/s41556-024-01571-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Accepted: 11/04/2024] [Indexed: 01/11/2025]
Abstract
Mitochondrial protein import through the outer and inner membranes is key to mitochondrial biogenesis. Recent studies have explored how cells respond when import is impaired by a variety of different insults. Here, we developed a mammalian import blocking system using dihydrofolate reductase fused to the N terminus of the inner membrane protein MIC60. While stabilization of the dihydrofolate reductase domain by methotrexate inhibited endogenous mitochondrial protein import, it neither activated the transcription factor ATF4, nor was affected by ATAD1 expression or by VCP/p97 inhibition. On the other hand, notably, plugging the channel of translocase of the outer membrane) induced YME1L1, an ATP-dependent protease, to eliminate translocase of the inner membrane (TIM23) channel components TIMM17A and TIMM23. The data suggest that unoccupied TIM23 complexes expose a C-terminal degron on TIMM17A to YME1L1 for degradation. Import plugging caused a cell growth defect and loss of YME1L1 exacerbated the growth inhibition, showing the protective effect of YME1L1 activity. YME1L1 seems to play a crucial role in mitochondrial quality control to counteract precursor stalling in the translocase of the outer membrane complex and unoccupied TIM23 channels.
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Affiliation(s)
- Meng-Chieh Hsu
- Biochemistry Section, Surgical Neurology Branch, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
- Department of Animal Science and Technology, National Taiwan University, Taipei City, Taiwan
| | - Hiroki Kinefuchi
- Department of Biomolecular Pathogenesis, Medical Research Institute, Tokyo Medical and Dental University, Tokyo, Japan
- Department of Biomolecular Pathogenesis, Medical Research Laboratory, Institute of Integrated Research, Institute of Science Tokyo, Tokyo, Japan
| | - Linlin Lei
- Biochemistry Section, Surgical Neurology Branch, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Reika Kikuchi
- Department of Biomolecular Pathogenesis, Medical Research Institute, Tokyo Medical and Dental University, Tokyo, Japan
- Department of Biomolecular Pathogenesis, Medical Research Laboratory, Institute of Integrated Research, Institute of Science Tokyo, Tokyo, Japan
| | - Koji Yamano
- Department of Biomolecular Pathogenesis, Medical Research Institute, Tokyo Medical and Dental University, Tokyo, Japan.
- Department of Biomolecular Pathogenesis, Medical Research Laboratory, Institute of Integrated Research, Institute of Science Tokyo, Tokyo, Japan.
| | - Richard J Youle
- Biochemistry Section, Surgical Neurology Branch, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA.
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27
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Muhar MF, Farnung J, Cernakova M, Hofmann R, Henneberg LT, Pfleiderer MM, Denoth-Lippuner A, Kalčic F, Nievergelt AS, Peters Al-Bayati M, Sidiropoulos ND, Beier V, Mann M, Jessberger S, Jinek M, Schulman BA, Bode JW, Corn JE. C-terminal amides mark proteins for degradation via SCF-FBXO31. Nature 2025; 638:519-527. [PMID: 39880951 PMCID: PMC11821526 DOI: 10.1038/s41586-024-08475-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 12/02/2024] [Indexed: 01/31/2025]
Abstract
During normal cellular homeostasis, unfolded and mislocalized proteins are recognized and removed, preventing the build-up of toxic byproducts1. When protein homeostasis is perturbed during ageing, neurodegeneration or cellular stress, proteins can accumulate several forms of chemical damage through reactive metabolites2,3. Such modifications have been proposed to trigger the selective removal of chemically marked proteins3-6; however, identifying modifications that are sufficient to induce protein degradation has remained challenging. Here, using a semi-synthetic chemical biology approach coupled to cellular assays, we found that C-terminal amide-bearing proteins (CTAPs) are rapidly cleared from human cells. A CRISPR screen identified FBXO31 as a reader of C-terminal amides. FBXO31 is a substrate receptor for the SKP1-CUL1-F-box protein (SCF) ubiquitin ligase SCF-FBXO31, which ubiquitylates CTAPs for subsequent proteasomal degradation. A conserved binding pocket enables FBXO31 to bind to almost any C-terminal peptide bearing an amide while retaining exquisite selectivity over non-modified clients. This mechanism facilitates binding and turnover of endogenous CTAPs that are formed after oxidative stress. A dominant human mutation found in neurodevelopmental disorders reverses CTAP recognition, such that non-amidated neosubstrates are now degraded and FBXO31 becomes markedly toxic. We propose that CTAPs may represent the vanguard of a largely unexplored class of modified amino acid degrons that could provide a general strategy for selective yet broad surveillance of chemically damaged proteins.
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Affiliation(s)
- Matthias F Muhar
- Institute of Molecular Health Sciences, Department of Biology, Swiss Federal Institute of Technology (ETH) Zurich, Zurich, Switzerland
| | - Jakob Farnung
- Laboratory for Organic Chemistry, Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH) Zurich, Zurich, Switzerland
- Department of Molecular Machines and Signaling, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Martina Cernakova
- Institute of Molecular Health Sciences, Department of Biology, Swiss Federal Institute of Technology (ETH) Zurich, Zurich, Switzerland
| | - Raphael Hofmann
- Laboratory for Organic Chemistry, Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH) Zurich, Zurich, Switzerland
| | - Lukas T Henneberg
- Department of Molecular Machines and Signaling, Max Planck Institute of Biochemistry, Martinsried, Germany
| | | | - Annina Denoth-Lippuner
- Laboratory of Neural Plasticity, Faculties of Medicine and Science, Brain Research Institute, University of Zurich, Zurich, Switzerland
| | - Filip Kalčic
- Laboratory for Organic Chemistry, Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH) Zurich, Zurich, Switzerland
| | - Ajse S Nievergelt
- Department of Biochemistry, University of Zurich, Zurich, Switzerland
| | - Marwa Peters Al-Bayati
- Institute of Molecular Health Sciences, Department of Biology, Swiss Federal Institute of Technology (ETH) Zurich, Zurich, Switzerland
| | - Nikolaos D Sidiropoulos
- Institute of Molecular Health Sciences, Department of Biology, Swiss Federal Institute of Technology (ETH) Zurich, Zurich, Switzerland
| | - Viola Beier
- Department of Molecular Machines and Signaling, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Matthias Mann
- Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Sebastian Jessberger
- Laboratory of Neural Plasticity, Faculties of Medicine and Science, Brain Research Institute, University of Zurich, Zurich, Switzerland
| | - Martin Jinek
- Department of Biochemistry, University of Zurich, Zurich, Switzerland
| | - Brenda A Schulman
- Department of Molecular Machines and Signaling, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Jeffrey W Bode
- Laboratory for Organic Chemistry, Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH) Zurich, Zurich, Switzerland.
| | - Jacob E Corn
- Institute of Molecular Health Sciences, Department of Biology, Swiss Federal Institute of Technology (ETH) Zurich, Zurich, Switzerland.
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28
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Dykstra MM, Weskamp K, Gómez NB, Waksmacki J, Tank E, Glineburg MR, Snyder A, Pinarbasi E, Bekier M, Li X, Miller MR, Bai J, Shahzad S, Nedumaran N, Wieland C, Stewart C, Willey S, Grotewold N, McBride J, Moran JJ, Suryakumar AV, Lucas M, Tessier PM, Ward M, Todd PK, Barmada SJ. TDP43 autoregulation gives rise to dominant negative isoforms that are tightly controlled by transcriptional and post-translational mechanisms. Cell Rep 2025; 44:115113. [PMID: 39792557 PMCID: PMC11848802 DOI: 10.1016/j.celrep.2024.115113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Revised: 11/06/2024] [Accepted: 12/04/2024] [Indexed: 01/12/2025] Open
Abstract
The nuclear RNA-binding protein TDP43 is integrally involved in the pathogenesis of amyotrophic lateral sclerosis (ALS) and frontotemporal lobar degeneration (FTLD). Previous studies uncovered N-terminal TDP43 isoforms that are predominantly cytosolic in localization, prone to aggregation, and enriched in susceptible spinal motor neurons. In healthy cells, however, these shortened (s)TDP43 isoforms are difficult to detect in comparison to full-length (fl)TDP43, raising questions regarding their origin and selective regulation. Here, we show that sTDP43 is created as a by-product of TDP43 autoregulation and cleared by nonsense-mediated RNA decay (NMD). sTDP43-encoding transcripts that escape NMD are rapidly degraded post-translationally via the proteasome and macroautophagy. Circumventing these regulatory mechanisms by overexpressing sTDP43 results in neurodegeneration via N-terminal oligomerization and impairment of flTDP43 splicing activity, in addition to RNA-binding-dependent gain-of-function toxicity. Collectively, these studies highlight endogenous mechanisms that tightly regulate sTDP43 expression and underscore the consequences of aberrant sTDP43 accumulation in disease.
