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1.
bioRxiv ; 2023 Dec 01.
Article in English | MEDLINE | ID: mdl-38077056

ABSTRACT

Under chronic stress, cells must balance competing demands between cellular survival and tissue function. In metabolic dysfunction-associated steatotic liver disease (MASLD, formerly NAFLD/NASH), hepatocytes cooperate with structural and immune cells to perform crucial metabolic, synthetic, and detoxification functions despite nutrient imbalances. While prior work has emphasized stress-induced drivers of cell death, the dynamic adaptations of surviving cells and their functional repercussions remain unclear. Namely, we do not know which pathways and programs define cellular responses, what regulatory factors mediate (mal)adaptations, and how this aberrant activity connects to tissue-scale dysfunction and long-term disease outcomes. Here, by applying longitudinal single-cell multi -omics to a mouse model of chronic metabolic stress and extending to human cohorts, we show that stress drives survival-linked tradeoffs and metabolic rewiring, manifesting as shifts towards development-associated states in non-transformed hepatocytes with accompanying decreases in their professional functionality. Diet-induced adaptations occur significantly prior to tumorigenesis but parallel tumorigenesis-induced phenotypes and predict worsened human cancer survival. Through the development of a multi -omic computational gene regulatory inference framework and human in vitro and mouse in vivo genetic perturbations, we validate transcriptional (RELB, SOX4) and metabolic (HMGCS2) mediators that co-regulate and couple the balance between developmental state and hepatocyte functional identity programming. Our work defines cellular features of liver adaptation to chronic stress as well as their links to long-term disease outcomes and cancer hallmarks, unifying diverse axes of cellular dysfunction around core causal mechanisms.

3.
Nat Commun ; 12(1): 5955, 2021 10 12.
Article in English | MEDLINE | ID: mdl-34642316

ABSTRACT

Leptomeningeal disease (LMD) is a devastating complication of solid tumor malignancies, with dire prognosis and no effective systemic treatment options. Over the past decade, the incidence of LMD has steadily increased due to therapeutics that have extended the survival of cancer patients, highlighting the need for new interventions. To examine the efficacy of immune checkpoint inhibitors (ICI) in patients with LMD, we completed two phase II clinical trials. Here, we investigate the cellular and molecular features underpinning observed patient trajectories in these trials by applying single-cell RNA and cell-free DNA profiling to longitudinal cerebrospinal fluid (CSF) draws from enrolled patients. We recover immune and malignant cell types in the CSF, characterize cell behavior changes following ICI, and identify genomic features associated with relevant clinical phenomena. Overall, our study describes the liquid LMD tumor microenvironment prior to and following ICI treatment and demonstrates clinical utility of cell-free and single-cell genomic measurements for LMD research.


Subject(s)
Brain Neoplasms/drug therapy , CTLA-4 Antigen/immunology , Immune Checkpoint Inhibitors/therapeutic use , Meningeal Carcinomatosis/drug therapy , Meningeal Neoplasms/drug therapy , Programmed Cell Death 1 Receptor/immunology , Tumor Microenvironment/drug effects , Adult , Aged , Antibodies, Monoclonal, Humanized/therapeutic use , Brain Neoplasms/immunology , Brain Neoplasms/mortality , Brain Neoplasms/secondary , CD8-Positive T-Lymphocytes/drug effects , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/pathology , CTLA-4 Antigen/antagonists & inhibitors , CTLA-4 Antigen/genetics , Cell-Free Nucleic Acids/genetics , Cell-Free Nucleic Acids/immunology , Female , Gene Expression Regulation, Neoplastic , Humans , Immunotherapy , Interferon-gamma/genetics , Interferon-gamma/immunology , Ipilimumab/therapeutic use , Male , Meningeal Carcinomatosis/immunology , Meningeal Carcinomatosis/mortality , Meningeal Carcinomatosis/pathology , Meningeal Neoplasms/immunology , Meningeal Neoplasms/mortality , Meningeal Neoplasms/pathology , Middle Aged , Nivolumab/therapeutic use , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Programmed Cell Death 1 Receptor/genetics , Single-Cell Analysis , Survival Analysis , Tumor Microenvironment/genetics , Tumor Microenvironment/immunology
4.
Nat Commun ; 11(1): 5785, 2020 11 19.
Article in English | MEDLINE | ID: mdl-33214549

