1
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Gazestani V, Kamath T, Nadaf NM, Dougalis A, Burris SJ, Rooney B, Junkkari A, Vanderburg C, Pelkonen A, Gomez-Budia M, Välimäki NN, Rauramaa T, Therrien M, Koivisto AM, Tegtmeyer M, Herukka SK, Abdulraouf A, Marsh SE, Hiltunen M, Nehme R, Malm T, Stevens B, Leinonen V, Macosko EZ. Early Alzheimer's disease pathology in human cortex involves transient cell states. Cell 2023; 186:4438-4453.e23. [PMID: 37774681 PMCID: PMC11107481 DOI: 10.1016/j.cell.2023.08.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Revised: 05/31/2023] [Accepted: 08/03/2023] [Indexed: 10/01/2023]
Abstract
Cellular perturbations underlying Alzheimer's disease (AD) are primarily studied in human postmortem samples and model organisms. Here, we generated a single-nucleus atlas from a rare cohort of cortical biopsies from living individuals with varying degrees of AD pathology. We next performed a systematic cross-disease and cross-species integrative analysis to identify a set of cell states that are specific to early AD pathology. These changes-which we refer to as the early cortical amyloid response-were prominent in neurons, wherein we identified a transitional hyperactive state preceding the loss of excitatory neurons, which we confirmed by acute slice physiology on independent biopsy specimens. Microglia overexpressing neuroinflammatory-related processes also expanded as AD pathology increased. Finally, both oligodendrocytes and pyramidal neurons upregulated genes associated with β-amyloid production and processing during this early hyperactive phase. Our integrative analysis provides an organizing framework for targeting circuit dysfunction, neuroinflammation, and amyloid production early in AD pathogenesis.
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Affiliation(s)
- Vahid Gazestani
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Tushar Kamath
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Graduate Program in Biophysics and Harvard/MIT MD-PhD Program, Harvard University, Cambridge, MA 02139, USA
| | - Naeem M Nadaf
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Antonios Dougalis
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - S J Burris
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Brendan Rooney
- Program in Neuroscience, Harvard Medical School, Boston, MA 02115, USA
| | - Antti Junkkari
- Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery, Kuopio University Hospital, Kuopio, Finland
| | | | - Anssi Pelkonen
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Mireia Gomez-Budia
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Nelli-Noora Välimäki
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Tuomas Rauramaa
- Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland; Department of Pathology, Kuopio University Hospital, Kuopio, Finland
| | | | - Anne M Koivisto
- Program in Neuroscience, Harvard Medical School, Boston, MA 02115, USA; Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland; Department of Neurology, Kuopio University Hospital, Kuopio, Finland; Department of Neurosciences, University of Helsinki, Helsinki, Finland; Department of Geriatrics, Helsinki University Hospital, Helsinki, Finland
| | | | - Sanna-Kaisa Herukka
- Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland; Department of Neurology, Kuopio University Hospital, Kuopio, Finland
| | | | - Samuel E Marsh
- F.M. Kirby Neurobiology Center, Boston Children's Hospital, Boston, MA 02115, USA
| | - Mikko Hiltunen
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - Ralda Nehme
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Tarja Malm
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Beth Stevens
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; F.M. Kirby Neurobiology Center, Boston Children's Hospital, Boston, MA 02115, USA; Howard Hughes Medical Institute (HHMI), Boston, MA 02115, USA
| | - Ville Leinonen
- Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery, Kuopio University Hospital, Kuopio, Finland
| | - Evan Z Macosko
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Massachusetts General Hospital, Department of Psychiatry, Boston, MA 02114, USA.
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2
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Maury EA, Sherman MA, Genovese G, Gilgenast TG, Kamath T, Burris S, Rajarajan P, Flaherty E, Akbarian S, Chess A, McCarroll SA, Loh PR, Phillips-Cremins JE, Brennand KJ, Macosko EZ, Walters JT, O’Donovan M, Sullivan P, Sebat J, Lee EA, Walsh CA. Schizophrenia-associated somatic copy-number variants from 12,834 cases reveal recurrent NRXN1 and ABCB11 disruptions. Cell Genom 2023; 3:100356. [PMID: 37601975 PMCID: PMC10435376 DOI: 10.1016/j.xgen.2023.100356] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 02/21/2022] [Accepted: 06/09/2023] [Indexed: 08/22/2023]
Abstract
While germline copy-number variants (CNVs) contribute to schizophrenia (SCZ) risk, the contribution of somatic CNVs (sCNVs)-present in some but not all cells-remains unknown. We identified sCNVs using blood-derived genotype arrays from 12,834 SCZ cases and 11,648 controls, filtering sCNVs at loci recurrently mutated in clonal blood disorders. Likely early-developmental sCNVs were more common in cases (0.91%) than controls (0.51%, p = 2.68e-4), with recurrent somatic deletions of exons 1-5 of the NRXN1 gene in five SCZ cases. Hi-C maps revealed ectopic, allele-specific loops forming between a potential cryptic promoter and non-coding cis-regulatory elements upon 5' deletions in NRXN1. We also observed recurrent intragenic deletions of ABCB11, encoding a transporter implicated in anti-psychotic response, in five treatment-resistant SCZ cases and showed that ABCB11 is specifically enriched in neurons forming mesocortical and mesolimbic dopaminergic projections. Our results indicate potential roles of sCNVs in SCZ risk.
