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Rachid Zaim S, Pebworth MP, McGrath I, Okada L, Weiss M, Reading J, Czartoski JL, Torgerson TR, McElrath MJ, Bumol TF, Skene PJ, Li XJ. MOCHA's advanced statistical modeling of scATAC-seq data enables functional genomic inference in large human cohorts. Nat Commun 2024; 15:6828. [PMID: 39122670 PMCID: PMC11316085 DOI: 10.1038/s41467-024-50612-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Accepted: 07/13/2024] [Indexed: 08/12/2024] Open
Abstract
Single-cell assay for transposase-accessible chromatin using sequencing (scATAC-seq) is being increasingly used to study gene regulation. However, major analytical gaps limit its utility in studying gene regulatory programs in complex diseases. In response, MOCHA (Model-based single cell Open CHromatin Analysis) presents major advances over existing analysis tools, including: 1) improving identification of sample-specific open chromatin, 2) statistical modeling of technical drop-out with zero-inflated methods, 3) mitigation of false positives in single cell analysis, 4) identification of alternative transcription-starting-site regulation, and 5) modules for inferring temporal gene regulatory networks from longitudinal data. These advances, in addition to open chromatin analyses, provide a robust framework after quality control and cell labeling to study gene regulatory programs in human disease. We benchmark MOCHA with four state-of-the-art tools to demonstrate its advances. We also construct cross-sectional and longitudinal gene regulatory networks, identifying potential mechanisms of COVID-19 response. MOCHA provides researchers with a robust analytical tool for functional genomic inference from scATAC-seq data.
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Affiliation(s)
| | | | | | - Lauren Okada
- Allen Institute for Immunology, Seattle, WA, USA
| | - Morgan Weiss
- Allen Institute for Immunology, Seattle, WA, USA
| | | | - Julie L Czartoski
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | | | - M Juliana McElrath
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | | | | | - Xiao-Jun Li
- Allen Institute for Immunology, Seattle, WA, USA.
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Liang X, Pan Q, Liao Y, Nie L, Yang L, Liu F, Su M. In silico analysis and experimental validation to exhibit anti-nasopharyngeal carcinoma effects of plumbagin, an anti-cancer compound. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2022; 102:5460-5467. [PMID: 35355274 DOI: 10.1002/jsfa.11900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/09/2021] [Revised: 01/28/2022] [Accepted: 03/30/2022] [Indexed: 06/14/2023]
Abstract
BACKGROUND Nasopharyngeal carcinoma (NPC) is publicly known as a malignant tumor. Our previous study reported that plumbagin exhibits potent anti-cancer actions. Nevertheless, more mechanical details of plumbagin against NPC remain unknown. The present study aimed to unmask the core targets/genes and anti-NPC mechanisms involved in the signaling pathways of plumbagin prior to biochemical validation. METHODS A network pharmacology approach was employed to respective identification of mutual and core targets/genes in plumbagin and/treating NPC. Molecular docking determination was used to identify core target proteins for biochemical validation using human and cell line samples. RESULTS In total, 60 anti-NPC genes of plumbagin were screened out, and then nine core target genes of plumbagin against NPC were identified accordingly. The enrichment findings revealed detailed biological functions and pharmacological pathways of plumbagin against NPC. Moreover, in silico analysis using molecular docking had determined the core targets for further experimental validation, comprising protein kinase B (AKT1) and sarcoma gene (SRC). In human sample validation, clinical NPC sections showed increased positive expression of AKT1 and SRC. Additionally, plumbagin-treated NPC cells resulted in inactivated protein expression of AKT1 and SRC. CONCLUSION The re-identified core targets/genes in the molecular docking report may function as plumbagin-related pharmacological targets for treating NPC via experimental validation. Furthermore, additional anti-NPC molecular mechanisms of plumbagin action were disclosed on the basis of enrichment findings. © 2022 Society of Chemical Industry.