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Affiliation(s)
- Megan M Dykstra
- Neuroscience Graduate Program, University of Michigan, Ann Arbor, MI, USA
| | - Kaitlin Weskamp
- Chemistry Department, Nebraska Wesleyan University, Lincoln, NE, USA
| | - Nicolás B Gómez
- Graduate Program in Cell and Molecular Biology, University of Michigan, Ann Arbor, MI, USA; Medical Scientist Training Program, University of Michigan, Ann Arbor, MI, USA
| | - Jacob Waksmacki
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA
| | - Elizabeth Tank
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA
| | - M Rebecca Glineburg
- Biological Sciences, Schmid College of Science and Technology, Chapman University, Orange, CA, USA
| | | | - Emile Pinarbasi
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA; Neuropathology, Department of Pathology, Michigan Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Michael Bekier
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA
| | - Xingli Li
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA
| | - Morgan R Miller
- Neuroscience Graduate Program, University of Michigan, Ann Arbor, MI, USA
| | - Jen Bai
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA
| | - Shameena Shahzad
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA
| | - Neha Nedumaran
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA
| | - Clare Wieland
- Neuroscience Graduate Program, University of Michigan, Ann Arbor, MI, USA; Medical Scientist Training Program, University of Michigan, Ann Arbor, MI, USA
| | - Corey Stewart
- Neuroscience Graduate Program, University of Michigan, Ann Arbor, MI, USA
| | - Sydney Willey
- Neuroscience Graduate Program, University of Michigan, Ann Arbor, MI, USA
| | - Nikolas Grotewold
- Medical Scientist Training Program, University of Michigan, Ann Arbor, MI, USA
| | - Jonathon McBride
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI, USA
| | - John J Moran
- Atlanta Pediatric Research Alliance, Emory University, Atlanta, GA, USA
| | | | - Michael Lucas
- Departments of Chemical Engineering and Pharmaceutical Sciences, Biointerfaces Institute, University of Michigan, Ann Arbor, MI, USA
| | - Peter M Tessier
- Departments of Chemical Engineering and Pharmaceutical Sciences, Biointerfaces Institute, University of Michigan, Ann Arbor, MI, USA
| | - Michael Ward
- Neurogenetics Branch, NINDS, NIH, Bethesda, MD, USA
| | - Peter K Todd
- Neuroscience Graduate Program, University of Michigan, Ann Arbor, MI, USA; Graduate Program in Cell and Molecular Biology, University of Michigan, Ann Arbor, MI, USA; Medical Scientist Training Program, University of Michigan, Ann Arbor, MI, USA; Department of Neurology, University of Michigan, Ann Arbor, MI, USA; Veterans Affairs Medical Center, Ann Arbor, MI, USA
| | - Sami J Barmada
- Neuroscience Graduate Program, University of Michigan, Ann Arbor, MI, USA; Graduate Program in Cell and Molecular Biology, University of Michigan, Ann Arbor, MI, USA; Medical Scientist Training Program, University of Michigan, Ann Arbor, MI, USA; Department of Neurology, University of Michigan, Ann Arbor, MI, USA.
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29
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Vartiainen E, Liyanage D, Mazureac I, Battaglia RA, Tegtmeyer M, He JX, Räsänen N, Sealock J, McCarroll S, Nehme R, Pietiläinen O. Astrocytic-supplied cholesterol drives synaptic gene expression programs in developing neurons and downstream astrocytic transcriptional programs. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.28.635252. [PMID: 39975161 PMCID: PMC11838310 DOI: 10.1101/2025.01.28.635252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 02/21/2025]
Abstract
Astrocytes participate in neuronal synaptic programs that are enriched for genetic associations in schizophrenia and autism spectrum disorders (ASD). To better understand how these co-regulated cellular programs are induced during early neuronal development, we studied astrocytes and iPSC-derived neurons in co-cultures and mono-cultures at 16 time points spanning 0.5 hours to 8 days. We found that upregulation in astrocytes of genes involved in cholesterol biosynthesis preceded the activation of synaptic gene programs in neurons and upregulation of the astrocytic Nrxn1. Neuronal knockdown of key cholesterol receptors led to downregulation of neuronal synaptic genes and induced a robust transcriptional response in the astrocytes, including further upregulation of Nrxn1. This suggests that astrocyte-supplied cholesterol drives these neuronal changes and that bi-directional signalling is occuring. The genes upregulated in neurons were enriched for deleterious variants in schizophrenia and neurodevelopmental disorders, suggesting that their pathogenic effect may be, in part, mediated by reduced buffering capacity for changes in the astrocyte cholesterol supply to neurons. These findings highlight the critical role of astrocyte-neuron interactions in psychiatric and neurodevelopmental disorders, particularly in relation to lipid metabolism and synaptic plasticity.
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Affiliation(s)
- Emilia Vartiainen
- Neuroscience Center, Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland
| | - Dhara Liyanage
- The Stanley Center for Psychiatric Research at the Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Illinca Mazureac
- The Stanley Center for Psychiatric Research at the Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Rachel A Battaglia
- The Stanley Center for Psychiatric Research at the Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Matthew Tegtmeyer
- The Stanley Center for Psychiatric Research at the Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Jax Xu He
- The Stanley Center for Psychiatric Research at the Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Noora Räsänen
- Neuroscience Center, Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland
| | - Julia Sealock
- The Stanley Center for Psychiatric Research at the Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Center for Precision Psychiatry, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Steven McCarroll
- The Stanley Center for Psychiatric Research at the Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Ralda Nehme
- The Stanley Center for Psychiatric Research at the Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Olli Pietiläinen
- Neuroscience Center, Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland
- The Stanley Center for Psychiatric Research at the Broad Institute of Harvard and MIT, Cambridge, MA, USA
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30
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Sivakumar S, Wang Y, Goetsch SC, Pandit V, Wang L, Zhao H, Sundarrajan A, Armendariz D, Takeuchi C, Nzima M, Chen WC, Dederich AE, El Hayek L, Gao T, Ghazawi R, Gogate A, Kaur K, Kim HB, McCoy MK, Niederstrasser H, Oura S, Pinzon-Arteaga CA, Sanghvi M, Schmitz DA, Yu L, Zhang Y, Zhou Q, Kraus WL, Xu L, Wu J, Posner BA, Chahrour MH, Hon GC, Munshi NV. Benchmarking and optimizing Perturb-seq in differentiating human pluripotent stem cells. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.21.633969. [PMID: 39896670 PMCID: PMC11785042 DOI: 10.1101/2025.01.21.633969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 02/04/2025]
Abstract
Perturb-seq is a powerful approach to systematically assess how genes and enhancers impact the molecular and cellular pathways of development and disease. However, technical challenges have limited its application in stem cell-based systems. Here, we benchmarked Perturb-seq across multiple CRISPRi modalities, on diverse genomic targets, in multiple human pluripotent stem cells, during directed differentiation to multiple lineages, and across multiple sgRNA delivery systems. To ensure cost-effective production of large-scale Perturb-seq datasets as part of the Impact of Genomic Variants on Function (IGVF) consortium, our optimized protocol dynamically assesses experiment quality across the weeks-long procedure. Our analysis of 1,996,260 sequenced cells across benchmarking datasets reveals shared regulatory networks linking disease-associated enhancers and genes with downstream targets during cardiomyocyte differentiation. This study establishes open tools and resources for interrogating genome function during stem cell differentiation.
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Affiliation(s)
- Sushama Sivakumar
- Department of Internal Medicine, Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Yihan Wang
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Sean C Goetsch
- Department of Internal Medicine, Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Vrushali Pandit
- Department of Internal Medicine, Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Lei Wang
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Huan Zhao
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Anjana Sundarrajan
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Daniel Armendariz
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Chikara Takeuchi
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Mpathi Nzima
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Wei-Chen Chen
- Department of Neuroscience, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Ashley E Dederich
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Lauretta El Hayek
- Department of Neuroscience, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Eugene McDermott Center for Human Growth and Development, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Taosha Gao
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Renad Ghazawi
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Ashlesha Gogate
- Department of Neuroscience, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Eugene McDermott Center for Human Growth and Development, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Kiran Kaur
- Department of Neuroscience, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Eugene McDermott Center for Human Growth and Development, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Hyung Bum Kim
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Melissa K McCoy
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | | | - Seiya Oura
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Carolos A Pinzon-Arteaga
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Menaka Sanghvi
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Daniel A Schmitz
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Leqian Yu
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Yanfeng Zhang
- Quantitative Biomedical Research Center, Peter O’Donnell Jr School of Public Health, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Qinbo Zhou
- Quantitative Biomedical Research Center, Peter O’Donnell Jr School of Public Health, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - W. Lee Kraus
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Lin Xu
- Quantitative Biomedical Research Center, Peter O’Donnell Jr School of Public Health, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Department of Pediatrics, Division of Hematology/Oncology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Jun Wu
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Bruce A Posner
- Department of Biochemistry, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Maria H Chahrour
- Department of Neuroscience, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Eugene McDermott Center for Human Growth and Development, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Department of Psychiatry, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Center for the Genetics of Host Defense, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Peter O’Donnell Jr Brain Institute, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Gary C Hon
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Lyda Hill Department of Bioinformatics, Department of Obstetrics and Gynecology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Nikhil V Munshi
- Department of Internal Medicine, Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Eugene McDermott Center for Human Growth and Development, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Hamon Center for Regenerative Science and Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA
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31
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Kostyanovskaya E, Lasser MC, Wang B, Schmidt J, Bader E, Buteo C, Arbelaez J, Sindledecker AR, McCluskey KE, Castillo O, Wang S, Dea J, Helde KA, Graglia JM, Brimble E, Kastner DB, Ehrlich AT, State MW, Willsey AJ, Willsey HR. Convergence of autism proteins at the cilium. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.12.05.626924. [PMID: 39677731 PMCID: PMC11643032 DOI: 10.1101/2024.12.05.626924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/17/2024]
Abstract
Hundreds of high-confidence autism genes have been identified, yet the relevant etiological mechanisms remain unclear. Gene ontology analyses have repeatedly identified enrichment of proteins with annotated functions in gene expression regulation and neuronal communication. However, proteins are often pleiotropic and these annotations are inherently incomplete. Our recent autism functional genetics work has suggested that these genes may share a common mechanism at the cilium, a membrane-bound organelle critical for neurogenesis, brain patterning, and neuronal activity-all processes strongly implicated in autism. Moreover, autism commonly co-occurs with conditions that are known to involve ciliary-related pathologies, including congenital heart disease, hydrocephalus, and blindness. However, the role of autism genes at the cilium has not been systematically investigated. Here we demonstrate that autism proteins spanning disparate functional annotations converge in expression, localization, and function at cilia, and that patients with pathogenic variants in these genes have cilia-related co-occurring conditions and biomarkers of disrupted ciliary function. This degree of convergence among genes spanning diverse functional annotations strongly suggests that cilia are relevant to autism, as well as to commonly co-occurring conditions, and that this organelle should be explored further for therapeutic potential.