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Affiliation(s)
- Eduardo A. Maury
- Division of Genetics and Genomics, Manton Center for Orphan Disease, Boston Children’s Hospital, Boston, MA, USA
- Bioinformatics & Integrative Genomics Program and Harvard/MIT MD-PHD Program, Harvard Medical School, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Maxwell A. Sherman
- Brigham and Women’s Hospital, Division of Genetics & Center for Data Sciences, Boston, MA, USA
| | - Giulio Genovese
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Thomas G. Gilgenast
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA, USA
| | - Tushar Kamath
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA, USA
| | - S.J. Burris
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Prashanth Rajarajan
- Nash Family Department of Neuroscience, Friedman Brain Institute, Department of Genetics & Genomics, Icahn Institute of Genomics and Multiscale Biology, Department of Psychiatry, Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine of Mount Sinai, New York, NY, USA
| | - Erin Flaherty
- Nash Family Department of Neuroscience, Friedman Brain Institute, Department of Genetics & Genomics, Icahn Institute of Genomics and Multiscale Biology, Department of Psychiatry, Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine of Mount Sinai, New York, NY, USA
| | - Schahram Akbarian
- Nash Family Department of Neuroscience, Friedman Brain Institute, Department of Genetics & Genomics, Icahn Institute of Genomics and Multiscale Biology, Department of Psychiatry, Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine of Mount Sinai, New York, NY, USA
| | - Andrew Chess
- Nash Family Department of Neuroscience, Friedman Brain Institute, Department of Genetics & Genomics, Icahn Institute of Genomics and Multiscale Biology, Department of Psychiatry, Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine of Mount Sinai, New York, NY, USA
| | - Steven A. McCarroll
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Po-Ru Loh
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Brigham and Women’s Hospital, Division of Genetics & Center for Data Sciences, Boston, MA, USA
| | | | - Kristen J. Brennand
- Nash Family Department of Neuroscience, Friedman Brain Institute, Department of Genetics & Genomics, Icahn Institute of Genomics and Multiscale Biology, Department of Psychiatry, Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine of Mount Sinai, New York, NY, USA
- Departments of Psychiatry and Genetics, Yale School of Medicine, New Haven, CT, USA
| | - Evan Z. Macosko
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Massachusetts General Hospital, Department of Psychiatry, Boston, MA, USA
| | - James T.R. Walters
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychiatry and Clinical Neurosciences, Cardiff University, Cardiff, Wales
| | - Michael O’Donovan
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychiatry and Clinical Neurosciences, Cardiff University, Cardiff, Wales
| | - Patrick Sullivan
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jonathan Sebat
- University of California San Diego, Department of Psychiatry, Department of Cellular & Molecular Medicine, Beyster Center of Psychiatric Genomics, San Diego, CA, USA
| | - Eunjung A. Lee
- Division of Genetics and Genomics, Manton Center for Orphan Disease, Boston Children’s Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Christopher A. Walsh
- Division of Genetics and Genomics, Manton Center for Orphan Disease, Boston Children’s Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Howard Hughes Medical Institute, Boston Children’s Hospital, Boston, MA, USA
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3
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Dolan MJ, Therrien M, Jereb S, Kamath T, Gazestani V, Atkeson T, Marsh SE, Goeva A, Lojek NM, Murphy S, White CM, Joung J, Liu B, Limone F, Eggan K, Hacohen N, Bernstein BE, Glass CK, Leinonen V, Blurton-Jones M, Zhang F, Epstein CB, Macosko EZ, Stevens B. Exposure of iPSC-derived human microglia to brain substrates enables the generation and manipulation of diverse transcriptional states in vitro. Nat Immunol 2023; 24:1382-1390. [PMID: 37500887 PMCID: PMC10382323 DOI: 10.1038/s41590-023-01558-2] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 06/09/2023] [Indexed: 07/29/2023]
Abstract
Microglia, the macrophages of the brain parenchyma, are key players in neurodegenerative diseases such as Alzheimer's disease. These cells adopt distinct transcriptional subtypes known as states. Understanding state function, especially in human microglia, has been elusive owing to a lack of tools to model and manipulate these cells. Here, we developed a platform for modeling human microglia transcriptional states in vitro. We found that exposure of human stem-cell-differentiated microglia to synaptosomes, myelin debris, apoptotic neurons or synthetic amyloid-beta fibrils generated transcriptional diversity that mapped to gene signatures identified in human brain microglia, including disease-associated microglia, a state enriched in neurodegenerative diseases. Using a new lentiviral approach, we demonstrated that the transcription factor MITF drives a disease-associated transcriptional signature and a highly phagocytic state. Together, these tools enable the manipulation and functional interrogation of human microglial states in both homeostatic and disease-relevant contexts.