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Affiliation(s)
- Xiao Liang
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, China
| | - Qijin Pan
- Department of Oncology, Guigang City Peoples' Hospital, The Eighth Affiliated Hospital of Guangxi Medical University, Guigang, China
| | - Yimei Liao
- Department of Pharmacy, Guigang City Peoples' Hospital, The Eighth Affiliated Hospital of Guangxi Medical University, Guigang, China
| | - Litao Nie
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, China
| | - Lu Yang
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, China
| | - Fangxian Liu
- Department of Otolaryngology Head and Neck Surgery, The Affiliated Hospital of Guilin Medical University, Guilin, China
| | - Min Su
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, China
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Qin Q, Qin L, Xie R, Peng S, Guo C, Yang B. Insight Into Biological Targets and Molecular Mechanisms in the Treatment of Arsenic-Related Dermatitis With Vitamin A via Integrated in silico Approach. Front Nutr 2022; 9:847320. [PMID: 35685889 PMCID: PMC9171494 DOI: 10.3389/fnut.2022.847320] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2022] [Accepted: 04/22/2022] [Indexed: 11/13/2022] Open
Abstract
Exposure to arsenic (As), an inorganic poison, may lead to skin lesions, including dermatitis. Vitamin A (VA), a fat-soluble vitamin essential for mucous membrane integrity, plays a key role in skin protection. Although the beneficial actions of VA are known, the anti-As-related dermatitis effects of VA action remain unclear. Hence, in this study, we aimed to interpret and identify the core target genes and therapeutic mechanisms of VA action in the treatment of As-related dermatitis through integrated in silico approaches of network pharmacology and molecular docking. We integrated the key VA-biological target-signaling pathway-As-related dermatitis networks for identifying core drug targets and interaction pathways associated with VA action. The network pharmacology data indicated that VA may possess potential activity for treating As-related dermatitis through the effective regulation of core target genes. An enrichment analysis in biological processes further revealed multiple immunoregulation-associated functions, including interferon-gamma production and negative regulation of T-cell activation and production of molecular mediator of immune response. An enrichment analysis in molecular pathways mainly uncovered multiple biological signaling, including natural killer cell mediated cytotoxicity, autophagy, apoptosis, necroptosis, platelet activation involved in cell fate, and immunity regulations. Molecular docking study was used to identify docked well core target proteins with VA, including Jun, tumor protein p53 (TP53), mitogen-activated protein kinase-3 (MAPK3), MAPK1, and MAPK14. In conclusion, the potential use of VA may suppress the inflammatory stress and enhance the immunity against As-related dermatitis. In the future, VA might be useful in the treatment of dermatitis associated with As through multi-targets and multi-pathways in clinical practice.
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Affiliation(s)
- Qiuhai Qin
- Department of Surgery, The People’s Hospital of Gangbei District, Guigang, China
| | - Lixiu Qin
- College of Pharmacy, Guangxi Medical University, Nanning, China
| | - Ruitang Xie
- Department of Surgery, The People’s Hospital of Gangbei District, Guigang, China
| | - Shuihua Peng
- Department of Pharmacy, Guigang City People’s Hospital, The Eighth Affiliated Hospital of Guangxi Medical University, Guigang, China
| | - Chao Guo
- Department of Pharmacy, Guigang City People’s Hospital, The Eighth Affiliated Hospital of Guangxi Medical University, Guigang, China
- *Correspondence: Chao Guo,
| | - Bin Yang
- College of Pharmacy, Guangxi Medical University, Nanning, China
- Bin Yang,
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Najmi N, Megantara I, Andriani L, Goenawan H, Lesmana R. Importance of gut microbiome regulation for the prevention and recovery process after SARS-CoV-2 respiratory viral infection (Review). Biomed Rep 2022; 16:25. [PMID: 35251612 PMCID: PMC8889546 DOI: 10.3892/br.2022.1508] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Accepted: 12/09/2021] [Indexed: 01/08/2023] Open
Abstract
Infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has been reported to affect organs other than the lungs, including the liver, brain, kidneys and intestine, and gastrointestinal symptoms, such as nausea, vomiting, diarrhea and abdominal discomfort, have also been reported. Thus, SARS-CoV-2 could potentially directly or indirectly regulate the gut microbiome profile and its homeostasis. The abundance of Coprobacillus, Clostridium ramosum and Clostridium are associated with the severity of COVID-19, and Firmicutes, Bacteriodetes, Proteobacteria and Actinobacteria are also related to COVID-19 infection. The four phyla are correlated with the severity of COVID-19 infection in patients. The modulation of factors that control the physiological growth of the gut microbiome will determine the proportionate ratio of microbiome types (profile). Taken together, gut microbiome profile alterations in COVID-19 patients may have a cross effect with the modulation of cytokine levels in COVID-19 infection. With these findings, several factors that regulate gut microbiome homeostasis may support the degree of the clinical symptoms and hasten the recovery process after COVID-19 infection.
