1
|
Yang W, Rubin JB. Treating sex and gender differences as a continuous variable can improve precision cancer treatments. Biol Sex Differ 2024; 15:35. [PMID: 38622740 PMCID: PMC11017567 DOI: 10.1186/s13293-024-00607-1] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Accepted: 03/21/2024] [Indexed: 04/17/2024] Open
Abstract
BACKGROUND The significant sex and gender differences that exist in cancer mechanisms, incidence, and survival, have yet to impact clinical practice. One barrier to translation is that cancer phenotypes cannot be segregated into distinct male versus female categories. Instead, within this convenient but contrived dichotomy, male and female cancer phenotypes are highly overlapping and vary between female- and male- skewed extremes. Thus, sex and gender-specific treatments are unrealistic, and our translational goal should be adaptation of treatment to the variable effects of sex and gender on targetable pathways. METHODS To overcome this obstacle, we profiled the similarities in 8370 transcriptomes of 26 different adult and 4 different pediatric cancer types. We calculated the posterior probabilities of predicting patient sex and gender based on the observed sexes of similar samples in this map of transcriptome similarity. RESULTS Transcriptomic index (TI) values were derived from posterior probabilities and allowed us to identify poles with local enrichments for male or female transcriptomes. TI supported deconvolution of transcriptomes into measures of patient-specific activity in sex and gender-biased, targetable pathways. It identified sex and gender-skewed extremes in mechanistic phenotypes like cell cycle signaling and immunity, and precisely positioned each patient's whole transcriptome on an axis of continuously varying sex and gender phenotypes. CONCLUSIONS Cancer type, patient sex and gender, and TI value provides a novel and patient- specific mechanistic identifier that can be used for realistic sex and gender-adaptations of precision cancer treatment planning.
Collapse
Affiliation(s)
- Wei Yang
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Joshua B Rubin
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, 63110, USA.
- Department of Neuroscience, Washington University School of Medicine, St. Louis, MO, 63110, USA.
| |
Collapse
|
2
|
Elizaldi SR, Verma A, Ma ZM, Ott S, Rajasundaram D, Hawes CE, Lakshmanappa YS, Cottrell ML, Kashuba ADM, Ambrose Z, Lifson JD, Morrison JH, Iyer SS. Deep analysis of CD4 T cells in the rhesus CNS during SIV infection. PLoS Pathog 2023; 19:e1011844. [PMID: 38060615 PMCID: PMC10729971 DOI: 10.1371/journal.ppat.1011844] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 12/19/2023] [Accepted: 11/20/2023] [Indexed: 12/19/2023] Open
Abstract
Virologic suppression with antiretroviral therapy (ART) has significantly improved health outcomes for people living with HIV, yet challenges related to chronic inflammation in the central nervous system (CNS)-known as Neuro-HIV- persist. As primary targets for HIV-1 with the ability to survey and populate the CNS and interact with myeloid cells to co-ordinate neuroinflammation, CD4 T cells are pivotal in Neuro-HIV. Despite their importance, our understanding of CD4 T cell distribution in virus-targeted CNS tissues, their response to infection, and potential recovery following initiation of ART remain limited. To address these gaps, we studied ten SIVmac251-infected rhesus macaques using an ART regimen simulating suboptimal adherence. We evaluated four macaques during the acute phase pre-ART and six during the chronic phase. Our data revealed that HIV target CCR5+ CD4 T cells inhabit both the brain parenchyma and adjacent CNS tissues, encompassing choroid plexus stroma, dura mater, and the skull bone marrow. Aligning with the known susceptibility of CCR5+ CD4 T cells to viral infection and their presence within the CNS, high levels of viral RNA were detected in the brain parenchyma and its border tissues during acute SIV infection. Single-cell RNA sequencing of CD45+ cells from the brain revealed colocalization of viral transcripts within CD4 clusters and significant activation of antiviral molecules and specific effector programs within T cells, indicating CNS CD4 T cell engagement during infection. Acute infection led to marked imbalance in the CNS CD4/CD8 ratio which persisted into the chronic phase. These observations underscore the functional involvement of CD4 T cells within the CNS during SIV infection, enhancing our understanding of their role in establishing CNS viral presence. Our findings offer insights for potential T cell-focused interventions while underscoring the challenges in eradicating HIV from the CNS, particularly in the context of sub-optimal ART.