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Affiliation(s)
- Michael-John Dolan
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Martine Therrien
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Saša Jereb
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Tushar Kamath
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Vahid Gazestani
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Trevor Atkeson
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Samuel E Marsh
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Aleksandrina Goeva
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Neal M Lojek
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sarah Murphy
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, USA
| | | | - Julia Joung
- Broad Institute of MIT and Harvard Cambridge, Cambridge, MA, USA
- Department of Biological Engineering, MIT, Cambridge, MA, USA
- Howard Hughes Medical Institute, Boston, MA, USA
- Department of Brain and Cognitive Science, MIT, Cambridge, MA, USA
- McGovern Institute for Brain Research at MIT, Cambridge, MA, USA
| | - Bingxu Liu
- Broad Institute of MIT and Harvard Cambridge, Cambridge, MA, USA
| | - Francesco Limone
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA
- Leiden University Medical Center, LUMC, Leiden, the Netherlands
| | - Kevin Eggan
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA
| | - Nir Hacohen
- Broad Institute of MIT and Harvard Cambridge, Cambridge, MA, USA
- Department of Medicine, Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Bradley E Bernstein
- Broad Institute of MIT and Harvard Cambridge, Cambridge, MA, USA
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Ludwig Center at Harvard, Harvard Medical School, Boston, MA, USA
- Departments of Cell Biology and Pathology, Harvard Medical School, Boston, MA, USA
| | - Christopher K Glass
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Ville Leinonen
- Department of Neurosurgery, Kuopio University Hospital and Institute of Clinical Medicine - Neurosurgery, University of Eastern Finland, Kuopio, Finland
| | - Mathew Blurton-Jones
- Department of Neurobiology and Behavior, Sue and Bill Gross Stem Cell Research Center, UCI Institute for Memory Impairments and Neurological Disorders, Institute for Immunology, University of California, Irvine, CA, USA
| | - Feng Zhang
- Broad Institute of MIT and Harvard Cambridge, Cambridge, MA, USA
- Department of Biological Engineering, MIT, Cambridge, MA, USA
- Howard Hughes Medical Institute, Boston, MA, USA
- Department of Brain and Cognitive Science, MIT, Cambridge, MA, USA
- McGovern Institute for Brain Research at MIT, Cambridge, MA, USA
| | | | - Evan Z Macosko
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Massachusetts General Hospital, Department of Psychiatry, Boston, MA, USA.
| | - Beth Stevens
- Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Boston Children's Hospital, F.M. Kirby Neurobiology Center, Boston, MA, USA.
- Harvard Medical School, Boston, MA, USA.
- Broad Institute of MIT and Harvard Cambridge, Cambridge, MA, USA.
- Howard Hughes Medical Institute, Boston, MA, USA.
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4
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Gazestani V, Kamath T, Nadaf NM, Burris SJ, Rooney B, Junkkari A, Vanderburg C, Rauramaa T, Therrien M, Tegtmeyer M, Herukka SK, Abdulraouf A, Marsh S, Malm T, Hiltunen M, Nehme R, Stevens B, Leinonen V, Macosko EZ. Early Alzheimer's disease pathology in human cortex is associated with a transient phase of distinct cell states. bioRxiv 2023:2023.06.03.543569. [PMID: 37333365 PMCID: PMC10274680 DOI: 10.1101/2023.06.03.543569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/20/2023]
Abstract
Cellular perturbations underlying Alzheimer's disease are primarily studied in human postmortem samples and model organisms. Here we generated a single-nucleus atlas from a rare cohort of cortical biopsies from living individuals with varying degrees of Alzheimer's disease pathology. We next performed a systematic cross-disease and cross-species integrative analysis to identify a set of cell states that are specific to early AD pathology. These changes-which we refer to as the Early Cortical Amyloid Response-were prominent in neurons, wherein we identified a transient state of hyperactivity preceding loss of excitatory neurons, which correlated with the selective loss of layer 1 inhibitory neurons. Microglia overexpressing neuroinflammatory-related processes also expanded as AD pathological burden increased. Lastly, both oligodendrocytes and pyramidal neurons upregulated genes associated with amyloid beta production and processing during this early hyperactive phase. Our integrative analysis provides an organizing framework for targeting circuit dysfunction, neuroinflammation, and amyloid production early in AD pathogenesis.