ABSTRACT

The liver plays a central role in metabolism, protein synthesis and detoxification. It possesses unique regenerative capacity upon injury. While many factors regulating cellular proliferation during liver repair have been identified, the mechanisms by which the injured liver maintains vital functions prior to tissue recovery are unknown. Here, we identify a new phase of functional compensation following acute liver injury that occurs prior to cellular proliferation. By coupling single-cell RNA-seq with in situ transcriptional analyses in two independent murine liver injury models, we discover adaptive reprogramming to ensure expression of both injury response and core liver function genes dependent on macrophage-derived WNT/ß-catenin signaling. Interestingly, transcriptional compensation is most prominent in non-proliferating cells, clearly delineating two temporally distinct phases of liver recovery. Overall, our work describes a mechanism by which the liver maintains essential physiological functions prior to cellular reconstitution and characterizes macrophage-derived WNT signals required for this compensation.


Subject(s)
Liver Regeneration/physiology , Liver/injuries , Liver/physiology , Acetaminophen/toxicity , Animals , Cell Cycle , Cell Proliferation , Disease Models, Animal , Gene Expression Profiling , Hepatectomy/adverse effects , Hepatocytes/cytology , Hepatocytes/metabolism , Hepatocytes/physiology , Liver/pathology , Liver Regeneration/genetics , Macrophages/metabolism , Mice , Mice, Inbred C57BL , Mice, Knockout , Wnt Proteins/genetics , Wnt Proteins/metabolism , Wnt Signaling Pathway , beta Catenin/genetics , beta Catenin/metabolism
5.
Cell Rep ; 30(4): 984-996.e4, 2020 01 28.
Article in English | MEDLINE | ID: mdl-31995767

ABSTRACT

The induction of broadly neutralizing antibodies (bnAbs) is highly desired for an effective vaccine against HIV-1. Typically, bnAbs develop in patients with high viremia, but they can also evolve in some untreated HIV-1 controllers with low viral loads. Here, we identify a subgroup of neutralizer-controllers characterized by myeloid DCs (mDCs) with a distinct inflammatory signature and a superior ability to prime T follicular helper (Tfh)-like cells in an STAT4-dependent fashion. This distinct immune profile is associated with a higher frequency of Tfh-like cells in peripheral blood (pTfh) and an enrichment for Tfh-defining genes in circulating CD4+ T cells. Correspondingly, monocytes from this neutralizer controller subgroup upregulate genes encoding for chemotaxis and inflammation, and they secrete high levels of IL-12 in response to TLR stimulation. Our results suggest the existence of multi-compartment immune networks between mDCs, Tfh, and monocytes that may facilitate the development of bnAbs in a subgroup of HIV-1 controllers.


Subject(s)
Antibodies, Neutralizing/immunology , CD4-Positive T-Lymphocytes/immunology , Dendritic Cells/immunology , HIV Antibodies/immunology , HIV Infections/immunology , HIV-1/immunology , Monocytes/immunology , T-Lymphocytes, Helper-Inducer/immunology , Adult , Aged , B-Lymphocytes/immunology , B-Lymphocytes/metabolism , CD4-Positive T-Lymphocytes/metabolism , Cell Line , Cell Survival/immunology , Dendritic Cells/metabolism , Female , Gene Expression Regulation/immunology , Humans , Interleukin-12/metabolism , Male , Middle Aged , Monocytes/metabolism , RNA-Seq , STAT4 Transcription Factor/genetics , STAT4 Transcription Factor/metabolism , T-Lymphocytes, Helper-Inducer/metabolism , Th1 Cells/immunology , Th1 Cells/metabolism
6.
Cancer Discov ; 9(7): 944-961, 2019 07.
Article in English | MEDLINE | ID: mdl-31040105

