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Stemmer E, Zahavi T, Kellerman M, Sinberger LA, Shrem G, Salmon‐Divon M. Exploring potential biomarkers and therapeutic targets in inflammatory bowel disease: insights from a mega-analysis approach. Front Immunol 2024; 15:1353402. [PMID: 38510241 PMCID: PMC10951083 DOI: 10.3389/fimmu.2024.1353402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 02/20/2024] [Indexed: 03/22/2024] Open
Abstract
Background Understanding the molecular pathogenesis of inflammatory bowel disease (IBD) has led to the discovery of new therapeutic targets that are more specific and effective. Our aim was to explore the molecular pathways and genes involved in IBD pathogenesis and to identify new therapeutic targets and novel biomarkers that can aid in the diagnosis of the disease. Methods To obtain the largest possible number of samples and analyze them comprehensively, we used a mega-analysis approach. This involved reprocessing raw data from multiple studies and analyzing them using bioinformatic and machine learning techniques. Results We analyzed a total of 697 intestinal biopsies of Ulcerative Colitis (n = 386), Crohn's disease (n = 183) and non-IBD controls (n = 128). A machine learning analysis detected 34 genes whose collective expression effectively distinguishes inflamed biopsies of IBD patients from non-IBD control samples. Most of these genes were upregulated in IBD. Notably, among these genes, three novel lncRNAs have emerged as potential contributors to IBD development: ENSG00000285744, ENSG00000287626, and MIR4435-2HG. Furthermore, by examining the expression of 29 genes, among the 34, in blood samples from IBD patients, we detected a significant upregulation of 12 genes (p-value < 0.01), underscoring their potential utility as non-invasive diagnostic biomarkers. Finally, by utilizing the CMap library, we discovered potential compounds that should be explored in future studies for their therapeutic efficacy in IBD treatment. Conclusion Our findings contribute to the understanding of IBD pathogenesis, suggest novel biomarkers for IBD diagnosis and offer new prospects for therapeutic intervention.
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Affiliation(s)
- Edia Stemmer
- Department of Molecular Biology, Ariel University, Ariel, Israel
| | - Tamar Zahavi
- Department of Molecular Biology, Ariel University, Ariel, Israel
| | - Maoz Kellerman
- Department of Molecular Biology, Ariel University, Ariel, Israel
- Kaleidoo, Bar Lev High Tech Park, Misgav, Israel
| | | | - Guy Shrem
- Obstetrics, Gynecology and Infertility (OB&GYN) Department Maccabi Healthcare Services, Tel Aviv, Israel
| | - Mali Salmon‐Divon
- Department of Molecular Biology, Ariel University, Ariel, Israel
- Adelson School of Medicine, Ariel University, Ariel, Israel
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Wu D, Li Z, Zhang Y, Zhang Y, Ren G, Zeng Y, Liu H, Guan W, Zhao X, Li P, Hu L, Hou Z, Gong J, Li J, Jin W, Hu Z, Jiang C, Li H, Zhong C. Proline uptake promotes activation of lymphoid tissue inducer cells to maintain gut homeostasis. Nat Metab 2023; 5:1953-1968. [PMID: 37857730 DOI: 10.1038/s42255-023-00908-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Accepted: 09/18/2023] [Indexed: 10/21/2023]
Abstract
Metabolic regulation is integral to the proper functioning of innate lymphoid cells, yet the underlying mechanisms remain elusive. Here, we show that disruption of exogenous proline uptake, either through dietary restriction or by deficiency of the proline transporter Slc6a7, in lymphoid tissue inducer (LTi) cells, impairs LTi activation and aggravates dextran sodium sulfate-induced colitis in mice. With an integrative transcriptomic and metabolomic analysis, we profile the metabolic characteristics of various innate lymphoid cell subsets and reveal a notable enrichment of proline metabolism in LTi cells. Mechanistically, defective proline uptake diminishes the generation of reactive oxygen species, previously known to facilitate LTi activation. Additionally, LTi cells deficient in Slc6a7 display downregulation of Cebpb and Kdm6b, resulting in compromised transcriptional and epigenetic regulation of interleukin-22. Furthermore, our study uncovers the therapeutic potential of proline supplementation in alleviating colitis. Therefore, these findings shed light on the role of proline in facilitating LTi activation and ultimately contributing to gut homeostasis.