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Affiliation(s)
| | - Tushar Kamath
- Broad Institute of MIT and Harvard, Cambridge, MA 02142 USA
- Harvard Graduate Program in Biophysics and Harvard/MIT MD-PhD Program, Harvard University, Cambridge, MA 02139 USA
| | - Naeem M. Nadaf
- Broad Institute of MIT and Harvard, Cambridge, MA 02142 USA
| | - SJ Burris
- Broad Institute of MIT and Harvard, Cambridge, MA 02142 USA
| | - Brendan Rooney
- Program in Neuroscience, Harvard Medical School, Boston, MA 02115 USA
| | - Antti Junkkari
- Institute of Clinical Medicine, Unit of Pathology, Faculty of Health Sciences, University of Eastern Finland, Kuopio, Finland
- Department of Neurosurgery, Kuopio University Hospital, Kuopio, Finland
| | | | - Tuomas Rauramaa
- Institute of Clinical Medicine, Unit of Pathology, Faculty of Health Sciences, University of Eastern Finland, Kuopio, Finland
- Department of Pathology, Kuopio University Hospital, Kuopio, Finland
| | | | | | - Sanna-Kaisa Herukka
- Institute of Clinical Medicine, Unit of Pathology, Faculty of Health Sciences, University of Eastern Finland, Kuopio, Finland
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
| | | | - Samuel Marsh
- F.M. Kirby Neurobiology Center, Boston Children’s Hospital, Boston, MA 02115 USA
| | - Tarja Malm
- A.I. Virtanen Institute for Molecular Sciences, Faculty of Health Sciences, University of Eastern Finland, Kuopio, Finland
| | - Mikko Hiltunen
- Institute of Biomedicine, Faculty of Health Sciences, University of Eastern Finland, Kuopio, Finland
| | - Ralda Nehme
- Broad Institute of MIT and Harvard, Cambridge, MA 02142 USA
| | - Beth Stevens
- Broad Institute of MIT and Harvard, Cambridge, MA 02142 USA
- F.M. Kirby Neurobiology Center, Boston Children’s Hospital, Boston, MA 02115 USA
- Howard Hughes Medical Institute (HHMI), Boston, MA 02115 USA
| | - Ville Leinonen
- Institute of Clinical Medicine, Unit of Pathology, Faculty of Health Sciences, University of Eastern Finland, Kuopio, Finland
- Department of Neurosurgery, Kuopio University Hospital, Kuopio, Finland
| | - Evan Z. Macosko
- Broad Institute of MIT and Harvard, Cambridge, MA 02142 USA
- Massachusetts General Hospital, Department of Psychiatry, Boston, MA 02114 USA
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5
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Kamath T, Macosko EZ. Insights into Neurodegeneration in Parkinson's Disease from Single-Cell and Spatial Genomics. Mov Disord 2023; 38:518-525. [PMID: 36881930 PMCID: PMC11056908 DOI: 10.1002/mds.29374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 02/12/2023] [Accepted: 02/16/2023] [Indexed: 03/09/2023] Open
Abstract
Parkinson's disease (PD) is pathologically defined by the death of dopaminergic (DA) neurons within the pars compacta of the substantia nigra. To date, the cause of this multifaceted disease remains largely unclear, which may contribute in part to a current lack of disease-modifying therapies. Recent advances in single-cell and spatial genomic profiling tools have provided powerful new ways to measure cellular state changes in brain diseases. Here, we describe how these tools have offered insight into these complex disorders and highlight a recently performed comprehensive study of DA neuron susceptibility in PD. The data generated by this recent work provide evidence for the role of specific pathways and common genetic variants resulting in the loss of a critical DA subtype in PD. We conclude by outlining a set of basic and translational opportunities that arise from those data and insights gathered from this work. © 2023 International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Tushar Kamath
- Stanley Center for Psychiatric Research, Broad Institute, 75 Ames Street Cambridge, MA 02139
- Harvard Medical School and Harvard/MIT MD-PhD Program, Harvard University, Cambridge, MA 02139 USA
| | - Evan Z. Macosko
- Stanley Center for Psychiatric Research, Broad Institute, 75 Ames Street Cambridge, MA 02139
- Massachusetts General Hospital, Department of Psychiatry, Boston, MA USA
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6
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Marsh SE, Murphy S, Kamath T, Gazestani V, Therrien M, Dolan MJ, Jereb S, Reyes M, Gobom J, Clish C, Hacohen N, Zetterberg H, Leinonen V, Macosko E, Stevens B. Multi‐modal Analysis and Modeling of Human Neurodegenerative Disease to Reveal Disease Mechanisms and Biomarkers. Alzheimers Dement 2022. [DOI: 10.1002/alz.061905] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Samuel E Marsh
- Boston Children’s Hospital Boston MA USA
- Broad Institute of MIT and Harvard Cambridge MA USA
| | - Sarah Murphy
- Boston Children’s Hospital Boston MA USA
- Broad Institute of MIT and Harvard Cambridge MA USA
| | | | | | | | | | - Sasa Jereb
- Broad Institute of MIT and Harvard Cambridge MA USA
| | - Miguel Reyes
- Broad Institute of MIT and Harvard Cambridge MA USA
| | - Johan Gobom
- Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the University of Gothenburg Gothenburg Sweden
| | - Clary Clish
- Broad Institute of MIT and Harvard Cambridge MA USA
| | - Nir Hacohen
- Broad Institute of MIT and Harvard Cambridge MA USA
| | - Henrik Zetterberg
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg Gothenburg Sweden
| | | | - Evan Macosko
- Broad Institute of MIT and Harvard Cambridge MA USA
| | - Beth Stevens
- Broad Institute of MIT and Harvard Cambridge MA USA
- Boston Children Hospital Boston MA USA
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7
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Kamath T, Abdulraouf A, Burris SJ, Langlieb J, Gazestani V, Nadaf NM, Balderrama K, Vanderburg C, Macosko EZ. Single-cell genomic profiling of human dopamine neurons identifies a population that selectively degenerates in Parkinson's disease. Nat Neurosci 2022; 25:588-595. [PMID: 35513515 PMCID: PMC9076534 DOI: 10.1038/s41593-022-01061-1] [Citation(s) in RCA: 130] [Impact Index Per Article: 65.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 03/24/2022] [Indexed: 12/14/2022]
Abstract
The loss of dopamine (DA) neurons within the substantia nigra pars compacta (SNpc) is a defining pathological hallmark of Parkinson's disease (PD). Nevertheless, the molecular features associated with DA neuron vulnerability have not yet been fully identified. Here, we developed a protocol to enrich and transcriptionally profile DA neurons from patients with PD and matched controls, sampling a total of 387,483 nuclei, including 22,048 DA neuron profiles. We identified ten populations and spatially localized each within the SNpc using Slide-seq. A single subtype, marked by the expression of the gene AGTR1 and spatially confined to the ventral tier of SNpc, was highly susceptible to loss in PD and showed the strongest upregulation of targets of TP53 and NR2F2, nominating molecular processes associated with degeneration. This same vulnerable population was specifically enriched for the heritable risk associated with PD, highlighting the importance of cell-intrinsic processes in determining the differential vulnerability of DA neurons to PD-associated degeneration.