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Affiliation(s)
- Nuroh Najmi
- Department of Oral Biology, Faculty of Dentistry, Universitas Padjadjaran, Bandung, West Java 45363, Indonesia
- Division of Biological Activty Central Laboratory, Universitas Padjadjaran, Bandung, West Java 45363, Indonesia
| | - Imam Megantara
- Division of Biological Activty Central Laboratory, Universitas Padjadjaran, Bandung, West Java 45363, Indonesia
- Department of Biomedical Sciences, Faculty of Medicine, Universitas Padjadjaran, Bandung, West Java 45363, Indonesia
| | - Lovita Andriani
- Faculty of Animal Husbandry, Universitas Padjadjaran, Bandung, West Java 45363, Indonesia
| | - Hanna Goenawan
- Division of Biological Activty Central Laboratory, Universitas Padjadjaran, Bandung, West Java 45363, Indonesia
- Department of Biomedical Sciences, Physiology Division, Faculty of Medicine, Universitas Padjadjaran, Bandung, West Java 45363, Indonesia
- Center of Excellence in Higher Education for Pharmaceutical Care Innovation, Bandung, West Java 45363, Indonesia
| | - Ronny Lesmana
- Division of Biological Activty Central Laboratory, Universitas Padjadjaran, Bandung, West Java 45363, Indonesia
- Department of Biomedical Sciences, Physiology Division, Faculty of Medicine, Universitas Padjadjaran, Bandung, West Java 45363, Indonesia
- Center of Excellence in Higher Education for Pharmaceutical Care Innovation, Bandung, West Java 45363, Indonesia
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Pan Q, Wu K, Tan J, Li Y, Liang X, Su M. Anti-neoplastic characteristics and potential targets of calycosin against bisphenol A-related osteosarcoma: bioinformatics analysis. Bioengineered 2021; 12:4278-4288. [PMID: 34311656 PMCID: PMC8806932 DOI: 10.1080/21655979.2021.1956401] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Environmentally, bisphenol A (BPA) is a well-known pollutant caused human health risk, including osteosarcoma (OS). OS, a deadly bone neoplasia, may occur in children and adults. However, the anti-OS pharmacotherapy prescribes limitedly in clinical practice. Interestingly, previous experimental evidences indicate calycosin-exerting potential anti-OS actions. Thus, in this report, we aimed to further characterize and detail the therapeutic targets and molecular mechanisms of calycosin-anti-BPA-related OS by using network pharmacology and molecular docking analyses. In results, the bioinformatics data disclosed all mapped, core targets, biological functions, molecular pathways of calycosin to treat BPA-related OS. The computational analysis using molecular docking indicated that potential binding ability of core targets in calycosin to treat BPA-related OS was identified. Moreover, detailed biological functions and optimal pathways of calycosin-anti-BPA-related OS were revealed, as shown in integrated network maps. Taken together, these network pharmacology and structural biology findings illustrate the core biotargets, pharmacological functions and pathways of calycosin-anti-BPA-related OS. Potentially, these core targets identified by molecular docking may attribute to the potential clinical application of calycosin against BPA-related OS.
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Affiliation(s)
- Qijin Pan
- Department of Oncology, Guigang City Peoples' Hospital, The Eighth Affiliated Hospital of Guangxi Medical University, Guigang, Guangxi, PR China
| | - Ka Wu
- Department of Pharmacy, The Second People's Hospital of Nanning City, the Third Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Jiachang Tan
- Department of Bone and Soft Tissue Surgery, Affiliated Tumor Hospital, Guangxi Medical University, Nanning, PR China
| | - Yu Li
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, PR China
| | - Xiao Liang
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, PR China
| | - Min Su
- Laboratory of Environmental Pollution and Integrative Omics, Guilin Medical University, Guilin, PR China
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Ye Y, Huang Z, Chen M, Mo Y, Mo Z. Luteolin Potentially Treating Prostate Cancer and COVID-19 Analyzed by the Bioinformatics Approach: Clinical Findings and Drug Targets. Front Endocrinol (Lausanne) 2021; 12:802447. [PMID: 35178029 PMCID: PMC8844187 DOI: 10.3389/fendo.2021.802447] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Accepted: 11/23/2021] [Indexed: 12/17/2022] Open
Abstract
Coronavirus disease 2019 (COVID-19) is a serious epidemic, characterized by potential mutation and can bring about poor vaccine efficiency. It is evidenced that patients with malignancies, including prostate cancer (PC), may be highly vulnerable to the SARS-CoV-2 infection. Currently, there are no existing drugs that can cure PC and COVID-19. Luteolin can potentially be employed for COVID-19 treatment and serve as a potent anticancer agent. Our present study was conducted to discover the possible drug target and curative mechanism of luteolin to serve as treatment for PC and COVID-19. The differential gene expression of PC cases was determined via RNA sequencing. The application of network pharmacology and molecular docking aimed to exhibit the drug targets and pharmacological mechanisms of luteolin. In this study, we found the top 20 up- and downregulated gene expressions in PC patients. Enrichment data demonstrated anti-inflammatory effects, where improvement of metabolism and enhancement of immunity were the main functions and mechanism of luteolin in treating PC and COVID-19, characterized by associated signaling pathways. Additional core drug targets, including MPO and FOS genes, were computationally identified accordingly. In conclusion, luteolin may be a promising treatment for PC and COVID-19 based on bioinformatics findings, prior to future clinical validation and application.
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Affiliation(s)
- Yu Ye
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Ziyan Huang
- Health Management Department, First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Manying Chen
- Center for Genomic and Personalized Medicine, Guangxi Medical University, Nanning, China
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Yongfeng Mo
- Center for Genomic and Personalized Medicine, Guangxi Medical University, Nanning, China
- Department of Emergency Medicine, The Second Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Zengnan Mo
- Department of Urology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
- *Correspondence: Zengnan Mo,
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