Collapse
Affiliation(s)
- Sonny R. Elizaldi
- Graduate Group in Immunology, UC Davis, California, United States of America
| | - Anil Verma
- Department of Pathology, School of Medicine, University of Pittsburgh, Pennsylvania, United States of America
| | - Zhong-Min Ma
- California National Primate Research Center, UC Davis, California, United States of America
| | - Sean Ott
- California National Primate Research Center, UC Davis, California, United States of America
| | - Dhivyaa Rajasundaram
- Department of Pediatrics, School of Medicine, University of Pittsburgh, Pennsylvania, United States of America
| | - Chase E. Hawes
- Graduate Group in Immunology, UC Davis, California, United States of America
| | | | - Mackenzie L. Cottrell
- Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Angela D. M. Kashuba
- Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Zandrea Ambrose
- Department of Microbiology and Molecular Genetics, School of Medicine, University of Pittsburgh, Pennsylvania, United States of America
| | - Jeffrey D. Lifson
- AIDS and Cancer Virus Program, Frederick National Laboratory, Frederick, Maryland, United States of America
| | - John H. Morrison
- California National Primate Research Center, UC Davis, California, United States of America
- Department of Neurology, School of Medicine, UC Davis, California, United States of America
| | - Smita S. Iyer
- Department of Pathology, School of Medicine, University of Pittsburgh, Pennsylvania, United States of America
- California National Primate Research Center, UC Davis, California, United States of America
- Department of Pathology, Microbiology, and Immunology, School of Veterinary Medicine, UC Davis, California, United States of America
| |
Collapse
|
3
|
Vande Zande P, Siddiq MA, Hodgins-Davis A, Kim L, Wittkopp PJ. Active compensation for changes in TDH3 expression mediated by direct regulators of TDH3 in Saccharomyces cerevisiae. PLoS Genet 2023; 19:e1011078. [PMID: 38091349 PMCID: PMC10752532 DOI: 10.1371/journal.pgen.1011078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Revised: 12/27/2023] [Accepted: 11/22/2023] [Indexed: 12/26/2023] Open
Abstract
Genetic networks are surprisingly robust to perturbations caused by new mutations. This robustness is conferred in part by compensation for loss of a gene's activity by genes with overlapping functions, such as paralogs. Compensation occurs passively when the normal activity of one paralog can compensate for the loss of the other, or actively when a change in one paralog's expression, localization, or activity is required to compensate for loss of the other. The mechanisms of active compensation remain poorly understood in most cases. Here we investigate active compensation for the loss or reduction in expression of the Saccharomyces cerevisiae gene TDH3 by its paralog TDH2. TDH2 is upregulated in a dose-dependent manner in response to reductions in TDH3 by a mechanism requiring the shared transcriptional regulators Gcr1p and Rap1p. TDH1, a second and more distantly related paralog of TDH3, has diverged in its regulation and is upregulated by another mechanism. Other glycolytic genes regulated by Rap1p and Gcr1p show changes in expression similar to TDH2, suggesting that the active compensation by TDH3 paralogs is part of a broader homeostatic response mediated by shared transcriptional regulators.