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Affiliation(s)
- Tushar Kamath
- Broad Institute of Harvard and MIT, Stanley Center for Psychiatric Research, Cambridge, MA, USA
- Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA, USA
| | - Abdulraouf Abdulraouf
- Broad Institute of Harvard and MIT, Stanley Center for Psychiatric Research, Cambridge, MA, USA
| | - S J Burris
- Broad Institute of Harvard and MIT, Stanley Center for Psychiatric Research, Cambridge, MA, USA
| | - Jonah Langlieb
- Broad Institute of Harvard and MIT, Stanley Center for Psychiatric Research, Cambridge, MA, USA
| | - Vahid Gazestani
- Broad Institute of Harvard and MIT, Stanley Center for Psychiatric Research, Cambridge, MA, USA
| | - Naeem M Nadaf
- Broad Institute of Harvard and MIT, Stanley Center for Psychiatric Research, Cambridge, MA, USA
| | - Karol Balderrama
- Broad Institute of Harvard and MIT, Stanley Center for Psychiatric Research, Cambridge, MA, USA
| | - Charles Vanderburg
- Broad Institute of Harvard and MIT, Stanley Center for Psychiatric Research, Cambridge, MA, USA
| | - Evan Z Macosko
- Broad Institute of Harvard and MIT, Stanley Center for Psychiatric Research, Cambridge, MA, USA.
- Massachusetts General Hospital, Department of Psychiatry, Boston, MA, USA.
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8
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Wang JS, Kamath T, Mazur CM, Mirzamohammadi F, Rotter D, Hojo H, Castro CD, Tokavanich N, Patel R, Govea N, Enishi T, Wu Y, da Silva Martins J, Bruce M, Brooks DJ, Bouxsein ML, Tokarz D, Lin CP, Abdul A, Macosko EZ, Fiscaletti M, Munns CF, Ryder P, Kost-Alimova M, Byrne P, Cimini B, Fujiwara M, Kronenberg HM, Wein MN. Control of osteocyte dendrite formation by Sp7 and its target gene osteocrin. Nat Commun 2021; 12:6271. [PMID: 34725346 PMCID: PMC8560803 DOI: 10.1038/s41467-021-26571-7] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Accepted: 10/12/2021] [Indexed: 02/05/2023] Open
Abstract
Some osteoblasts embed within bone matrix, change shape, and become dendrite-bearing osteocytes. The circuitry that drives dendrite formation during "osteocytogenesis" is poorly understood. Here we show that deletion of Sp7 in osteoblasts and osteocytes causes defects in osteocyte dendrites. Profiling of Sp7 target genes and binding sites reveals unexpected repurposing of this transcription factor to drive dendrite formation. Osteocrin is a Sp7 target gene that promotes osteocyte dendrite formation and rescues defects in Sp7-deficient mice. Single-cell RNA-sequencing demonstrates defects in osteocyte maturation in the absence of Sp7. Sp7-dependent osteocyte gene networks are associated with human skeletal diseases. Moreover, humans with a SP7R316C mutation show defective osteocyte morphology. Sp7-dependent genes that mark osteocytes are enriched in neurons, highlighting shared features between osteocytic and neuronal connectivity. These findings reveal a role for Sp7 and its target gene Osteocrin in osteocytogenesis, revealing that pathways that control osteocyte development influence human bone diseases.
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Affiliation(s)
- Jialiang S Wang
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Tushar Kamath
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Courtney M Mazur
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Fatemeh Mirzamohammadi
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Department of Plastic and Reconstructive Surgery, Wright State University, Dayton, OH, USA
| | - Daniel Rotter
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- University of Applied Sciences Technikum Wien, Vienna, Austria
| | - Hironori Hojo
- Center for Disease Biology and Integrative Medicine, The University of Tokyo Graduate School of Medicine, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8656, Japan
| | - Christian D Castro
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Nicha Tokavanich
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Rushi Patel
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Nicolas Govea
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Department of Anesthesiology, Weill Cornell Medical School, New York, NY, USA
| | - Tetsuya Enishi
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Department of Orthopedic Surgery, Tokushima Municipal Hospital, Tokushima, Japan
| | - Yunshu Wu
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | | | - Michael Bruce
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel J Brooks
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Center for Advanced Orthopedic Studies, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MaA, USA
| | - Mary L Bouxsein
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Center for Advanced Orthopedic Studies, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MaA, USA
| | - Danielle Tokarz
- Advanced Microscopy Program, Center for Systems Biology and Wellman Center for Photomedicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Department of Chemistry, Saint Mary's University, Halifax, Canada
| | - Charles P Lin
- Advanced Microscopy Program, Center for Systems Biology and Wellman Center for Photomedicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Abdul Abdul
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Evan Z Macosko
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Melissa Fiscaletti
- Pediatric Department, Sainte-Justine University Hospital Centre, Montreal, Canada
| | - Craig F Munns
- Institute of Endocrinology and Diabetes, The Children's Hospital at Westmead, Sydney, NSW, Australia
- Discipline of Paediatrics & Child Health, University of Sydney, Sydney, 2006, Australia
| | - Pearl Ryder
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Broad Institute of Harvard and MIT, Imaging Platform, Cambridge, MA, USA
| | - Maria Kost-Alimova
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Broad Institute of Harvard and MIT, Center for the Development of Therapeutics, Cambridge, MA, USA
| | - Patrick Byrne
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Broad Institute of Harvard and MIT, Center for the Development of Therapeutics, Cambridge, MA, USA
| | - Beth Cimini
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Broad Institute of Harvard and MIT, Imaging Platform, Cambridge, MA, USA
| | - Makoto Fujiwara
- Department of Pediatrics, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Henry M Kronenberg
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Marc N Wein
- Endocrine Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.