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Affiliation(s)
- Di Wu
- Institute of Systems Biomedicine, Department of Immunology, NHC Key Laboratory of Medical Immunology (Peking University), Beijing Key Laboratory of Tumor Systems Biology, Peking University Health Science Center, Beijing, China
| | - Zongxian Li
- Institute of Systems Biomedicine, Department of Immunology, NHC Key Laboratory of Medical Immunology (Peking University), Beijing Key Laboratory of Tumor Systems Biology, Peking University Health Science Center, Beijing, China
| | - Yime Zhang
- Institute of Systems Biomedicine, Department of Immunology, NHC Key Laboratory of Medical Immunology (Peking University), Beijing Key Laboratory of Tumor Systems Biology, Peking University Health Science Center, Beijing, China
| | - Yinlian Zhang
- Institute of Systems Biomedicine, Department of Immunology, NHC Key Laboratory of Medical Immunology (Peking University), Beijing Key Laboratory of Tumor Systems Biology, Peking University Health Science Center, Beijing, China
| | - Guanqun Ren
- Institute of Systems Biomedicine, Department of Immunology, NHC Key Laboratory of Medical Immunology (Peking University), Beijing Key Laboratory of Tumor Systems Biology, Peking University Health Science Center, Beijing, China
| | - Yanyu Zeng
- Institute of Systems Biomedicine, Department of Immunology, NHC Key Laboratory of Medical Immunology (Peking University), Beijing Key Laboratory of Tumor Systems Biology, Peking University Health Science Center, Beijing, China
| | - Huiying Liu
- Department of Physiology and Pathophysiology, School of Basic Medical Sciences, Peking University Health Science Center, Beijing, China
| | - Weiqiang Guan
- State Key Laboratory of Natural and Biomimetic Drugs, Chemical Biology Center, School of Pharmaceutical Sciences, Peking University Health Science Center, Beijing, China
| | - Xingyu Zhao
- Institute of Systems Biomedicine, Department of Immunology, NHC Key Laboratory of Medical Immunology (Peking University), Beijing Key Laboratory of Tumor Systems Biology, Peking University Health Science Center, Beijing, China
| | - Peng Li
- Institute of Systems Biomedicine, Department of Immunology, NHC Key Laboratory of Medical Immunology (Peking University), Beijing Key Laboratory of Tumor Systems Biology, Peking University Health Science Center, Beijing, China
| | - Luni Hu
- Institute of Systems Biomedicine, Department of Immunology, NHC Key Laboratory of Medical Immunology (Peking University), Beijing Key Laboratory of Tumor Systems Biology, Peking University Health Science Center, Beijing, China
| | - Zhiyuan Hou
- Institute of Systems Biomedicine, Peking University Health Science Center, Beijing, China
| | - Jingjing Gong
- Institute of Systems Biomedicine, Peking University Health Science Center, Beijing, China
| | - Jun Li
- Department of Gastroenterology, Peking University Third Hospital, Beijing, China
| | - Wenfei Jin
- Department of Biology, School of Life Sciences, Southern University of Science and Technology, Shenzhen, China
| | - Zeping Hu
- School of Pharmaceutical Sciences, Tsinghua-Peking Center for Life Sciences, Beijing Frontier Research Center for Biological Structure, Tsinghua University, Beijing, China
| | - Changtao Jiang
- Department of Physiology and Pathophysiology, School of Basic Medical Sciences, Peking University Health Science Center, Beijing, China
| | - Houhua Li
- State Key Laboratory of Natural and Biomimetic Drugs, Chemical Biology Center, School of Pharmaceutical Sciences, Peking University Health Science Center, Beijing, China
| | - Chao Zhong
- Institute of Systems Biomedicine, Department of Immunology, NHC Key Laboratory of Medical Immunology (Peking University), Beijing Key Laboratory of Tumor Systems Biology, Peking University Health Science Center, Beijing, China.
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