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Affiliation(s)
- Elina Kostyanovskaya
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Micaela C. Lasser
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Belinda Wang
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - James Schmidt
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Ethel Bader
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Chad Buteo
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Juan Arbelaez
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Aria Rani Sindledecker
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Kate E. McCluskey
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Octavio Castillo
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Sheng Wang
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Jeanselle Dea
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | | | | | | | - David B. Kastner
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Aliza T. Ehrlich
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Matthew W. State
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - A. Jeremy Willsey
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
| | - Helen Rankin Willsey
- Department of Psychiatry and Behavioral Sciences, UCSF Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA
- Chan Zuckerberg Biohub – San Francisco, San Francisco, CA
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32
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Nazeen S, Wang X, Morrow A, Strom R, Ethier E, Ritter D, Henderson A, Afroz J, Stitziel NO, Gupta RM, Luk K, Studer L, Khurana V, Sunyaev SR. NERINE reveals rare variant associations in gene networks across multiple phenotypes and implicates an SNCA-PRL-LRRK2 subnetwork in Parkinson's disease. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.07.631688. [PMID: 39829934 PMCID: PMC11741352 DOI: 10.1101/2025.01.07.631688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 01/22/2025]
Abstract
Gene networks encapsulate biological knowledge, often linked to polygenic diseases. While model system experiments generate many plausible gene networks, validating their role in human phenotypes requires evidence from human genetics. Rare variants provide the most straightforward path for such validation. While single-gene analyses often lack power due to rare variant sparsity, expanding the unit of association to networks offers a powerful alternative, provided it integrates network connections. Here, we introduce NERINE, a hierarchical model-based association test that integrates gene interactions that integrates gene interactions while remaining robust to network inaccuracies. Applied to biobanks, NERINE uncovers compelling network associations for breast cancer, cardiovascular diseases, and type II diabetes, undetected by single-gene tests. For Parkinson's disease (PD), NERINE newly substantiates several GWAS candidate loci with rare variant signal and synergizes human genetics with experimental screens targeting cardinal PD pathologies: dopaminergic neuron survival and alpha-synuclein pathobiology. CRISPRi-screening in human neurons and NERINE converge on PRL, revealing an intraneuronal α-synuclein/prolactin stress response that may impact resilience to PD pathologies.
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Affiliation(s)
- Sumaiya Nazeen
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
- Division of Genetics, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Division of Movement Disorders, Department of Neurology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Xinyuan Wang
- Division of Movement Disorders, Department of Neurology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Autumn Morrow
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
- Division of Movement Disorders, Department of Neurology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Ronya Strom
- Division of Movement Disorders, Department of Neurology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Elizabeth Ethier
- Division of Movement Disorders, Department of Neurology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Dylan Ritter
- The Center for Stem Cell Biology, Sloan-Kettering Institute for Cancer Research, New York, NY, USA
| | | | - Jalwa Afroz
- The Center for Stem Cell Biology, Sloan-Kettering Institute for Cancer Research, New York, NY, USA
| | - Nathan O Stitziel
- Cardiovascular Division, John T. Milliken Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, USA
| | - Rajat M Gupta
- Division of Genetics, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Division of Cardiovascular Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Kelvin Luk
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine at the University of Pennsylvania, PA, USA
| | - Lorenz Studer
- The Center for Stem Cell Biology, Sloan-Kettering Institute for Cancer Research, New York, NY, USA
| | - Vikram Khurana
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Stem Cell Institute, Cambridge, MA, USA
| | - Shamil R Sunyaev
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
- Division of Genetics, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
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33
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Ciucci G, Braga L, Zacchigna S. Discovery platforms for RNA therapeutics. Br J Pharmacol 2025; 182:281-295. [PMID: 38760893 DOI: 10.1111/bph.16424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Revised: 04/14/2024] [Accepted: 04/19/2024] [Indexed: 05/20/2024] Open
Abstract
RNA therapeutics are emerging as a unique opportunity to drug currently "undruggable" molecules and diseases. While their advantages over conventional, small molecule drugs, their therapeutic implications and the tools for their effective in vivo delivery have been extensively reviewed, little attention has been so far paid to the technological platforms exploited for the discovery of RNA therapeutics. Here, we provide an overview of the existing platforms and ex vivo assays for RNA discovery, their advantages and disadvantages, as well as their main fields of application, with specific focus on RNA therapies that have reached either phase 3 or market approval. LINKED ARTICLES: This article is part of a themed issue Non-coding RNA Therapeutics. To view the other articles in this section visit http://onlinelibrary.wiley.com/doi/10.1111/bph.v182.2/issuetoc.
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Affiliation(s)
- Giulio Ciucci
- Cardiovascular Biology Laboratory, International Centre for Genetic Engineering and Biotechnology, Trieste, Italy
| | - Luca Braga
- Functional Cell Biology Laboratory, International Centre for Genetic Engineering and Biotechnology, Trieste, Italy
| | - Serena Zacchigna
- Cardiovascular Biology Laboratory, International Centre for Genetic Engineering and Biotechnology, Trieste, Italy
- Department of Medicine, Surgery and Health Sciences, University of Trieste, Trieste, Italy
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Guo Y, Zhao X. CRISPR-based genetic screens in human pluripotent stem cells derived neurons and brain organoids. Cell Tissue Res 2025; 399:1-8. [PMID: 39585363 DOI: 10.1007/s00441-024-03934-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2024] [Accepted: 11/12/2024] [Indexed: 11/26/2024]
Abstract
Recent large-scale genome-wide association and single-cell RNA sequencing (scRNA-seq) studies have uncovered disease-associated genetic risk factors and cell type-specific genetic alterations. However, our understanding of how these genetic variants cause diseases and the underlying mechanisms remains largely unknown. Functional genomics screens using CRISPR-based technologies offer an effective tool for studying genes relevant to disease phenotypes. Here, we summarize recent CRISPR-based functional genomics screen approaches applied to human pluripotent stem cell (hPSC)-derived neurons and brain organoids. These screens have identified genes crucial for neurogenesis, neuronal survival, morphological development, and migration. Combining CRISPR-based genetic screens with scRNA-seq, researchers have revealed downstream genes and cellular pathways impacted by these genetic variants in human neural cells, providing new insights into the pathogenesis of neurodevelopmental disorders, such as microcephaly and autism spectrum disorders. Finally, we discuss current challenges and future directions for using CRISPR-based screens in furthering our understanding of neurological diseases and developing potential therapeutic strategies. Despite challenges, CRISPR-based screens have enormous potential for advancing the therapeutic development of many diseases.
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Affiliation(s)
- Yu Guo
- Waisman Center, University of Wisconsin-Madison, Madison, WI, 53705, USA
- Department of Neuroscience, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, 53705, USA
| | - Xinyu Zhao
- Waisman Center, University of Wisconsin-Madison, Madison, WI, 53705, USA.
- Department of Neuroscience, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, 53705, USA.
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Zhang Q, He J, Zhu D, Chen Y, Fu M, Lu S, Qiu Y, Zhou G, Yang G, Jiang Z. Genetically modified organoids for tissue engineering and regenerative medicine. Adv Colloid Interface Sci 2025; 335:103337. [PMID: 39547125 DOI: 10.1016/j.cis.2024.103337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Revised: 07/23/2024] [Accepted: 11/07/2024] [Indexed: 11/17/2024]
Abstract
To date, genetically modified organoids are emerging as a promising 3D modeling tool aimed at solving genetically relevant clinical and biomedical problems for regenerative medicine and tissue engineering. As an optimal vehicle for gene delivery, genetically modified organoids can enhance or reduce the expression of target genes through virus and non-virus-based gene transfection methods to achieve tissue regeneration. Animal experiments and preclinical studies have demonstrated the beneficial role of genetically modified organoids in various aspects of organ regeneration, including thymus, lacrimal glands, brain, lung, kidney, photoreceptors, etc. Furthermore, the technology offers a potential treatment option for various diseases, such as Fabry disease, non-alcoholic steatohepatitis, and Lynch syndrome. Nevertheless, the uncertain safety of genetic modification, the risk of organoid application, and bionics of current genetically modified organoids are still challenging. This review summarizes the researches on genetically modified organoids in recent years, and describes the transfection methods and functions of genetically modified organoids, then introduced their applications at length. Also, the limitations and future development directions of genetically modified organoids are included.