- Harvard Stem Cell Institute, Cambridge, MA, USA.
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9
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Viswanathan SR, Ha G, Hoff AM, Wala JA, Carrot-Zhang J, Whelan CW, Haradhvala NJ, Freeman SS, Reed SC, Rhoades J, Polak P, Cipicchio M, Wankowicz SA, Wong A, Kamath T, Zhang Z, Gydush GJ, Rotem D, Love JC, Getz G, Gabriel S, Zhang CZ, Dehm SM, Nelson PS, Van Allen EM, Choudhury AD, Adalsteinsson VA, Beroukhim R, Taplin ME, Meyerson M. Structural Alterations Driving Castration-Resistant Prostate Cancer Revealed by Linked-Read Genome Sequencing. Cell 2018; 174:433-447.e19. [PMID: 29909985 PMCID: PMC6046279 DOI: 10.1016/j.cell.2018.05.036] [Citation(s) in RCA: 227] [Impact Index Per Article: 37.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2017] [Revised: 03/09/2018] [Accepted: 05/16/2018] [Indexed: 01/17/2023]
Abstract
Nearly all prostate cancer deaths are from metastatic castration-resistant prostate cancer (mCRPC), but there have been few whole-genome sequencing (WGS) studies of this disease state. We performed linked-read WGS on 23 mCRPC biopsy specimens and analyzed cell-free DNA sequencing data from 86 patients with mCRPC. In addition to frequent rearrangements affecting known prostate cancer genes, we observed complex rearrangements of the AR locus in most cases. Unexpectedly, these rearrangements include highly recurrent tandem duplications involving an upstream enhancer of AR in 70%-87% of cases compared with <2% of primary prostate cancers. A subset of cases displayed AR or MYC enhancer duplication in the context of a genome-wide tandem duplicator phenotype associated with CDK12 inactivation. Our findings highlight the complex genomic structure of mCRPC, nominate alterations that may inform prostate cancer treatment, and suggest that additional recurrent events in the non-coding mCRPC genome remain to be discovered.
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Affiliation(s)
- Srinivas R Viswanathan
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Gavin Ha
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Andreas M Hoff
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Jeremiah A Wala
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Jian Carrot-Zhang
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Christopher W Whelan
- Harvard Medical School, Boston, MA, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nicholas J Haradhvala
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Cancer Center and Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Samuel S Freeman
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Sarah C Reed
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Justin Rhoades
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Paz Polak
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Stephanie A Wankowicz
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Alicia Wong
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Tushar Kamath
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Zhenwei Zhang
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Gregory J Gydush
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Denisse Rotem
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - J Christopher Love
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Koch Institute, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Gad Getz
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Cancer Center and Department of Pathology, Massachusetts General Hospital, Boston, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Stacey Gabriel
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Cheng-Zhong Zhang
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, MA, USA; Department of Biomedical Informatics, Harvard Medical School, Cambridge, MA, USA
| | - Scott M Dehm
- Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
| | - Peter S Nelson
- Division of Human Biology, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Eliezer M Van Allen
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Atish D Choudhury
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Viktor A Adalsteinsson
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Koch Institute, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Rameen Beroukhim
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Brigham and Women's Hospital, Boston, MA, USA; Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Mary-Ellen Taplin
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Matthew Meyerson
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA; Brigham and Women's Hospital, Boston, MA, USA.
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10
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Saung MT, Sharei A, Adalsteinsson VA, Cho N, Kamath T, Ruiz C, Kirkpatrick J, Patel N, Mino-Kenudson M, Thayer SP, Langer R, Jensen KF, Liss AS, Love JC. A Size-Selective Intracellular Delivery Platform. Small 2016; 12:5873-5881. [PMID: 27594517 PMCID: PMC5337179 DOI: 10.1002/smll.201601155] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2016] [Revised: 07/15/2016] [Indexed: 05/20/2023]
Abstract
Identifying and separating a subpopulation of cells from a heterogeneous mixture are essential elements of biological research. Current approaches require detailed knowledge of unique cell surface properties of the target cell population. A method is described that exploits size differences of cells to facilitate selective intracellular delivery using a high throughput microfluidic device. Cells traversing a constriction within this device undergo a transient disruption of the cell membrane that allows for cytoplasmic delivery of cargo. Unique constriction widths allow for optimization of delivery to cells of different sizes. For example, a 4 μm wide constriction is effective for delivery of cargo to primary human T-cells that have an average diameter of 6.7 μm. In contrast, a 6 or 7 μm wide constriction is best for large pancreatic cancer cell lines BxPc3 (10.8 μm) and PANC-1 (12.3 μm). These small differences in cell diameter are sufficient to allow for selective delivery of cargo to pancreatic cancer cells within a heterogeneous mixture containing T-cells. The application of this approach is demonstrated by selectively delivering dextran-conjugated fluorophores to circulating tumor cells in patient blood allowing for their subsequent isolation and genomic characterization.