Collapse
Affiliation(s)
- Pétra Vande Zande
- Department of Molecular, Cellular, and Developmental Biology, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Mohammad A. Siddiq
- Department of Molecular, Cellular, and Developmental Biology, University of Michigan, Ann Arbor, Michigan, United States of America
- Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Andrea Hodgins-Davis
- Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Lisa Kim
- Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Patricia J. Wittkopp
- Department of Molecular, Cellular, and Developmental Biology, University of Michigan, Ann Arbor, Michigan, United States of America
- Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, Michigan, United States of America
| |
Collapse
|
4
|
Lee H, Seo P. Accessible gene borders establish a core structural unit for chromatin architecture in Arabidopsis. Nucleic Acids Res 2023; 51:10261-10277. [PMID: 37884483 PMCID: PMC10602878 DOI: 10.1093/nar/gkad710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 08/08/2023] [Accepted: 08/16/2023] [Indexed: 10/28/2023] Open
Abstract
Three-dimensional (3D) chromatin structure is linked to transcriptional regulation in multicellular eukaryotes including plants. Taking advantage of high-resolution Hi-C (high-throughput chromatin conformation capture), we detected a small structural unit with 3D chromatin architecture in the Arabidopsis genome, which lacks topologically associating domains, and also in the genomes of tomato, maize, and Marchantia polymorpha. The 3D folding domain unit was usually established around an individual gene and was dependent on chromatin accessibility at the transcription start site (TSS) and transcription end site (TES). We also observed larger contact domains containing two or more neighboring genes, which were dependent on accessible border regions. Binding of transcription factors to accessible TSS/TES regions formed these gene domains. We successfully simulated these Hi-C contact maps via computational modeling using chromatin accessibility as input. Our results demonstrate that gene domains establish basic 3D chromatin architecture units that likely contribute to higher-order 3D genome folding in plants.
Collapse
Affiliation(s)
- Hongwoo Lee
- Department of Chemistry, Seoul National University, Seoul 08826, Korea
| | - Pil Joon Seo
- Department of Chemistry, Seoul National University, Seoul 08826, Korea
- Plant Genomics and Breeding Institute, Seoul National University, Seoul 08826, Korea
| |
Collapse
|
5
|
Decker A, Matsumoto M, Decker J, Roh A, Inohara N, Sugai J, Martin K, Taichman R, Kaigler D, Shea L, Núñez G. Inhibition of Mertk Signaling Enhances Bone Healing after Tooth Extraction. J Dent Res 2023; 102:1131-1140. [PMID: 37350025 PMCID: PMC10552464 DOI: 10.1177/00220345231177996] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [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] [Indexed: 06/24/2023] Open
Abstract
Regeneration of alveolar bone is an essential step in restoring healthy function following tooth extraction. Growth of new bone in the healing extraction socket can be variable and often unpredictable when systemic comorbidities are present, leading to the need for additional therapeutic targets to accelerate the regenerative process. One such target is the TAM family (Tyro3, Axl, Mertk) of receptor tyrosine kinases. These proteins have been shown to help resolve inflammation and maintain bone homeostasis and thus may have therapeutic benefits in bone regeneration following extraction. Treatment of mice with a pan-TAM inhibitor (RXDX-106) led to accelerated alveolar bone fill following first molar extraction in a mouse model without changing immune infiltrate. Treatment of human alveolar bone mesenchymal stem cells with RXDX-106 upregulated Wnt signaling and primed the cells for osteogenic differentiation. Differentiation of human alveolar bone mesenchymal stem cells with osteogenic media and TAM-targeted inhibitor RXDX-106 (pan-TAM), ASP-2215 (Axl specific), or MRX-2843 (Mertk specific) showed enhanced mineralization with pan-TAM or Mertk-specific inhibitors and no change with Axl-specific inhibitor. First molar extractions in Mertk-/- mice had increased alveolar bone regeneration in the extraction socket relative to wild type controls 7 d postextraction. Flow cytometry of 7-d extraction sockets showed no difference in immune cell numbers between Mertk-/- and wild type mice. RNAseq of day 7 extraction sockets showed increased innate immune-related pathways and genes associated with bone differentiation in Mertk-/- mice. Together, these results indicate that TAM receptor signaling, specifically through Mertk, can be targeted to enhance bone regeneration after injury.