ABSTRACT

The extraordinary activity of high-dose cyclophosphamide against some high-grade lymphomas was described nearly 60 years ago. Here we address mechanisms that mediate cyclophosphamide activity in bona fide human double-hit lymphoma. We show that antibody resistance within the bone marrow (BM) is not present upon early engraftment but develops during lymphoma progression. This resistance required a high tumor:macrophage ratio, was recapitulated in spleen by partial macrophage depletion, and was overcome by multiple, high-dose alkylating agents. Cyclophosphamide induced endoplasmic reticulum (ER) stress in BM-resident lymphoma cells in vivo that resulted in ATF4-mediated paracrine secretion of VEGFA, massive macrophage infiltration, and clearance of alemtuzumab-opsonized cells. BM macrophages isolated after cyclophosphamide treatment had increased phagocytic capacity that was reversed by VEGFA blockade or SYK inhibition. Single-cell RNA sequencing of these macrophages identified a "super-phagocytic" subset that expressed CD36/FCGR4. Together, these findings define a novel mechanism through which high-dose alkylating agents promote macrophage-dependent lymphoma clearance. SIGNIFICANCE: mAbs are effective against only a small subset of cancers. Herein, we recapitulate compartment-specific antibody resistance and define an ER stress-dependent mechanism induced by high-dose alkylating agents that promotes phagocytosis of opsonized tumor cells. This approach induces synergistic effects with mAbs and merits testing across additional tumor types.See related commentary by Duval and De Palma, p. 834.This article is highlighted in the In This Issue feature, p. 813.


Subject(s)
Alemtuzumab/metabolism , Alkylating Agents/administration & dosage , Cyclophosphamide/administration & dosage , Lymphoma, B-Cell/drug therapy , Animals , Antibodies, Monoclonal/metabolism , Bone Marrow/drug effects , Bone Marrow/metabolism , Cell Line, Tumor , Dose-Response Relationship, Drug , Endoplasmic Reticulum Stress/drug effects , Humans , Lymphoma, B-Cell/metabolism , Lymphoma, B-Cell/pathology , Macrophages/drug effects , Macrophages/metabolism , Mice , Mice, Inbred NOD , Mice, SCID , Random Allocation , Xenograft Model Antitumor Assays
7.
Genome Biol ; 19(1): 10, 2018 01 29.
Article in English | MEDLINE | ID: mdl-29378643

ABSTRACT

BACKGROUND: Human immunity relies on the coordinated responses of many cellular subsets and functional states. Inter-individual variations in cellular composition and communication could thus potentially alter host protection. Here, we explore this hypothesis by applying single-cell RNA-sequencing to examine viral responses among the dendritic cells (DCs) of three elite controllers (ECs) of HIV-1 infection. RESULTS: To overcome the potentially confounding effects of donor-to-donor variability, we present a generally applicable computational framework for identifying reproducible patterns in gene expression across donors who share a unifying classification. Applying it, we discover a highly functional antiviral DC state in ECs whose fractional abundance after in vitro exposure to HIV-1 correlates with higher CD4+ T cell counts and lower HIV-1 viral loads, and that effectively primes polyfunctional T cell responses in vitro. By integrating information from existing genomic databases into our reproducibility-based analysis, we identify and validate select immunomodulators that increase the fractional abundance of this state in primary peripheral blood mononuclear cells from healthy individuals in vitro. CONCLUSIONS: Overall, our results demonstrate how single-cell approaches can reveal previously unappreciated, yet important, immune behaviors and empower rational frameworks for modulating systems-level immune responses that may prove therapeutically and prophylactically useful.