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Affiliation(s)
- Qinmeng Zhang
- Stomatology Hospital, School of Stomatology, Zhejiang University School of Medicine, Zhejiang Provincial Clinical Research Center for Oral Diseases, Key Laboratory of Oral Biomedical Research of Zhejiang Province, Cancer Center of Zhejiang University, Hangzhou 310000, China
| | - Jin He
- Stomatology Hospital, School of Stomatology, Zhejiang University School of Medicine, Zhejiang Provincial Clinical Research Center for Oral Diseases, Key Laboratory of Oral Biomedical Research of Zhejiang Province, Cancer Center of Zhejiang University, Hangzhou 310000, China
| | - Danji Zhu
- Stomatology Hospital, School of Stomatology, Zhejiang University School of Medicine, Zhejiang Provincial Clinical Research Center for Oral Diseases, Key Laboratory of Oral Biomedical Research of Zhejiang Province, Cancer Center of Zhejiang University, Hangzhou 310000, China
| | - Yunxuan Chen
- Stomatology Hospital, School of Stomatology, Zhejiang University School of Medicine, Zhejiang Provincial Clinical Research Center for Oral Diseases, Key Laboratory of Oral Biomedical Research of Zhejiang Province, Cancer Center of Zhejiang University, Hangzhou 310000, China
| | - Mengdie Fu
- Stomatology Hospital, School of Stomatology, Zhejiang University School of Medicine, Zhejiang Provincial Clinical Research Center for Oral Diseases, Key Laboratory of Oral Biomedical Research of Zhejiang Province, Cancer Center of Zhejiang University, Hangzhou 310000, China
| | - Shifan Lu
- Stomatology Hospital, School of Stomatology, Zhejiang University School of Medicine, Zhejiang Provincial Clinical Research Center for Oral Diseases, Key Laboratory of Oral Biomedical Research of Zhejiang Province, Cancer Center of Zhejiang University, Hangzhou 310000, China
| | - Yuesheng Qiu
- Stomatology Hospital, School of Stomatology, Zhejiang University School of Medicine, Zhejiang Provincial Clinical Research Center for Oral Diseases, Key Laboratory of Oral Biomedical Research of Zhejiang Province, Cancer Center of Zhejiang University, Hangzhou 310000, China
| | - Guodong Zhou
- Stomatology Hospital, School of Stomatology, Zhejiang University School of Medicine, Zhejiang Provincial Clinical Research Center for Oral Diseases, Key Laboratory of Oral Biomedical Research of Zhejiang Province, Cancer Center of Zhejiang University, Hangzhou 310000, China
| | - Guoli Yang
- Stomatology Hospital, School of Stomatology, Zhejiang University School of Medicine, Zhejiang Provincial Clinical Research Center for Oral Diseases, Key Laboratory of Oral Biomedical Research of Zhejiang Province, Cancer Center of Zhejiang University, Hangzhou 310000, China.
| | - Zhiwei Jiang
- Stomatology Hospital, School of Stomatology, Zhejiang University School of Medicine, Zhejiang Provincial Clinical Research Center for Oral Diseases, Key Laboratory of Oral Biomedical Research of Zhejiang Province, Cancer Center of Zhejiang University, Hangzhou 310000, China.
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Gómez-Deza J, Nebiyou M, Alkaslasi MR, Nadal-Nicolás FM, Somasundaram P, Slavutsky AL, Li W, Ward ME, Watkins TA, Le Pichon CE. DLK-dependent axonal mitochondrial fission drives degeneration after axotomy. Nat Commun 2024; 15:10806. [PMID: 39737939 PMCID: PMC11686342 DOI: 10.1038/s41467-024-54982-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Accepted: 11/26/2024] [Indexed: 01/01/2025] Open
Abstract
Currently there are no effective treatments for an array of neurodegenerative disorders to a large part because cell-based models fail to recapitulate disease. Here we develop a reproducible human iPSC-based model where laser axotomy causes retrograde axon degeneration leading to neuronal cell death. Time-lapse confocal imaging revealed that damage triggers an apoptotic wave of mitochondrial fission proceeding from the site of injury to the soma. We demonstrate that this apoptotic wave is locally initiated in the axon by dual leucine zipper kinase (DLK). We find that mitochondrial fission and resultant cell death are entirely dependent on phosphorylation of dynamin related protein 1 (DRP1) downstream of DLK, revealing a mechanism by which DLK can drive apoptosis. Importantly, we show that CRISPR mediated Drp1 depletion protects mouse retinal ganglion neurons from degeneration after optic nerve crush. Our results provide a platform for studying degeneration of human neurons, pinpoint key early events in damage related neural death and provide potential focus for therapeutic intervention.
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Affiliation(s)
- Jorge Gómez-Deza
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - Matthew Nebiyou
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - Mor R Alkaslasi
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | | | | | - Anastasia L Slavutsky
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - Wei Li
- National Eye Institute, National Institutes of Health, Bethesda, MD, USA
| | - Michael E Ward
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
| | - Trent A Watkins
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
- Department of Neurology, University of California at San Francisco, San Francisco, CA, USA
| | - Claire E Le Pichon
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA.
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Loos B, Salas-Bastos A, Nordin A, Debbache J, Stierli S, Cheng PF, Rufli S, Wyss C, Levesque MP, Dummer R, Wong WWL, Pascolo S, Cantù C, Sommer L. TGFβ signaling sensitizes MEKi-resistant human melanoma to targeted therapy-induced apoptosis. Cell Death Dis 2024; 15:925. [PMID: 39709491 DOI: 10.1038/s41419-024-07305-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Revised: 11/29/2024] [Accepted: 12/11/2024] [Indexed: 12/23/2024]
Abstract
The TGFβ signaling pathway is known for its pleiotropic functions in a plethora of biological processes. In melanoma, TGFβ signaling promotes invasiveness and metastasis formation. However, its involvement in the response to therapy is controversial. While several studies have linked TGFβ signaling to elevated resistance to targeted therapy in melanoma, separate findings have indicated a favorable treatment response through TGFβ-mediated increase of cell death. We now found that the outcome of TGFβ signaling in the context of targeted therapy is dose dependent. Unlike low doses, high levels of TGFβ signal activation induce apoptosis upon simultaneous MAPK pathway inhibition, even in targeted therapy resistant melanoma cell lines. Using transcriptomic analyses, combined with genomic target identification of the critical TGFβ signaling effector SMAD4, we demonstrate that parallel activation of TGFβ signaling and MAPK pathway inhibition causes a complete switch of TGFβ target genes from promoting pro-invasive processes to fueling pro-apoptotic pathways. Investigations of underlying mechanisms identified a novel apoptosis-inducing gene signature. Functional validation of signature members highlighted a central role of the pro-apoptotic BCL2 family member BCL2L11 (BIM) in mediating apoptosis in this condition. Using a modified, synthetic version of the TGFB1 mRNA for intra-tumoral injections, we additionally showcase a potential therapeutic application of this treatment combination.
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Affiliation(s)
- Benjamin Loos
- University of Zürich, Institute of Anatomy, Winterthurerstrasse 190, 8057, Zürich, Switzerland
| | - Adrian Salas-Bastos
- University of Zürich, Institute of Anatomy, Winterthurerstrasse 190, 8057, Zürich, Switzerland
| | - Anna Nordin
- Wallenberg Centre for Molecular Medicine, Linköping University, 58185, Linköping, Sweden
- Department of Biomedical and Clinical Sciences, Division of Molecular Medicine and Virology; Faculty of Medicine and Health Sciences, Linköping University, 58185, Linköping, Sweden
| | - Julien Debbache
- University of Zürich, Institute of Anatomy, Winterthurerstrasse 190, 8057, Zürich, Switzerland
| | - Salome Stierli
- University of Zürich, Institute of Anatomy, Winterthurerstrasse 190, 8057, Zürich, Switzerland
| | - Phil F Cheng
- University of Zürich Hospital, University of Zürich, Department of Dermatology, Raemistrasse 100, 8091, Zürich, Switzerland
| | - Stefanie Rufli
- University of Zurich, Institute of Experimental Immunology, Winterthurerstrasse 190, 8057, Zürich, Switzerland
| | - Conrad Wyss
- University of Zürich Hospital, University of Zürich, Department of Dermatology, Raemistrasse 100, 8091, Zürich, Switzerland
| | - Mitchell P Levesque
- University of Zürich Hospital, University of Zürich, Department of Dermatology, Raemistrasse 100, 8091, Zürich, Switzerland
| | - Reinhard Dummer
- University of Zürich Hospital, University of Zürich, Department of Dermatology, Raemistrasse 100, 8091, Zürich, Switzerland
| | - Wendy Wei-Lynn Wong
- University of Zurich, Institute of Experimental Immunology, Winterthurerstrasse 190, 8057, Zürich, Switzerland
- Department of Molecular Life Sciences, University of Zürich, Zürich, Switzerland
| | - Steve Pascolo
- University of Zürich Hospital, University of Zürich, Department of Dermatology, Raemistrasse 100, 8091, Zürich, Switzerland
- Faculty of Medicine, University of Zürich, Zürich, Switzerland
| | - Claudio Cantù
- Wallenberg Centre for Molecular Medicine, Linköping University, 58185, Linköping, Sweden
- Department of Biomedical and Clinical Sciences, Division of Molecular Medicine and Virology; Faculty of Medicine and Health Sciences, Linköping University, 58185, Linköping, Sweden
| | - Lukas Sommer
- University of Zürich, Institute of Anatomy, Winterthurerstrasse 190, 8057, Zürich, Switzerland.