Collapse
Affiliation(s)
- A.M. Decker
- Department of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - M. Matsumoto
- Department of Pathology, School of Medicine, University of Michigan, Ann Arbor, MI, USA
| | - J.T. Decker
- Department of Cariology, Restorative Sciences, and Endodontics, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
- Department of Biomedical Engineering, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - A. Roh
- Department of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - N. Inohara
- Department of Pathology, School of Medicine, University of Michigan, Ann Arbor, MI, USA
| | - J. Sugai
- Department of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - K. Martin
- Department of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - R. Taichman
- School of Dentistry, University of Alabama–Birmingham, Birmingham, AL, USA
| | - D. Kaigler
- Department of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - L.D. Shea
- Department of Biomedical Engineering, School of Dentistry, University of Michigan, Ann Arbor, MI, USA
| | - G. Núñez
- Department of Pathology, School of Medicine, University of Michigan, Ann Arbor, MI, USA
| |
Collapse
|
6
|
Kim JY, Bang H, Noh SJ, Choi JK. DeepNeo: a webserver for predicting immunogenic neoantigens. Nucleic Acids Res 2023:7127215. [PMID: 37070174 DOI: 10.1093/nar/gkad275] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 03/08/2023] [Accepted: 04/05/2023] [Indexed: 04/19/2023] Open
Abstract
Non-self epitopes, whether originated from foreign substances or somatic mutations, trigger immune responses when presented by major histocompatibility complex (MHC) molecules and recognized by T cells. Identification of immunogenically active neoepitopes has significant implications in cancer and virus medicine. However, current methods are mostly limited to predicting physical binding of mutant peptides and MHCs. We previously developed a deep-learning based model, DeepNeo, to identify immunogenic neoepitopes by capturing the structural properties of peptide-MHC pairs with T cell reactivity. Here, we upgraded our DeepNeo model with up-to-date training data. The upgraded model (DeepNeo-v2) was improved in evaluation metrics and showed prediction score distribution that better fits known neoantigen behavior. The immunogenic neoantigen prediction can be conducted at https://deepneo.net.
Collapse
Affiliation(s)
- Jeong Yeon Kim
- Department of Bio and Brain Engineering, KAIST, Daejeon, Republic of Korea
| | - Hyoeun Bang
- PentaMedix Co., Ltd., Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Seung-Jae Noh
- PentaMedix Co., Ltd., Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Jung Kyoon Choi
- Department of Bio and Brain Engineering, KAIST, Daejeon, Republic of Korea
| |
Collapse
|
7
|
Nam JW, Lee HG, Do H, Kim HU, Seo PJ. Transcriptional regulation of triacylglycerol accumulation in plants under environmental stress conditions. J Exp Bot 2022; 73:2905-2917. [PMID: 35560201 DOI: 10.1093/jxb/erab554] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Accepted: 12/15/2021] [Indexed: 06/15/2023]
Abstract
Triacylglycerol (TAG), a major energy reserve in lipid form, accumulates mainly in seeds. Although TAG concentrations are usually low in vegetative tissues because of the repression of seed maturation programs, these programs are derepressed upon the exposure of vegetative tissues to environmental stresses. Metabolic reprogramming of TAG accumulation is driven primarily by transcriptional regulation. A substantial proportion of transcription factors regulating seed TAG biosynthesis also participates in stress-induced TAG accumulation in vegetative tissues. TAG accumulation leads to the formation of lipid droplets and plastoglobules, which play important roles in plant tolerance to environmental stresses. Toxic lipid intermediates generated from environmental-stress-induced lipid membrane degradation are captured by TAG-containing lipid droplets and plastoglobules. This review summarizes recent advances in the transcriptional control of metabolic reprogramming underlying stress-induced TAG accumulation, and provides biological insight into the plant adaptive strategy, linking TAG biosynthesis with plant survival.
