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Wang Y, Sun Z, He Q, Li J, Ni M, Yang M. Self-supervised graph representation learning integrates multiple molecular networks and decodes gene-disease relationships. PATTERNS (NEW YORK, N.Y.) 2022; 4:100651. [PMID: 36699743 PMCID: PMC9868676 DOI: 10.1016/j.patter.2022.100651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 05/19/2022] [Accepted: 11/07/2022] [Indexed: 12/12/2022]
Abstract
Leveraging molecular networks to discover disease-relevant modules is a long-standing challenge. With the accumulation of interactomes, there is a pressing need for powerful computational approaches to handle the inevitable noise and context-specific nature of biological networks. Here, we introduce Graphene, a two-step self-supervised representation learning framework tailored to concisely integrate multiple molecular networks and adapted to gene functional analysis via downstream re-training. In practice, we first leverage GNN (graph neural network) pre-training techniques to obtain initial node embeddings followed by re-training Graphene using a graph attention architecture, achieving superior performance over competing methods for pathway gene recovery, disease gene reprioritization, and comorbidity prediction. Graphene successfully recapitulates tissue-specific gene expression across disease spectrum and demonstrates shared heritability of common mental disorders. Graphene can be updated with new interactomes or other omics features. Graphene holds promise to decipher gene function under network context and refine GWAS (genome-wide association study) hits and offers mechanistic insights via decoding diseases from genome to networks to phenotypes.
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Affiliation(s)
- Yi Wang
- MGI, BGI-Shenzhen, Shenzhen, China
| | - Zijun Sun
- Computer Center, Peking University, Beijing, China
| | | | - Jiwei Li
- Department of Computer Science, Zhejiang University, Hangzhou, China
| | - Ming Ni
- MGI, BGI-Shenzhen, Shenzhen, China
- MGI-QingDao, BGI-Shenzhen, Qingdao, China
| | - Meng Yang
- MGI, BGI-Shenzhen, Shenzhen, China
- Corresponding author
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2
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Liu Q, Tang Y, Huang Y, Wang J, Yang K, Zhang Y, Pu W, Liu J, Shi X, Ma Y, Ni C, Zhang Y, Zhu Y, Li H, Wang J, Lin J, Wu W. Insights into male androgenetic alopecia using comparative transcriptome profiling: hypoxia-inducible factor-1 and Wnt/β-catenin signalling pathways. Br J Dermatol 2022; 187:936-947. [PMID: 35862273 PMCID: PMC10087000 DOI: 10.1111/bjd.21783] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Revised: 04/13/2022] [Accepted: 07/12/2022] [Indexed: 12/24/2022]
Abstract
BACKGROUND The key pathophysiological changes in androgenetic alopecia (AGA) are limited to hair follicles (HFs) in frontal and vertex regions, sparing the occipital region. OBJECTIVES To identify biological differences among HF subpopulations. METHODS Paired vertex and occipital HFs from 10 male donors with AGA were collected for RNA sequencing assay. Furthermore, HF and cell experiments were conducted on the identified key genes to reveal their roles in AGA. RESULTS Transcriptome profiles revealed that 506 mRNAs, 55 microRNAs and 127 long noncoding RNAs were differentially expressed in the AGA vertex HFs. Pathway analysis of mRNAs and microRNAs revealed involvement of the hypoxia-inducible factor (HIF)-1, Wnt/β-catenin, and focal adhesion pathways. Differential expression of HIF-1 prolyl hydroxylase enzymes (EGLN1, EGLN3) and Wnt/β-catenin pathway inhibitors (SERPINF1, SFRP2) was experimentally validated. In vitro studies revealed that reduction of EGLN1, EGLN3, SERPINF1 and SFRP2 stimulated proliferation of dermal papilla cells. Ex vivo HF studies showed that downregulation of EGLN1, EGLN3 and SERPINF1 promoted HF growth, postponed HF catagen transition, and prolonged the anagen stage, suggesting that these genes may be potentially utilized as therapeutic targets for AGA. CONCLUSIONS We characterized key transcriptome changes in male AGA HFs, and found that HIF-1 pathway-related genes (EGLN1, EGLN3) and Wnt pathway inhibitors (SERPINF1, SFRP2) may play important roles in AGA. What is already known about this topic? Multiple differentially expressed genes and signalling pathways have been found between hair follicles (HFs) in the balding area (frontal and vertex regions) and nonbalding area (occipital region) of individuals with androgenetic alopecia (AGA). A whole-transcriptome atlas of the vertex and occipital region is lacking. What does this study add? We identified a number of differentially expressed genes and pathways between balding vertex and nonbalding occipital AGA HFs by using whole-transcriptome analyses. We identified pathways not previously reported in AGA, such as the hypoxia-inducible factor (HIF)-1 signalling pathway. We verified that HIF-1 pathway-related genes (EGLN1, EGLN3) and Wnt pathway inhibitors (PEDF, SFRP2) played important roles in dermal papilla cell activity, hair growth and the hair cycle. What is the translational message? The EGLN1, EGLN3, SERPINF1 and SFRP2 genes may be potentially utilized as therapeutic targets for AGA.