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38
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Ramani B, Rose IVL, Teyssier N, Pan A, Danner-Bocks S, Sanghal T, Yadanar L, Tian R, Ma K, Palop JJ, Kampmann M. CRISPR screening by AAV episome-sequencing (CrAAVe-seq) is a highly scalable cell type-specific in vivo screening platform. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.06.13.544831. [PMID: 37398301 PMCID: PMC10312723 DOI: 10.1101/2023.06.13.544831] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
There is a significant need for scalable CRISPR-based genetic screening methods that can be applied directly in mammalian tissues in vivo while enabling cell type-specific analysis. To address this, we developed an adeno-associated virus (AAV)-based CRISPR screening platform, CrAAVe-seq, that incorporates a Cre-sensitive sgRNA construct for pooled screening within targeted cell populations in mouse tissues. We demonstrate the utility of this approach by screening two distinct large sgRNA libraries, together targeting over 5,000 genes, in mouse brains to create a robust profile of neuron-essential genes. We validate two genes as strongly neuron-essential in both primary mouse neurons and in vivo, confirming the predictive power of our platform. By comparing results from individual mice and across different cell populations, we highlight the reproducibility and scalability of the platform and show that it is highly sensitive even for screening smaller neuronal subpopulations. We systematically characterize the impact of sgRNA library size, mouse cohort size, the size of the targeted cell population, viral titer, and multiplicity of infection on screen performance to establish general guidelines for large-scale in vivo screens.
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Affiliation(s)
- Biswarathan Ramani
- Institute for Neurodegenerative Diseases; Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
- Department of Pathology, University of California, San Francisco, San Francisco, CA, USA
| | - Indigo V L Rose
- Institute for Neurodegenerative Diseases; Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
- Neuroscience Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Noam Teyssier
- Institute for Neurodegenerative Diseases; Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
- Biological and Medical Informatics Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Andrew Pan
- Institute for Neurodegenerative Diseases; Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Spencer Danner-Bocks
- Institute for Neurodegenerative Diseases; Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Tanya Sanghal
- Institute for Neurodegenerative Diseases; Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Lin Yadanar
- Institute for Neurodegenerative Diseases; Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Ruilin Tian
- Institute for Neurodegenerative Diseases; Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
- Biophysics Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Keran Ma
- Gladstone Institute of Neurological Disease, San Francisco, CA, USA
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Jorge J Palop
- Gladstone Institute of Neurological Disease, San Francisco, CA, USA
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Martin Kampmann
- Institute for Neurodegenerative Diseases; Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA, USA
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39
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Elder NH, Majd A, Bulger EA, Samuel RM, Zholudeva LV, McDevitt TC, Fattahi F. Distinct differentiation trajectories leave lasting impacts on gene regulation and function of V2a interneurons. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.12.03.626573. [PMID: 39677634 PMCID: PMC11642877 DOI: 10.1101/2024.12.03.626573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/17/2024]
Abstract
During development, early regionalization segregates lineages and directs diverse cell fates. Sometimes, however, distinct progenitors produce analogous cell types. For example, V2a neurons, are excitatory interneurons that emerge from different anteroposterior progenitors. V2a neurons demonstrate remarkable plasticity after spinal cord injury and improve motor function, showing potential for cell therapy. To examine how lineage origins shape their properties, we differentiated V2a neurons from hPSC-derived progenitors with distinct anteroposterior identities. Single-nucleus multiomic analysis revealed lineage-specific transcription factor motifs and numerous differentially expressed genes related to axon growth and calcium handling. Bypassing lineage patterning via transcription factor-induced differentiation yielded neurons distinct from both developmentally relevant populations and human tissue, emphasizing the need to follow developmental steps to generate authentic cell identities. Using in silico and in vitro loss-of-function analyses, we identified CREB5 and TCF7L2 as regulators specific to posterior identities, underscoring the critical role of lieage origins in determining cell states and functions.
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Affiliation(s)
- Nicholas H. Elder
- Department of Cellular and Molecular Pharmacology, University of California, San Francisco, San Francisco, CA 94158, USA
- Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, 94143, USA
- Developmental and Stem Cell Biology Graduate Program, University of California, San Francisco, CA 94158, USA
| | - Alireza Majd
- Department of Cellular and Molecular Pharmacology, University of California, San Francisco, San Francisco, CA 94158, USA
- Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, 94143, USA
| | - Emily A. Bulger
- Developmental and Stem Cell Biology Graduate Program, University of California, San Francisco, CA 94158, USA
- Gladstone Institute of Cardiovascular Disease, Gladstone Institutes, San Francisco, CA 94158, USA
- Current address: Genentech, South San Francisco, California 94080 USA
| | - Ryan M. Samuel
- Department of Cellular and Molecular Pharmacology, University of California, San Francisco, San Francisco, CA 94158, USA
- Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, 94143, USA
| | - Lyandysha V. Zholudeva
- Gladstone Institute of Cardiovascular Disease, Gladstone Institutes, San Francisco, CA 94158, USA
| | - Todd C. McDevitt
- Gladstone Institute of Cardiovascular Disease, Gladstone Institutes, San Francisco, CA 94158, USA
- Current address: Genentech, South San Francisco, California 94080 USA
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Faranak Fattahi
- Department of Cellular and Molecular Pharmacology, University of California, San Francisco, San Francisco, CA 94158, USA
- Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, 94143, USA
- Program in Craniofacial Biology, University of California, San Francisco, San Francisco, CA 94110, USA
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40
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Wang Y, Yu J, Pei Y. Identifying the key regulators orchestrating Epstein-Barr virus reactivation. Front Microbiol 2024; 15:1505191. [PMID: 39703703 PMCID: PMC11655498 DOI: 10.3389/fmicb.2024.1505191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2024] [Accepted: 11/14/2024] [Indexed: 12/21/2024] Open
Abstract
Epstein-Barr virus (EBV) infects more than 90% of the human population worldwide and establishes lifelong infection in hosts by switching between latent and lytic infection. EBV latency can be reactivated under appropriate conditions, leading to expression of the viral lytic genes and production of infectious progeny viruses. EBV reactivation involves crosstalk between various factors and signaling pathways, and the subsequent complicated virus-host interplays determine whether EBV continues to propagate. However, the detailed mechanisms underlying these processes remain unclear. In this review, we summarize the critical factors regulating EBV reactivation and the associated mechanisms. This encompasses the transcription and post-transcriptional regulation of immediate-early (IE) genes, the functions of viral factors on viral DNA replication and progeny virus production, the mechanisms through which viral proteins disrupt and inhibit the host's innate immune response, and the host factors that modulate EBV reactivation. Finally, we explore the potential applications of novel technologies in studying EBV reactivation, providing novel insights into the investigation of mechanisms governing EBV reactivation and the development of anti-EBV therapeutic strategies.
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Affiliation(s)
| | | | - Yonggang Pei
- School of Public Health and Emergency Management, Southern University of Science and Technology, Shenzhen, Guangdong, China
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41
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Kwak CS, Oflaz FE, Qiu J, Wang X. Human stem cell-specific epigenetic signatures control transgene expression. BIOCHIMICA ET BIOPHYSICA ACTA. GENE REGULATORY MECHANISMS 2024; 1867:195063. [PMID: 39437851 PMCID: PMC11955099 DOI: 10.1016/j.bbagrm.2024.195063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/12/2024] [Revised: 10/03/2024] [Accepted: 10/12/2024] [Indexed: 10/25/2024]
Abstract
Human stem cell-derived models have emerged as an important platform to study tissue differentiation and disease mechanisms. Those models could capitalize on biochemical and cell biological methodologies such as omics, autophagy, and organelle dynamics. However, epigenetic silencing in stem cells creates a barrier to apply genetically encoded tools. Here we investigate the molecular mechanisms underlying exogenously expressed gene silencing by employing multiple commonly used promoters in human induced pluripotent stem cells (iPSCs), glioblastoma cells (GBM), and embryonic kidney cells (HEK). We discover that all promoters tested are highly methylated on the CpG island regions with lower protein expression in iPSCs, as compared to non-iPSCs. Elongation factor 1 alpha short (EF1α short or EFS) promoter, which has fewer CpG island number compared to the other promoters, can drive relatively higher gene expression in iPSCs, despite CpG methylation. Adding a minimal A2 ubiquitous chromatin opening element (minimal A2 UCOE or miniUCOE) upstream of a promoter inhibits CpG methylation and enhances gene expression in iPSCs. Our results demonstrate stem cell type-specific epigenetic modification of transgenic promoter region and provide useful information for designing anti-silencing strategies to increase transgene expression in iPSCs.
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Affiliation(s)
- Chulhwan S Kwak
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Furkan E Oflaz
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Jiamin Qiu
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Xinnan Wang
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA 94305, USA.
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42
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Shayman JA. Diet, β-glucocerebrosidase deficiency, and Parkinson's disease. J Lipid Res 2024; 65:100689. [PMID: 39490443 PMCID: PMC11617976 DOI: 10.1016/j.jlr.2024.100689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2024] Open
Affiliation(s)
- James A Shayman
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA.