Collapse
Affiliation(s)
- Jeong-Won Nam
- Department of Chemistry, Seoul National University, Seoul, South Korea
| | - Hong Gil Lee
- Plant Genomics and Breeding Institute, Seoul National University, Seoul, South Korea
| | - Hyungju Do
- Department of Bioindustry and Bioresource Engineering, Plant Engineering Research Institute, Sejong University, Seoul, South Korea
| | - Hyun Uk Kim
- Department of Bioindustry and Bioresource Engineering, Plant Engineering Research Institute, Sejong University, Seoul, South Korea
| | - Pil Joon Seo
- Department of Chemistry, Seoul National University, Seoul, South Korea
- Plant Genomics and Breeding Institute, Seoul National University, Seoul, South Korea
| |
Collapse
|
8
|
Tong M, Lee K, Ezer D, Cortijo S, Jung J, Charoensawan V, Box MS, Jaeger KE, Takahashi N, Mas P, Wigge PA, Seo PJ. The Evening Complex Establishes Repressive Chromatin Domains Via H2A.Z Deposition. Plant Physiol 2020; 182:612-625. [PMID: 31712305 PMCID: PMC6945876 DOI: 10.1104/pp.19.00881] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Accepted: 10/19/2019] [Indexed: 05/07/2023]
Abstract
The Evening Complex (EC) is a core component of the Arabidopsis (Arabidopsis thaliana) circadian clock, which represses target gene expression at the end of the day and integrates temperature information to coordinate environmental and endogenous signals. Here we show that the EC induces repressive chromatin structure to regulate the evening transcriptome. The EC component ELF3 directly interacts with a protein from the SWI2/SNF2-RELATED (SWR1) complex to control deposition of H2A.Z-nucleosomes at the EC target genes. SWR1 components display circadian oscillation in gene expression with a peak at dusk. In turn, SWR1 is required for the circadian clockwork, as defects in SWR1 activity alter morning-expressed genes. The EC-SWR1 complex binds to the loci of the core clock genes PSEUDO-RESPONSE REGULATOR7 (PRR7) and PRR9 and catalyzes deposition of nucleosomes containing the histone variant H2A.Z coincident with the repression of these genes at dusk. This provides a mechanism by which the circadian clock temporally establishes repressive chromatin domains to shape oscillatory gene expression around dusk.
Collapse
Affiliation(s)
- Meixuezi Tong
- Sainsbury Laboratory, University of Cambridge, Cambridge CB2 1LR, United Kingdom
| | - Kyounghee Lee
- Department of Biological Sciences, Sungkyunkwan University, Suwon 16419, Republic of Korea
| | - Daphne Ezer
- Sainsbury Laboratory, University of Cambridge, Cambridge CB2 1LR, United Kingdom
| | - Sandra Cortijo
- Sainsbury Laboratory, University of Cambridge, Cambridge CB2 1LR, United Kingdom
| | - Jaehoon Jung
- Sainsbury Laboratory, University of Cambridge, Cambridge CB2 1LR, United Kingdom
- Department of Biological Sciences, Sungkyunkwan University, Suwon 16419, Republic of Korea
| | - Varodom Charoensawan
- Sainsbury Laboratory, University of Cambridge, Cambridge CB2 1LR, United Kingdom
| | - Mathew S Box
- Sainsbury Laboratory, University of Cambridge, Cambridge CB2 1LR, United Kingdom
| | - Katja E Jaeger
- Sainsbury Laboratory, University of Cambridge, Cambridge CB2 1LR, United Kingdom
| | - Nozomu Takahashi
- Center for Research in Agricultural Genomics, Consortium Consejo Superior de Investigaciones Cientificas-Institute of Agrifood Research and Technology-Universitat Autònoma de Barcelona-Universidad de Barcelona, Parc de Recerca Universitat Autònoma de Barcelona, Bellaterra (Cerdanyola del Vallés), Barcelona 08193, Spain
| | - Paloma Mas
- Center for Research in Agricultural Genomics, Consortium Consejo Superior de Investigaciones Cientificas-Institute of Agrifood Research and Technology-Universitat Autònoma de Barcelona-Universidad de Barcelona, Parc de Recerca Universitat Autònoma de Barcelona, Bellaterra (Cerdanyola del Vallés), Barcelona 08193, Spain
- Consejo Superior de Investigaciones Científicas, Barcelona 08193, Spain
| | - Philip A Wigge
- Sainsbury Laboratory, University of Cambridge, Cambridge CB2 1LR, United Kingdom
- Leibniz-Institut für Gemüse- und Zierpflanzenbau, 14979 Großbeeren, Germany
| | - Pil Joon Seo
- Department of Biological Sciences, Sungkyunkwan University, Suwon 16419, Republic of Korea
- Department of Chemistry, Seoul National University, Seoul 08826, Republic of Korea
- Plant Genomics and Breeding Institute, Seoul National University, Seoul 08826, Republic of Korea
| |
Collapse
|