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Affiliation(s)
- May Tun Saung
- Department of Chemical Engineering, Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, 02139, USA
- Hospital Medicine Unit, Department of Medicine, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Armon Sharei
- Department of Chemical Engineering, Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, 02139, USA
| | - Viktor A Adalsteinsson
- Department of Chemical Engineering, Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, 02139, USA
| | - Nahyun Cho
- Department of Chemical Engineering, Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, 02139, USA
| | - Tushar Kamath
- Department of Chemical Engineering, Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, 02139, USA
| | - Camilo Ruiz
- Department of Chemical Engineering, Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, 02139, USA
| | - Jesse Kirkpatrick
- Department of Chemical Engineering, Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, 02139, USA
| | - Nehal Patel
- Advanced Tissue Resources Core, Massachusetts General Hospital, Charlestown Navy Yard, Charlestown, MA, 02129, USA
| | - Mari Mino-Kenudson
- Department of Pathology, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Sarah P Thayer
- Department of Surgery, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - Robert Langer
- Department of Chemical Engineering, Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, 02139, USA
| | - Klavs F Jensen
- Department of Chemical Engineering, Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, 02139, USA
| | - Andrew S Liss
- Department of Surgery, Massachusetts General Hospital, Boston, MA, 02114, USA
| | - J Christopher Love
- Department of Chemical Engineering, Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, 02139, USA
- The Broad Institute of Harvard and MIT, Cambridge, MA, 02142, USA
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11
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Saung MT, Sharei A, Adalsteinsson V, Liss A, Cho N, Kamath T, Ruiz C, Kirkpatrick J, Langer R, Love C, Jensen K. Abstract 5538A: Cell size-specific intracellular delivery. Cancer Res 2015. [DOI: 10.1158/1538-7445.am2015-5538a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Among the many methods of intracellular delivery, cell size-selective delivery is particularly applicable to cancer research and therapeutics where tumor cells tend to be larger than blood cells and selective manipulation of a single cell-type while minimally affecting the other cells in a heterogeneous mixture is important. In this study, cell size-selective delivery is achieved using a novel microfluidic device with 75 parallel channels through which cells are pushed under nitrogen pressure. The cells undergo deformation as they transit through the channels, which results in temporary disruption of the cell membrane to facilitate delivery of material into the cytoplasm. For each cell size, there is a specific channel width for which optimal cell viability and fluorophore delivery is achieved, with smaller cells requiring narrower channels. When two cells of different sizes are mixed in solution, the channel width for optimal cell viability and fluorophore delivery for each cell type remains the same, and larger cells can achieve fluorophore delivery at a significantly higher percentage than smaller cells at the former's optimal channel width. One possible application for this technology is tagging circulating tumor cells, and we have been able to selectively deliver fluorophores into tumor cells when spiked into whole human blood with 91% specificity. We were also able to isolate pancreatic tumors cells from a patient's blood sample that matched the genotype of the patient's primary pancreatic tumor. Intracellular delivery of materials has become increasingly important as we delve deeper into understanding cellular processes and developing targeted therapies, and with this device, selective delivery can be achieved in a vector-free environment and without dependence on cell-surface receptors.
Citation Format: May Tun Saung, Armon Sharei, Viktor Adalsteinsson, Andrew Liss, Nahyun Cho, Tushar Kamath, Camilo Ruiz, Jesse Kirkpatrick, Robert Langer, Christopher Love, Klavs Jensen. Cell size-specific intracellular delivery. [abstract]. In: Proceedings of the 106th Annual Meeting of the American Association for Cancer Research; 2015 Apr 18-22; Philadelphia, PA. Philadelphia (PA): AACR; Cancer Res 2015;75(15 Suppl):Abstract nr 5538A. doi:10.1158/1538-7445.AM2015-5538A
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Affiliation(s)
| | - Armon Sharei
- 2Massachusetts Institute of Technology, Boston, MA
| | | | | | - Nahyun Cho
- 2Massachusetts Institute of Technology, Boston, MA
| | | | - Camilo Ruiz
- 2Massachusetts Institute of Technology, Boston, MA
| | | | | | | | - Klavs Jensen
- 2Massachusetts Institute of Technology, Boston, MA
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12
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Chen YJ, Santos E, Schabert V, Antao VP, De AP, Portera CC, Wang Y, Kamath T. Treatment Patterns and Costs Of Neoadjuvant Systemic Therapies (NAT) For Early Breast Cancer (EBC): A Retrospective Claims Analysis. Value Health 2014; 17:A655-A656. [PMID: 27202374 DOI: 10.1016/j.jval.2014.08.2393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Affiliation(s)
| | - E Santos
- Genentech, Inc., South San Francisco, CA, USA
| | | | - V P Antao
- Genentech, Inc., South San Francisco, CA, USA
| | - A P De
- IMS Health, Alexandria, VA, USA
| | - C C Portera
- Genentech, Inc., South San Francisco, CA, USA