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43
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Fenton AR, Peng R, Bond C, Hugelier S, Lakadamyali M, Chang YW, Holzbaur ELF, Jongens TA. FMRP regulates MFF translation to locally direct mitochondrial fission in neurons. Nat Cell Biol 2024; 26:2061-2074. [PMID: 39548330 PMCID: PMC11628401 DOI: 10.1038/s41556-024-01544-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Accepted: 09/23/2024] [Indexed: 11/17/2024]
Abstract
Fragile X messenger ribonucleoprotein (FMRP) is a critical regulator of translation, whose dysfunction causes fragile X syndrome. FMRP dysfunction disrupts mitochondrial health in neurons, but it is unclear how FMRP supports mitochondrial homoeostasis. Here we demonstrate that FMRP granules are recruited to the mitochondrial midzone, where they mark mitochondrial fission sites in axons and dendrites. Endolysosomal vesicles contribute to FMRP granule positioning around mitochondria and facilitate FMRP-associated fission via Rab7 GTP hydrolysis. Cryo-electron tomography and real-time translation imaging reveal that mitochondria-associated FMRP granules are ribosome-rich structures that serve as sites of local protein synthesis. Specifically, FMRP promotes local translation of mitochondrial fission factor (MFF), selectively enabling replicative fission at the mitochondrial midzone. Disrupting FMRP function dysregulates mitochondria-associated MFF translation and perturbs fission dynamics, resulting in increased peripheral fission and an irregular distribution of mitochondrial nucleoids. Thus, FMRP regulates local translation of MFF in neurons, enabling precise control of mitochondrial fission.
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Affiliation(s)
- Adam R Fenton
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Department of Physiology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Cell and Molecular Biology Graduate Group, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Pennsylvania Muscle Institute, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Ruchao Peng
- Department of Biochemistry and Biophysics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Institute of Structural Biology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Charles Bond
- Department of Physiology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Cell and Molecular Biology Graduate Group, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Siewert Hugelier
- Department of Physiology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Melike Lakadamyali
- Department of Physiology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Cell and Molecular Biology Graduate Group, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Pennsylvania Muscle Institute, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Yi-Wei Chang
- Pennsylvania Muscle Institute, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Department of Biochemistry and Biophysics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Institute of Structural Biology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Erika L F Holzbaur
- Department of Physiology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
- Cell and Molecular Biology Graduate Group, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
- Pennsylvania Muscle Institute, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
| | - Thomas A Jongens
- Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
- Cell and Molecular Biology Graduate Group, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
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44
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Colonna M, Konopka G, Liddelow SA, Nowakowski T, Awatramani R, Bateup HS, Cadwell CR, Caglayan E, Chen JL, Gillis J, Kampmann M, Krienen F, Marsh SE, Monje M, O'Dea MR, Patani R, Pollen AA, Quintana FJ, Scavuzzo M, Schmitz M, Sloan SA, Tesar PJ, Tollkuhn J, Tosches MA, Urbanek ME, Werner JM, Bayraktar OA, Gokce O, Habib N. Implementation and validation of single-cell genomics experiments in neuroscience. Nat Neurosci 2024; 27:2310-2325. [PMID: 39627589 DOI: 10.1038/s41593-024-01814-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 10/15/2024] [Indexed: 12/13/2024]
Abstract
Single-cell or single-nucleus transcriptomics is a powerful tool for identifying cell types and cell states. However, hypotheses derived from these assays, including gene expression information, require validation, and their functional relevance needs to be established. The choice of validation depends on numerous factors. Here, we present types of orthogonal and functional validation experiment to strengthen preliminary findings obtained using single-cell and single-nucleus transcriptomics as well as the challenges and limitations of these approaches.
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Affiliation(s)
- Marco Colonna
- Department of Pathology and Immunology, Washington University School of Medicine in St. Louis, St. Louis, MO, USA.
| | - Genevieve Konopka
- Department of Neuroscience, Peter O'Donnell Jr. Brain Institute, UT Southwestern Medical Center, Dallas, TX, USA.
| | - Shane A Liddelow
- Neuroscience Institute, NYU Grossman School of Medicine, New York, NY, USA.
- Department of Neuroscience & Physiology, NYU Grossman School of Medicine, New York, NY, USA.
- Department of Ophthalmology, NYU Grossman School of Medicine, New York, NY, USA.
- Parekh Center for Interdisciplinary Neurology, NYU Grossman School of Medicine, New York, NY, USA.
| | - Tomasz Nowakowski
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA, USA.
- Eli and Edythe Broad Center for Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA.
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA.
- Department of Anatomy, University of California, San Francisco, San Francisco, CA, USA.
| | - Rajeshwar Awatramani
- Department of Microbiology and Immunology, Northwestern University, Chicago, IL, USA
| | - Helen S Bateup
- Department of Molecular and Cellular Biology, University of California, Berkeley, Berkeley, CA, USA
- Department of Neuroscience, University of California, Berkeley, Berkeley, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Cathryn R Cadwell
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
- Department of Pathology, University of California, San Francisco, San Francisco, CA, USA
- Kavli Institute for Fundamental Neuroscience, University of California, San Francisco, San Francisco, CA, USA
| | - Emre Caglayan
- Department of Neuroscience, Peter O'Donnell Jr. Brain Institute, UT Southwestern Medical Center, Dallas, TX, USA
| | - Jerry L Chen
- Department of Biomedical Engineering, Boston University, Boston, MA, USA
- Center for Neurophotonics, Boston University, Boston, MA, USA
- Department of Biology, Boston University, Boston, MA, USA
- Center for Systems Neuroscience, Boston University, Boston, MA, USA
| | - Jesse Gillis
- Department of Physiology and Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, Ontario, Canada
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
| | - Martin Kampmann
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA, USA
| | - Fenna Krienen
- Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA
| | - Samuel E Marsh
- F.M. Kirby Neurobiology Center, Boston Children's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Michelle Monje
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA
- Howard Hughes Medical Institute, Stanford University, Stanford, CA, USA
| | - Michael R O'Dea
- Neuroscience Institute, NYU Grossman School of Medicine, New York, NY, USA
| | - Rickie Patani
- Department of Neuromuscular Disease, UCL Queen Square Institute of Neurology, London, UK
- The Francis Crick Institute, Human Stem Cells and Neurodegeneration Laboratory, London, UK
| | - Alex A Pollen
- Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Francisco J Quintana
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Marissa Scavuzzo
- Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Cleveland, Ohio, OH, USA
- Institute for Glial Sciences, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Matthew Schmitz
- Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA
| | - Steven A Sloan
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA, USA
| | - Paul J Tesar
- Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Cleveland, Ohio, OH, USA
- Institute for Glial Sciences, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | | | | | - Madeleine E Urbanek
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Jonathan M Werner
- Department of Physiology and Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, Ontario, Canada
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
| | | | - Ozgun Gokce
- Department of Old Age Psychiatry and Cognitive Disorders, University Hospital Bonn, Bonn, Germany.
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany.
| | - Naomi Habib
- Edmond & Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel.
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45
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Li E, Benitez C, Boggess SC, Koontz M, Rose IV, Martinez D, Draeger N, Teter OM, Samelson AJ, Pierce N, Ullian EM, Kampmann M. CRISPRi-based screens in iAssembloids to elucidate neuron-glia interactions. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.04.26.538498. [PMID: 37163077 PMCID: PMC10168378 DOI: 10.1101/2023.04.26.538498] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
The sheer complexity of the brain has complicated our ability to understand the cellular and molecular mechanisms underlying its function in health and disease. Genome-wide association studies have uncovered genetic variants associated with specific neurological phenotypes and diseases. In addition, single-cell transcriptomics have provided molecular descriptions of specific brain cell types and the changes they undergo during disease. Although these approaches provide a giant leap forward towards understanding how genetic variation can lead to functional changes in the brain, they do not establish molecular mechanisms. To address this need, we developed a 3D co-culture system termed iAssembloids (induced multi-lineage assembloids) that enables the rapid generation of homogenous neuron-glia spheroids. We characterize these iAssembloids with immunohistochemistry and single-cell transcriptomics and combine them with large-scale CRISPRi-based screens. In our first application, we ask how glial and neuronal cells interact to control neuronal death and survival. Our CRISPRi-based screens identified that GSK3β inhibits the protective NRF2-mediated oxidative stress response in the presence of reactive oxygen species elicited by high neuronal activity, which was not previously found in 2D monoculture neuron screens. We also apply the platform to investigate the role of APOE- ε4, a risk variant for Alzheimer's Disease, in its effect on neuronal survival. We find that APOE- ε4-expressing astrocytes may promote more neuronal activity as compared to APOE- ε3-expressing astrocytes. This platform expands the toolbox for the unbiased identification of mechanisms of cell-cell interactions in brain health and disease.