Subject(s)
Dendritic Cells/immunology , HIV Infections/immunology , HIV-1 , Sequence Analysis, RNA , Biomarkers/metabolism , Dendritic Cells/classification , Gene Expression Profiling , Genomics , Humans , Reproducibility of Results , Single-Cell Analysis
8.
JCI Insight ; 2(2): e89574, 2017 01 26.
Article in English | MEDLINE | ID: mdl-28138558

ABSTRACT

HIV-1-specific broadly neutralizing antibodies (bnAbs) typically develop in individuals with continuous high-level viral replication and increased immune activation, conditions that cannot be reproduced during prophylactic immunization. Understanding mechanisms supporting bnAb development in the absence of high-level viremia may be important for designing bnAb-inducing immunogens. Here, we show that the breadth of neutralizing antibody responses in HIV-1 controllers was associated with a relative enrichment of circulating CXCR5+CXCR3+PD-1lo CD4+ T cells. These CXCR3+PD-1lo Tfh-like cells were preferentially induced in vitro by functionally superior dendritic cells from controller neutralizers, and able to secrete IL-21 and support B cells. In addition, these CXCR3+PD-1lo Tfh-like cells contained higher proportions of stem cell-like memory T cells, and upon antigenic stimulation differentiated into PD-1hi Tfh-like cells in a Notch-dependent manner. Together, these data suggest that CXCR5+CXCR3+PD-1lo cells represent a dendritic cell-primed precursor cell population for PD-1hi Tfh-like cells that may contribute to the generation of bnAbs in the absence of high-level viremia.


Subject(s)
Antibodies, Neutralizing/immunology , HIV Antibodies/immunology , HIV Infections/immunology , HIV-1/immunology , T-Lymphocytes, Helper-Inducer/immunology , AIDS Vaccines , Anti-HIV Agents/therapeutic use , B-Lymphocytes , CD4-Positive T-Lymphocytes/immunology , CD4-Positive T-Lymphocytes/metabolism , Dendritic Cells , Disease Resistance/immunology , HIV Infections/drug therapy , Humans , Immunologic Memory/immunology , In Vitro Techniques , Interleukins/immunology , Interleukins/metabolism , Programmed Cell Death 1 Receptor/immunology , Programmed Cell Death 1 Receptor/metabolism , Receptors, CXCR3/immunology , Receptors, CXCR3/metabolism , Receptors, CXCR5/immunology , Receptors, CXCR5/metabolism , T-Lymphocyte Subsets/immunology , T-Lymphocyte Subsets/metabolism , T-Lymphocytes, Helper-Inducer/metabolism , Viremia/immunology
9.
Science ; 352(6282): 189-96, 2016 Apr 08.
Article in English | MEDLINE | ID: mdl-27124452

ABSTRACT

To explore the distinct genotypic and phenotypic states of melanoma tumors, we applied single-cell RNA sequencing (RNA-seq) to 4645 single cells isolated from 19 patients, profiling malignant, immune, stromal, and endothelial cells. Malignant cells within the same tumor displayed transcriptional heterogeneity associated with the cell cycle, spatial context, and a drug-resistance program. In particular, all tumors harbored malignant cells from two distinct transcriptional cell states, such that tumors characterized by high levels of the MITF transcription factor also contained cells with low MITF and elevated levels of the AXL kinase. Single-cell analyses suggested distinct tumor microenvironmental patterns, including cell-to-cell interactions. Analysis of tumor-infiltrating T cells revealed exhaustion programs, their connection to T cell activation and clonal expansion, and their variability across patients. Overall, we begin to unravel the cellular ecosystem of tumors and how single-cell genomics offers insights with implications for both targeted and immune therapies.


Subject(s)
Melanoma/genetics , Melanoma/secondary , Skin Neoplasms/pathology , Tumor Microenvironment , Base Sequence , Cell Communication , Cell Cycle , Drug Resistance, Neoplasm/genetics , Endothelial Cells/pathology , Genomics , Humans , Immunotherapy , Lymphocyte Activation , Melanoma/therapy , Microphthalmia-Associated Transcription Factor/metabolism , Neoplasm Metastasis , RNA/genetics , Sequence Analysis, RNA , Single-Cell Analysis , Stromal Cells/pathology , T-Lymphocytes/immunology , T-Lymphocytes/pathology , Transcriptome
10.
Nat Struct Mol Biol ; 21(9): 794-802, 2014 Sep.
Article in English | MEDLINE | ID: mdl-25108353