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Affiliation(s)
- Qingmei Liu
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, China
| | - Yulong Tang
- State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, and Human Phenome Institute, Fudan University, Shanghai, China
| | - Yan Huang
- State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, and Human Phenome Institute, Fudan University, Shanghai, China
| | - Ji'an Wang
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, China
| | - Kai Yang
- Department of Dermatology, Jing'an District Central Hospital, Shanghai, China
| | - Yuting Zhang
- State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, and Human Phenome Institute, Fudan University, Shanghai, China
| | - Weilin Pu
- State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, and Human Phenome Institute, Fudan University, Shanghai, China
| | - Jing Liu
- State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, and Human Phenome Institute, Fudan University, Shanghai, China
| | - Xiangguang Shi
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, China
| | - Yanyun Ma
- State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, and Human Phenome Institute, Fudan University, Shanghai, China
| | - Chunya Ni
- Department of Dermatology, Jing'an District Central Hospital, Shanghai, China
| | - Yue Zhang
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, China
| | - Yifei Zhu
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, China
| | - Haiyang Li
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, China
| | - Jiucun Wang
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, China.,State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, and Human Phenome Institute, Fudan University, Shanghai, China.,Institute of Rheumatology, Immunology and Allergy, Fudan University, Shanghai, China.,Research Unit of Dissecting the Population Genetics and Developing New Technologies for Treatment and Prevention of Skin Phenotypes and Dermatological Diseases, Chinese Academy of Medical Sciences (2019RU058), Shanghai, China
| | - Jinran Lin
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, China
| | - Wenyu Wu
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, China.,Department of Dermatology, Jing'an District Central Hospital, Shanghai, China.,Academy for Engineering and Technology, Fudan University, Shanghai, China
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Shi X, Chen Y, Yang K, Zhu Y, Ma Y, Liu Q, Wang J, Ni C, Zhang Y, Li H, Lin J, Wang J, Wu W. Disrupted citric acid metabolism inhibits hair growth. J Dermatol 2022; 49:1037-1048. [PMID: 35841232 DOI: 10.1111/1346-8138.16509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Revised: 05/12/2022] [Accepted: 06/19/2022] [Indexed: 11/28/2022]
Abstract
Hair follicles (HFs) play an essential role in sustaining a persistent hair growth cycle. The activities of dermal papilla cells (DPCs) and other cells inside the HFs dominate the process of hair growth. However, the detailed molecular mechanisms remain largely unknown. To investigate the role of citric acid (CA) metabolism in hair growth, we evaluated the effect of citrate synthase (CS)-CA axis on hair growth in vivo and in vitro. Mice hair growth was evaluated by morphology and histopathology analysis. The inflammation and apoptosis levels in mice, HFs, and DPCs were detected by immunohistofluorescence, qPCR, ELISA, western blot, and TUNEL assay. Cell proliferation, cell cycle, and cell apoptosis in DPCs were analyzed by real-time cell analysis and flow cytometer. We found that subcutaneous injection of CA in mice caused significant hair growth suppression, skin lesion, inflammatory response, cell apoptosis, and promotion of catagen entry, compared with the saline control, by activating p-p65 and apoptosis signaling in an NLRP3-dependent manner. In cultured human HFs, CA attenuated the hair shaft production and accelerated HF catagen entry by regulating the above-mentioned pathways. Additionally, CA hampered the proliferation rate of DPCs via inducing cell apoptosis and cell cycle arrest. Considering that citrate synthase (CS) is responsible for CA production and is a rate-limiting enzyme of the tricarboxylic acid cycle, we also investigated the role of CS in CA metabolism and hair growth. As expected, knockdown of CS reduced CA production and reversed CA-induced hair growth inhibition, anagen shrink, inflammation, and apoptosis both in HFs and DPCs. Our experiments demonstrated that CS-CA axis serves as an important mediator and might be a potential therapeutic target in hair growth.