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Affiliation(s)
- Emmy Li
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Camila Benitez
- TETRAD Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Steven C. Boggess
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Mark Koontz
- Department of Ophthalmology, School of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Indigo V.L. Rose
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- Neuroscience Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Delsy Martinez
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA, USA
| | - Nina Draeger
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Olivia M. Teter
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- UC Berkeley-UCSF Graduate Program in Bioengineering, University of California, San Francisco, San Francisco, CA, USA
| | - Avi J. Samelson
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Na’im Pierce
- FirstGen Internship, Emerson Collective, USA; University of California, Berkeley, Berkeley, CA, USA
| | - Erik M. Ullian
- Department of Ophthalmology, School of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Martin Kampmann
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA, USA
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46
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Hu S, Gan M, Wei Z, Shang P, Song L, Feng J, Chen L, Niu L, Wang Y, Zhang S, Shen L, Zhu L, Zhao Y. Identification of host factors for livestock and poultry viruses: genome-wide screening technology based on the CRISPR system. Front Microbiol 2024; 15:1498641. [PMID: 39640855 PMCID: PMC11619636 DOI: 10.3389/fmicb.2024.1498641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2024] [Accepted: 10/31/2024] [Indexed: 12/07/2024] Open
Abstract
Genome-wide CRISPR library screening technology is a gene function research tool developed based on the CRISPR/Cas9 gene-editing system. The clustered regularly interspaced short palindromic repeats/CRISPR-associated genes (CRISPR/Cas) system, considered the third generation of gene editing after zinc finger nucleases (ZFN) and transcription activator-like effector nucleases (TALEN), is widely used for screening various viral host factors. CRISPR libraries are classified into three main categories based on the different functions of Cas9 enzymes: CRISPR knockout (CRISPR KO) library screening, CRISPR transcriptional activation (CRISPRa) library screening, and CRISPR transcriptional interference (CRISPRi) library screening. Recently, genome-wide CRISPR library screening technology has been used to identify host factors that interact with viruses at various stages, including adsorption, endocytosis, and replication. By specifically modulating the expression of these host factors, it becomes possible to cultivate disease-resistant varieties, establish disease models, and design and develop vaccines, among other applications. This review provides an overview of the development and technical processes of genome-wide CRISPR library screening, as well as its applications in identifying viral host factors in livestock and poultry.
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Affiliation(s)
- Shijie Hu
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
| | - Mailin Gan
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
| | - Ziang Wei
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
| | - Pan Shang
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
| | - Lei Song
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
| | - Jinkang Feng
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
| | - Lei Chen
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
| | - Lili Niu
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
| | - Yan Wang
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
- Key Laboratory of Livestock and Poultry Multi-Omics, Ministry of Agriculture and Rural Affairs, College of Animal and Technology, Sichuan Agricultural University, Ya’an, China
| | - Shunhua Zhang
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
| | - Linyuan Shen
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
- Key Laboratory of Livestock and Poultry Multi-Omics, Ministry of Agriculture and Rural Affairs, College of Animal and Technology, Sichuan Agricultural University, Ya’an, China
| | - Li Zhu
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
- Key Laboratory of Livestock and Poultry Multi-Omics, Ministry of Agriculture and Rural Affairs, College of Animal and Technology, Sichuan Agricultural University, Ya’an, China
| | - Ye Zhao
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan, Sichuan Agricultural University, Ya’an, China
- State Key Laboratory of Swine and Poultry Breeding Industry, Sichuan Agricultural University, Ya’an, China
- Key Laboratory of Livestock and Poultry Multi-Omics, Ministry of Agriculture and Rural Affairs, College of Animal and Technology, Sichuan Agricultural University, Ya’an, China
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47
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Teter OM, McQuade A, Hagan V, Liang W, Dräger NM, Sattler SM, Holmes BB, Castillo VC, Papakis V, Leng K, Boggess S, Nowakowski TJ, Wells J, Kampmann M. CRISPRi-based screen of Autism Spectrum Disorder risk genes in microglia uncovers roles of ADNP in microglia endocytosis and synaptic pruning. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.01.596962. [PMID: 39605704 PMCID: PMC11601228 DOI: 10.1101/2024.06.01.596962] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
Autism Spectrum Disorders (ASD) are a set of neurodevelopmental disorders with complex biology. The identification of ASD risk genes from exome-wide association studies and de novo variation analyses has enabled mechanistic investigations into how ASD-risk genes alter development. Most functional genomics studies have focused on the role of these genes in neurons and neural progenitor cells. However, roles for ASD risk genes in other cell types are largely uncharacterized. There is evidence from postmortem tissue that microglia, the resident immune cells of the brain, appear activated in ASD. Here, we used CRISPRi-based functional genomics to systematically assess the impact of ASD risk gene knockdown on microglia activation and phagocytosis. We developed an iPSC-derived microglia-neuron coculture system and high-throughput flow cytometry readout for synaptic pruning to enable parallel CRISPRi-based screening of phagocytosis of beads, synaptosomes, and synaptic pruning. Our screen identified ADNP, a high-confidence ASD risk genes, as a modifier of microglial synaptic pruning. We found that microglia with ADNP loss have altered endocytic trafficking, remodeled proteomes, and increased motility in coculture.
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Affiliation(s)
- Olivia M Teter
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- UC Berkeley-UCSF Graduate Program in Bioengineering, University of California, San Francisco, San Francisco, CA, USA
| | - Amanda McQuade
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Venus Hagan
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Weiwei Liang
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Nina M Dräger
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Sydney M Sattler
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Brandon B Holmes
- Department of Neurology, University of California, San Francisco, CA, USA
| | - Vincent Cele Castillo
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Vasileios Papakis
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- Developmental and Stem Cell Biology Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Kun Leng
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
| | - Steven Boggess
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Tomasz J Nowakowski
- Department of Anatomy, University of California, San Francisco, San Francisco, CA 94158, USA
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA 94158, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
- Eli and Edythe Broad Center for Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA 94158, USA
| | - James Wells
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA, USA
| | - Martin Kampmann
- Institute for Neurodegenerative Diseases, University of California, San Francisco, San Francisco, CA, USA
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA, USA
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48
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Kinreich S, Bialer-Tsypin A, Viner-Breuer R, Keshet G, Suhler R, Lim PSL, Golan-Lev T, Yanuka O, Turjeman A, Ram O, Meshorer E, Egli D, Yilmaz A, Benvenisty N. Genome-wide screening reveals essential roles for HOX genes and imprinted genes during caudal neurogenesis of human embryonic stem cells. Stem Cell Reports 2024; 19:1598-1619. [PMID: 39486407 PMCID: PMC11589199 DOI: 10.1016/j.stemcr.2024.09.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Revised: 09/30/2024] [Accepted: 09/30/2024] [Indexed: 11/04/2024] Open
Abstract
Mapping the essential pathways for neuronal differentiation can uncover new therapeutics and models for neurodevelopmental disorders. We thus utilized a genome-wide loss-of-function library in haploid human embryonic stem cells, differentiated into caudal neuronal cells. We show that essential genes for caudal neurogenesis are enriched for secreted and membrane proteins and that a large group of neurological conditions, including neurodegenerative disorders, manifest early neuronal phenotypes. Furthermore, essential transcription factors are enriched with homeobox (HOX) genes demonstrating synergistic regulation and surprising non-redundant functions between HOXA6 and HOXB6 paralogs. Moreover, we establish the essentialome of imprinted genes during neurogenesis, demonstrating that maternally expressed genes are non-essential in pluripotent cells and their differentiated germ layers, yet several are essential for neuronal development. These include Beckwith-Wiedemann syndrome- and Angelman syndrome-related genes, for which we suggest a novel regulatory pathway. Overall, our work identifies essential pathways for caudal neuronal differentiation and stage-specific phenotypes of neurological disorders.
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Affiliation(s)
- Shay Kinreich
- The Azrieli Center for Stem Cells and Genetic Research, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel; Department of Genetics, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel
| | - Anna Bialer-Tsypin
- The Azrieli Center for Stem Cells and Genetic Research, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel; Department of Genetics, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel
| | - Ruth Viner-Breuer
- The Azrieli Center for Stem Cells and Genetic Research, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel; Department of Genetics, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel
| | - Gal Keshet
- The Azrieli Center for Stem Cells and Genetic Research, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel; Department of Genetics, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel
| | - Roni Suhler
- The Azrieli Center for Stem Cells and Genetic Research, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel; Department of Genetics, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel
| | - Patrick Siang Lin Lim
- Department of Genetics, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel
| | - Tamar Golan-Lev
- The Azrieli Center for Stem Cells and Genetic Research, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel; Department of Genetics, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel
| | - Ofra Yanuka
- The Azrieli Center for Stem Cells and Genetic Research, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel; Department of Genetics, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel
| | - Adi Turjeman
- The Center for Genomic Technologies, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel
| | - Oren Ram
- Department of Biological Chemistry, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel
| | - Eran Meshorer
- Department of Genetics, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel; The Edmond and Lily Center for Brain Sciences (ELSC), The Hebrew University, Jerusalem 91904, Israel
| | - Dieter Egli
- Naomi Berrie Diabetes Center & Department of Pediatrics, College of Physicians and Surgeons, Columbia University, New York, NY 10032, USA
| | - Atilgan Yilmaz
- Leuven Stem Cell Institute, Department of Development and Regeneration, KU Leuven, 3000 Leuven, Belgium.
| | - Nissim Benvenisty
- The Azrieli Center for Stem Cells and Genetic Research, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel; Department of Genetics, Institute of Life Sciences, The Hebrew University, Jerusalem 91904, Israel.