ABSTRACT

The rates of RNA synthesis and the folding of nascent RNA into biologically active structures are linked via pausing by RNA polymerase (RNAP). Structures that form within the RNA-exit channel can either increase pausing by interacting with RNAP or decrease pausing by preventing backtracking. Conversely, pausing is required for proper folding of some RNAs. Opening of the RNAP clamp domain has been proposed to mediate some effects of nascent-RNA structures. However, the connections among RNA structure formation and RNAP clamp movement and catalytic activity remain uncertain. Here, we assayed exit-channel structure formation in Escherichia coli RNAP with disulfide cross-links that favor closed- or open-clamp conformations and found that clamp position directly influences RNA structure formation and RNAP catalytic activity. We report that exit-channel RNA structures slow pause escape by favoring clamp opening through interactions with the flap that slow translocation.


Subject(s)
DNA-Directed RNA Polymerases/metabolism , Escherichia coli Proteins/metabolism , Escherichia coli/metabolism , RNA/metabolism , Amino Acid Sequence , Base Sequence , Catalytic Domain , DNA-Directed RNA Polymerases/chemistry , Escherichia coli/chemistry , Escherichia coli Proteins/chemistry , Models, Molecular , Molecular Sequence Data , Nucleic Acid Conformation , Protein Conformation , RNA/chemistry , RNA Folding
11.
J Biol Chem ; 289(2): 1151-63, 2014 Jan 10.
Article in English | MEDLINE | ID: mdl-24275665

ABSTRACT

Transcript elongation by bacterial RNA polymerase (RNAP) is thought to be regulated at pause sites by open versus closed positions of the RNAP clamp domain, pause-suppressing regulators like NusG and RfaH that stabilize the closed-clampRNAP conformation, and pause-enhancing regulators like NusA and exit channel nascent RNA structures that stabilize the open clamp RNAP conformation. However, the mutual effects of these protein and RNA regulators on RNAP conformation are incompletely understood. For example, it is unknown whether NusA directly interacts with exit channel duplexes and whether formation of exit channel duplexes and RfaH binding compete by favoring the open and closed RNAP conformations. We report new insights into these mechanisms using antisense oligonucleotide mimics of a pause RNA hairpin from the leader region of the his biosynthetic operon of enteric bacteria like Escherichia coli. By systematically varying the structure and length of the oligonucleotide mimic, we determined that full pause stabilization requires an RNA-RNA duplex of at least 8 bp or a DNA-RNA duplex of at least 11 bp; RNA-RNA duplexes were more effective than DNA-RNA. NusA stimulation of pausing was optimal with 10-bp RNA-RNA duplexes and was aided by single-stranded RNA upstream of the duplex but was significantly reduced with DNA-RNA duplexes. Our results favor direct NusA stabilization of exit channel duplexes, which consequently affect RNAP clamp conformation. Effects of RfaH, which suppresses oligo-stabilization of pausing, were competitive with antisense oligonucleotide concentration, suggesting that RfaH and exit channel duplexes compete via opposing effects on RNAP clamp conformation.


Subject(s)
DNA-Directed RNA Polymerases/metabolism , Escherichia coli Proteins/metabolism , Peptide Elongation Factors/metabolism , RNA, Bacterial/metabolism , Trans-Activators/metabolism , Transcription Factors/metabolism , Transcription, Genetic , Escherichia coli/genetics , Escherichia coli/metabolism , Escherichia coli Proteins/genetics , Models, Genetic , Nucleic Acid Conformation , Oligonucleotides, Antisense/genetics , Peptide Elongation Factors/genetics , RNA, Bacterial/chemistry , RNA, Bacterial/genetics , RNA, Double-Stranded/chemistry , RNA, Double-Stranded/genetics , RNA, Double-Stranded/metabolism , Time Factors , Trans-Activators/genetics , Transcription Factors/genetics
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