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Affiliation(s)
- Xiangguang Shi
- Department of Dermatology, Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China
| | - Yahui Chen
- Department of Dermatology, Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China.,Ministry of Education Key Laboratory of Contemporary Anthropology, Department of Anthropology and Human Genetics, School of Life Sciences, Fudan University, Shanghai, China
| | - Kai Yang
- Department of Dermatology, Jing'an District Central Hospital, Shanghai, China
| | - Yifei Zhu
- Department of Dermatology, Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China
| | - Yanyun Ma
- Department of Dermatology, Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China
| | - Qingmei Liu
- Department of Dermatology, Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China
| | - Ji'an Wang
- Department of Dermatology, Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China
| | - Chunya Ni
- Department of Dermatology, Jing'an District Central Hospital, Shanghai, China
| | - Yue Zhang
- Department of Dermatology, Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China
| | - Haiyang Li
- Department of Dermatology, Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China
| | - Jinran Lin
- Department of Dermatology, Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China
| | - Jiucun Wang
- Department of Dermatology, Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China.,Research Unit of Dissecting the Population Genetics and Developing New Technologies for Treatment and Prevention of Skin Phenotypes and Dermatological Diseases (2019RU058), Chinese Academy of Medical Sciences, Beijing, China
| | - Wenyu Wu
- Department of Dermatology, Huashan Hospital and Human Phenome Institute, Fudan University, Shanghai, China.,Department of Dermatology, Jing'an District Central Hospital, Shanghai, China
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Zhang Y, Ni C, Huang Y, Tang Y, Yang K, Shi X, Zhang Y, Li Z, Wang J, Zhu Y, Li H, Ma Y, Lin J, Wang J, Liu Q, Wu W. Hair Growth-Promoting Effect of Resveratrol in Mice, Human Hair Follicles and Dermal Papilla Cells. Clin Cosmet Investig Dermatol 2021; 14:1805-1814. [PMID: 34866922 PMCID: PMC8637427 DOI: 10.2147/ccid.s335963] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2021] [Accepted: 10/28/2021] [Indexed: 11/23/2022]
Abstract
Background Oxidative damage has been found in various types of hair loss. As a polyphenolic phytoalexin, resveratrol (RSV) is known as an antioxidant, anti-inflammatory and anti-apoptotic agent. Objective Thus, we aim to examine the effects of RSV on hair growth. Methods In vivo C57BL/6 mice were used to evaluate the effects of RSV on hair cycle, hair length, skin thickness, hair follicle diameter, hair cycle score and the percentage of hair cycle stage. Then hair shaft length and hair cycle were evaluated by human hair follicles (HFs) ex vivo. The proliferative activities of human dermal papilla cells (hDPCs) cultured in vitro with RSV were assessed using RTCA. The ability of RSV to protect hDPCs against H2O2-induced oxidative damage is examined by a ROS assay kit. Results Topical application of RSV significantly promoted hair growth and stimulated the transition of hair cycle from telogen into the anagen phase on shaved C57BL/6 mice. Ex vivo experiments showed that RSV increased the hair shaft length of HFs and delayed the entry into catagen. In vitro experiments indicated that RSV proliferated hDPCs and prevented hDPCs from oxidative damage caused by H2O2. Conclusion RSV can promote hair growth and may be a potential candidate for the treatment of hair loss.
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Affiliation(s)
- Yuting Zhang
- State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, People's Republic of China
| | - Chunya Ni
- Department of Dermatology, Jing'an District Central Hospital, Shanghai, People's Republic of China
| | - Yan Huang
- State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, People's Republic of China
| | - Yulong Tang
- State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, People's Republic of China
| | - Kai Yang
- Department of Dermatology, Jing'an District Central Hospital, Shanghai, People's Republic of China
| | - Xiangguang Shi
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, People's Republic of China
| | - Yue Zhang
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, People's Republic of China
| | - Zheng Li
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, People's Republic of China
| | - Ji'an Wang
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, People's Republic of China
| | - Yifei Zhu
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, People's Republic of China
| | - Haiyang Li
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, People's Republic of China
| | - Yanyun Ma
- State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, People's Republic of China
| | - Jinran Lin
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, People's Republic of China
| | - Jiucun Wang
- State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Fudan University, Shanghai, People's Republic of China.,Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, People's Republic of China.,Institute of Rheumatology, Immunology and Allergy, Fudan University, Shanghai, People's Republic of China
| | - Qingmei Liu
- Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, People's Republic of China
| | - Wenyu Wu
- Department of Dermatology, Jing'an District Central Hospital, Shanghai, People's Republic of China.,Department of Dermatology, Huashan Hospital, Fudan University, Shanghai, People's Republic of China.,Academy for Engineering and Technology, Fudan University, Shanghai, People's Republic of China
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5
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Lei M, Lin SJ, Chuong CM. Editorial: Hair Follicle Stem Cell Regeneration in Aging. Front Cell Dev Biol 2021; 9:799268. [PMID: 34901037 PMCID: PMC8655873 DOI: 10.3389/fcell.2021.799268] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Accepted: 11/05/2021] [Indexed: 11/13/2022] Open
Affiliation(s)
- Mingxing Lei
- 111 Project Laboratory of Biomechanics and Tissue Repair, College of Bioengineering, Chongqing University, Chongqing, China
- Key Laboratory of Biorheological Science and Technology of the Ministry of Education, College of Bioengineering, Chongqing University, Chongqing, China
| | - Sung-Jan Lin
- Department of Biomedical Engineering and Department of Dermatology, College of Engineering and College of Medicine, National Taiwan University, Taipei, Taiwan
- Department of Dermatology, National Taiwan University Hospital, Taipei, Taiwan
| | - Cheng-Ming Chuong
- Department of Pathology, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
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