| | - Y Wang
- IMS Health, Alexandria, VA, USA
| | - T Kamath
- Genentech, Inc., South San Francisco, CA, USA
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13
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Gallagher CM, More K, Masaquel AS, Kamath T, Guerin A, Ionescu-Ittu R, Gauthier-Loiselle M, Nitulescu R, Sicignano N, Barnett B, Wu EQ. Overall Survival in Patients with HER2+ Early Stage Breast Cancer Patients Treated with Trastuzumab in the US Department of Defense Practice Setting. Value Health 2014; 17:A615. [PMID: 27202155 DOI: 10.1016/j.jval.2014.08.2164] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Affiliation(s)
- C M Gallagher
- Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - K More
- Naval Medical Center Portsmouth, Portsmouth, VA, USA
| | | | - T Kamath
- Genentech, South San Francisco, CA, USA
| | - A Guerin
- Analysis Group, Inc., Montréal, QC, Canada
| | | | | | | | | | - B Barnett
- Genentech, South San Francisco, CA, USA
| | - E Q Wu
- Analysis Group, Inc., Boston, MA, USA
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14
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Kini LG, Herrero-Jimenez P, Kamath T, Sanghvi J, Gutierrez E, Hensle D, Kogel J, Kusko R, Rexer K, Kurzweil R, Refinetti P, Morgenthaler S, Koledova VV, Gostjeva EV, Thilly WG. Mutator/Hypermutable fetal/juvenile metakaryotic stem cells and human colorectal carcinogenesis. Front Oncol 2013; 3:267. [PMID: 24195059 PMCID: PMC3811064 DOI: 10.3389/fonc.2013.00267] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2013] [Accepted: 10/07/2013] [Indexed: 12/11/2022] Open
Abstract
Adult age-specific colorectal cancer incidence rates increase exponentially from maturity, reach a maximum, then decline in extreme old age. Armitage and Doll (1) postulated that the exponential increase resulted from "n" mutations occurring throughout adult life in normal "cells at risk" that initiated the growth of a preneoplastic colony in which subsequent "m" mutations promoted one of the preneoplastic "cells at risk" to form a lethal neoplasia. We have reported cytologic evidence that these "cells at risk" are fetal/juvenile organogenic, then preneoplastic metakaryotic stem cells. Metakaryotic cells display stem-like behaviors of both symmetric and asymmetric nuclear divisions and peculiarities such as bell shaped nuclei and amitotic nuclear fission that distinguish them from embryonic, eukaryotic stem cells. Analyses of mutant colony sizes and numbers in adult lung epithelia supported the inferences that the metakaryotic organogenic stem cells are constitutively mutator/hypermutable and that their contributions to cancer initiation are limited to the fetal/juvenile period. We have amended the two-stage model of Armitage and Doll and incorporated these several inferences in a computer program CancerFit v.5.0. We compared the expectations of the amended model to adult (15-104 years) age-specific colon cancer rates for European-American males born 1890-99 and observed remarkable concordance. When estimates of normal colonic fetal/juvenile APC and OAT gene mutation rates (∼2-5 × 10(-5) per stem cell doubling) and preneoplastic colonic gene loss rates (∼8 × 10(-3)) were applied, the model was in accordance only for the values of n = 2 and m = 4 or 5.
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Affiliation(s)
- Lohith G Kini
- Laboratory for Metakaryotic Biology, Department of Biological Engineering, Massachusetts Institute of Technology , Cambridge, MA , USA
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15
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Abstract
BACKGROUND Characterization of uncontrolled asthma burden in a natural treatment setting can influence treatment recommendations and clinical practice. The objective was to characterize and compare the economic burden of severe or difficult-to-treat asthma in uncontrolled and controlled patients. METHODS Baseline patient data (age > or = 13 years; n = 3916) were obtained from The Epidemiology and Natural History of Asthma: Outcomes and Treatment Regimens study. Disease control was assessed using two approaches: (i) applying criteria for control based on the Gaining Optimal Asthma Control study, and (ii) using the Asthma Therapy Assessment Questionnaire (ATAQ) to identify the number of asthma control problems. Assessments were performed at baseline, and at months 12 and 24. Monetary values were assigned to productivity loss and medical resource use. Direct and indirect costs were aggregated over 24 months and compared using Student's t-test for continuous measures and chi-squared for categorical variables. RESULTS Throughout the study, most patients had uncontrolled asthma (83% uncontrolled; 16% inconsistent control; 1.3% controlled). Controlled patients experienced fewer work or school absences and less healthcare resource use than uncontrolled patients at all study time points. Using the multilevel ATAQ control score, asthma costs increased directly with the number of asthma control problems. Costs for uncontrolled patients were more than double those of controlled patients throughout the study (14,212 vs 6,452 US Dollars; adjusted to 2002 Dollars; P < 0.0001). CONCLUSIONS This study demonstrated that few severe or difficult-to-treat asthma patients achieved control over a 2-year period and the economic consequence of uncontrolled disease is substantial.
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Affiliation(s)
- S D Sullivan
- Pharmaceutical Outcomes Research and Policy Program, University of Washington, Seattle, WA 98195, USA
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