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49
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Nourreddine S, Doctor Y, Dailamy A, Forget A, Lee YH, Chinn B, Khaliq H, Polacco B, Muralidharan M, Pan E, Zhang Y, Sigaeva A, Hansen JN, Gao J, Parker JA, Obernier K, Clark T, Chen JY, Metallo C, Lundberg E, Ideker T, Krogan N, Mali P. A PERTURBATION CELL ATLAS OF HUMAN INDUCED PLURIPOTENT STEM CELLS. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.03.621734. [PMID: 39574586 PMCID: PMC11580897 DOI: 10.1101/2024.11.03.621734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/30/2024]
Abstract
Towards comprehensively investigating the genotype-phenotype relationships governing the human pluripotent stem cell state, we generated an expressed genome-scale CRISPRi Perturbation Cell Atlas in KOLF2.1J human induced pluripotent stem cells (hiPSCs) mapping transcriptional and fitness phenotypes associated with 11,739 targeted genes. Using the transcriptional phenotypes, we created a minimum distortion embedding map of the pluripotent state, demonstrating rich recapitulation of protein complexes, such as strong co-clustering of MRPL, BAF, SAGA, and Ragulator family members. Additionally, we uncovered transcriptional regulators that are uncoupled from cell fitness, discovering potential novel pluripotency (JOSD1, RNF7) and metabolic factors (ZBTB41). We validated these findings via phenotypic, protein-interaction, and metabolic tracing assays. Finally, we propose a contrastive human-cell engineering framework (CHEF), a machine learning architecture that learns from perturbation cell atlases to predict perturbation recipes that achieve desired transcriptional states. Taken together, our study presents a comprehensive resource for interrogating the regulatory networks governing pluripotency.
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Affiliation(s)
- Sami Nourreddine
- Department of Bioengineering, University of California San Diego, CA, USA
| | - Yesh Doctor
- Department of Bioengineering, University of California San Diego, CA, USA
| | - Amir Dailamy
- Department of Bioengineering, University of California San Diego, CA, USA
| | - Antoine Forget
- Quantitative Biosciences Institute (QBI), University of California San Francisco, CA, USA
- Gladstone Institute of Data Science and Biotechnology, J. David Gladstone Institutes, San Francisco, CA, USA
| | - Yi-Hung Lee
- Department of Bioengineering, University of California San Diego, CA, USA
| | - Becky Chinn
- Department of Bioengineering, University of California San Diego, CA, USA
- School of Medicine, University of California San Diego, CA, USA
| | - Hammza Khaliq
- Department of Bioengineering, University of California San Diego, CA, USA
| | - Benjamin Polacco
- Quantitative Biosciences Institute (QBI), University of California San Francisco, CA, USA
- Gladstone Institute of Data Science and Biotechnology, J. David Gladstone Institutes, San Francisco, CA, USA
- Department of Cellular and Molecular Pharmacology, University of California San Francisco, CA, USA
| | - Monita Muralidharan
- Quantitative Biosciences Institute (QBI), University of California San Francisco, CA, USA
- Gladstone Institute of Data Science and Biotechnology, J. David Gladstone Institutes, San Francisco, CA, USA
| | - Emily Pan
- Department of Bioengineering, University of California San Diego, CA, USA
| | - Yifan Zhang
- Department of Bioengineering, University of California San Diego, CA, USA
| | - Alina Sigaeva
- Division of Cellular and Clinical Proteomics, Department of Protein Science, SciLifeLab, KTH Royal Institute of Technology, Stockholm, Sweden
| | | | - Jiahao Gao
- School of Medicine, University of California San Diego, CA, USA
| | | | - Kirsten Obernier
- Gladstone Institute of Data Science and Biotechnology, J. David Gladstone Institutes, San Francisco, CA, USA
- Department of Cellular and Molecular Pharmacology, University of California San Francisco, CA, USA
| | - Timothy Clark
- Department of Medicine, University of Virginia, VA, USA
| | - Jake Y. Chen
- Department of Computer Science, The University of Alabama at Birmingham, VA, USA
| | - Christian Metallo
- Department of Bioengineering, University of California San Diego, CA, USA
- Molecular and Cell Biology Laboratory, The Salk Institute for Biological Studies, CA, USA
| | - Emma Lundberg
- Department of Bioengineering, Stanford University, CA, USA
- Department of Pathology, Stanford University, CA, USA
| | - Trey Ideker
- Department of Bioengineering, University of California San Diego, CA, USA
- School of Medicine, University of California San Diego, CA, USA
| | - Nevan Krogan
- Quantitative Biosciences Institute (QBI), University of California San Francisco, CA, USA
- Gladstone Institute of Data Science and Biotechnology, J. David Gladstone Institutes, San Francisco, CA, USA
- Department of Cellular and Molecular Pharmacology, University of California San Francisco, CA, USA
- Department of Bioengineering and Therapeutics Sciences, University of California San Francisco, CA, USA
| | - Prashant Mali
- Department of Bioengineering, University of California San Diego, CA, USA
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Samelson AJ, Ariqat N, McKetney J, Rohanitazangi G, Bravo CP, Bose R, Travaglini KJ, Lam VL, Goodness D, Dixon G, Marzette E, Jin J, Tian R, Tse E, Abskharon R, Pan H, Carroll EC, Lawrence RE, Gestwicki JE, Eisenberg D, Kanaan NM, Southworth DR, Gross JD, Gan L, Swaney DL, Kampmann M. CRISPR screens in iPSC-derived neurons reveal principles of tau proteostasis. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.06.16.545386. [PMID: 37398204 PMCID: PMC10312804 DOI: 10.1101/2023.06.16.545386] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
Aggregation of the protein tau defines tauopathies, which include Alzheimer's disease and frontotemporal dementia. Specific neuronal subtypes are selectively vulnerable to tau aggregation and subsequent dysfunction and death, but the underlying mechanisms are unknown. To systematically uncover the cellular factors controlling the accumulation of tau aggregates in human neurons, we conducted a genome-wide CRISPRi-based modifier screen in iPSC-derived neurons. The screen uncovered expected pathways, including autophagy, but also unexpected pathways, including UFMylation and GPI anchor synthesis. We discover that the E3 ubiquitin ligase CUL5SOCS4 is a potent modifier of tau levels in human neurons, ubiquitinates tau, and is a correlated with vulnerability to tauopathies in mouse and human. Disruption of mitochondrial function promotes proteasomal misprocessing of tau, which generates tau proteolytic fragments like those in disease and changes tau aggregation in vitro. These results reveal new principles of tau proteostasis in human neurons and pinpoint potential therapeutic targets for tauopathies.
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Affiliation(s)
- Avi J Samelson
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
| | - Nabeela Ariqat
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
| | - Justin McKetney
- University of California San Francisco, Quantitative Biosciences Institute (QBI), San Francisco, CA, USA
- Department of Cellular and Molecular Pharmacology, University of California San Francisco, San Francisco, CA, USA
- Gladstone Institute of Data Science and Biotechnology, Gladstone Institutes, San Francisco, CA, USA
| | - Gita Rohanitazangi
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
| | - Celeste Parra Bravo
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
- Helen and Robert Appel Alzheimer Disease Research Institute, Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA
| | - Rudra Bose
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
| | | | - Victor L Lam
- Department of Pharmaceutical Chemistry, University of California, San Francisco, CA, USA
| | - Darrin Goodness
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
| | - Gary Dixon
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
| | - Emily Marzette
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
| | - Julianne Jin
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
| | - Ruilin Tian
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
| | - Eric Tse
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
- Department of Biochemistry and Biophysics, University of California San Francisco, San Francisco, CA, USA
| | - Romany Abskharon
- Departments of Chemistry and Biochemistry and Biological Chemistry, UCLA-DOE Institute, UCLA, Los Angeles, CA USA
| | - Henry Pan
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
| | - Emma C Carroll
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
- Department of Chemistry, San José State University, San José, CA, USA
| | - Rosalie E Lawrence
- Department of Cellular and Molecular Pharmacology, University of California San Francisco, San Francisco, CA, USA
- Howard Hughes Medical Institute UCSF, San Francisco, CA, USA
| | - Jason E Gestwicki
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
- Department of Pharmaceutical Chemistry, University of California, San Francisco, CA, USA
| | - David Eisenberg
- Departments of Chemistry and Biochemistry and Biological Chemistry, UCLA-DOE Institute, UCLA, Los Angeles, CA USA
- Howard Hughes Medical Institute UCLA, Los Angeles, CA, USA
| | - Nicholas M Kanaan
- Department of Translational Neuroscience, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA
| | - Daniel R Southworth
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
- Department of Biochemistry and Biophysics, University of California San Francisco, San Francisco, CA, USA
| | - John D Gross
- Department of Pharmaceutical Chemistry, University of California, San Francisco, CA, USA
| | - Li Gan
- Helen and Robert Appel Alzheimer Disease Research Institute, Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA
| | - Danielle L Swaney
- University of California San Francisco, Quantitative Biosciences Institute (QBI), San Francisco, CA, USA
- Department of Cellular and Molecular Pharmacology, University of California San Francisco, San Francisco, CA, USA
- Gladstone Institute of Data Science and Biotechnology, Gladstone Institutes, San Francisco, CA, USA
| | - Martin Kampmann
- Institute for Neurodegenerative Diseases, University of California, San Francisco, CA, USA
- Department of Biochemistry and Biophysics, University of California San Francisco, San Francisco, CA, USA
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