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St Pierre L, Berhan A, Sung EK, Alvarez JR, Wang H, Ji Y, Liu Y, Yu H, Meier A, Afshar K, Golts EM, Lin GY, Castaldi A, Calvert BA, Ryan A, Zhou B, Offringa IA, Marconett CN, Borok Z. Integrated multiomic analysis identifies TRIP13 as a mediator of alveolar epithelial type II cell dysfunction in idiopathic pulmonary fibrosis. Biochim Biophys Acta Mol Basis Dis 2024; 1871:167572. [PMID: 39547519 DOI: 10.1016/j.bbadis.2024.167572] [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: 04/14/2024] [Revised: 10/14/2024] [Accepted: 11/07/2024] [Indexed: 11/17/2024]
Abstract
Idiopathic pulmonary fibrosis (IPF) is a lethal progressive lung disease urgently needing new therapies. Current treatments only delay disease progression, leaving lung transplant as the sole remaining option. Recent studies support a model whereby IPF arises because alveolar epithelial type II (AT2) cells, which normally mediate distal lung regeneration, acquire airway and/or mesenchymal characteristics, preventing proper repair. Mechanisms driving this abnormal differentiation remain unclear. We performed integrated transcriptomic and epigenomic analysis of purified AT2 cells which revealed genome-wide alterations in IPF lungs. The most prominent epigenetic alteration was activation of an enhancer in thyroid receptor interactor 13 (TRIP13), although TRIP13 was not the most significantly transcriptionally upregulated gene. TRIP13 is broadly implicated in epithelial-mesenchymal plasticity. In cultured human AT2 cells and lung slices, small molecule TRIP13 inhibitor DCZ0415 prevented acquisition of the mesenchymal gene signature characteristic of IPF, suggesting TRIP13 inhibition as a potential therapeutic approach to fibrotic disease.
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Affiliation(s)
- Laurence St Pierre
- Department of Surgery, University of Southern California, Los Angeles, CA 90089, USA; Department of Biochemistry and Molecular Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA
| | - Asres Berhan
- Department of Medicine, University of California San Diego, CA 92037, USA
| | - Eun K Sung
- Department of Translational Genomics, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA; Department of Integrative Translational Sciences, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA
| | - Juan R Alvarez
- Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA; Hastings Center for Pulmonary Research, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA
| | - Hongjun Wang
- Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA; Hastings Center for Pulmonary Research, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA
| | - Yanbin Ji
- Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA; Hastings Center for Pulmonary Research, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA
| | - Yixin Liu
- Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA; Hastings Center for Pulmonary Research, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA
| | - Haoze Yu
- Department of Stem Cell Biology and Regenerative Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA
| | - Angela Meier
- Department of Anesthesiology, University of California, San Diego, La Jolla, CA 92037, USA
| | - Kamyar Afshar
- Department of Medicine, University of California San Diego, CA 92037, USA
| | - Eugene M Golts
- Department of Surgery, University of California, San Diego, La Jolla, CA 92037, USA
| | - Grace Y Lin
- Department of Pathology, University of California, San Diego, La Jolla, CA 92037, USA
| | | | - Ben A Calvert
- Department of Anatomy and Cell Biology, Carver College of Medicine, University of Iowa, Iowa City, IA 52242, USA
| | - Amy Ryan
- Department of Anatomy and Cell Biology, Carver College of Medicine, University of Iowa, Iowa City, IA 52242, USA
| | - Beiyun Zhou
- Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA; Hastings Center for Pulmonary Research, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA; USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA
| | - Ite A Offringa
- Department of Surgery, University of Southern California, Los Angeles, CA 90089, USA; Department of Biochemistry and Molecular Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA; USC Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA.
| | - Crystal N Marconett
- Department of Surgery, University of Southern California, Los Angeles, CA 90089, USA; Department of Translational Genomics, Keck School of Medicine, University of Southern California, Los Angeles, CA 90089, USA; Department of Integrative Translational Sciences, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA.
| | - Zea Borok
- Department of Medicine, University of California San Diego, CA 92037, USA.
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Xie T, Liang J, Stripp B, Noble PW. Cell-cell interactions and communication dynamics in lung fibrosis. CHINESE MEDICAL JOURNAL PULMONARY AND CRITICAL CARE MEDICINE 2024; 2:63-71. [PMID: 39169931 PMCID: PMC11332853 DOI: 10.1016/j.pccm.2024.04.001] [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: 08/14/2023] [Indexed: 08/23/2024]
Abstract
Cell-cell interactions are essential components of coordinated cell function in lung homeostasis. Lung diseases involve altered cell-cell interactions and communication between different cell types, as well as between subsets of cells of the same type. The identification and understanding of intercellular signaling in lung fibrosis offer insights into the molecular mechanisms underlying these interactions and their implications in the development and progression of lung fibrosis. A comprehensive cell atlas of the human lung, established with the facilitation of single-cell RNA transcriptomic analysis, has enabled the inference of intercellular communications using ligand-receptor databases. In this review, we provide a comprehensive overview of the modified cell-cell communications in lung fibrosis. We highlight the intricate interactions among the major cell types within the lung and their contributions to fibrogenesis. The insights presented in this review will contribute to a better understanding of the molecular mechanisms underlying lung fibrosis and may guide future research efforts in developing targeted therapies for this debilitating disease.
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Affiliation(s)
- Ting Xie
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Women's Guild Lung Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Jiurong Liang
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Women's Guild Lung Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Barry Stripp
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Women's Guild Lung Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Paul W. Noble
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Women's Guild Lung Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
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Lei X, Lu T. Single-cell sequencing reveals lung cell fate evolution initiated by smoking to explore gene predictions of correlative diseases. Toxicol Mech Methods 2024; 34:369-384. [PMID: 38064719 DOI: 10.1080/15376516.2023.2293117] [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: 10/04/2023] [Accepted: 12/02/2023] [Indexed: 01/11/2024]
Abstract
Continuous smoking leads to adaptive regulation and physiological changes in lung tissue and cells, and is an inductive factor for many diseases, making smokers face the risk of malignant and nonmalignant diseases. The impact of research in this area is getting more and more in-depth, but the stimulant effect, mechanism of action and response mechanism of the main cells in the lungs caused by smoke components have not yet been fully elucidated, and the early diagnosis and identification of various diseases induced by smoke toxins have not yet formed a systematic relationship method. In this study, single-cell transcriptome data were generated from three lung samples of smokers and nonsmokers through scRNA-seq technology, revealing the influence of smoking on lung tissue and cells and the changes in immune response. The results show that: through UMAP cell clustering, 16 intermediate cell states of 23 cell clusters of the four main cell types in the lung are revealed, the differences of the main cell groups between smokers and nonsmokers are explained, and the human lung cells are clarified. Components and their marker genes, screen for new marker genes that can be used in the evolution of intermediate-state cells, and at the same time, the analysis of lung cell subgroups reveals the changes in the intermediate state of cells under smoke stimulation, forming a subtype intermediate state cell map. Pseudo-time ordering analysis, to determine the pattern of dynamic processes experienced by cells, differential expression analysis of different branch cells, to clarify the expression rules of cells at different positions, to clarify the evolution process of the intermediate state of cells, and to clarify the response of lung tissue and cells to smoke components mechanism. The development of this study provides new diagnosis and treatment ideas for early disease detection, identification, disease prevention and treatment of patients with smoking-related diseases, and lays a theoretical foundation based on cell and molecular regulation.
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Affiliation(s)
- Xu Lei
- The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
| | - Taiying Lu
- The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
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4
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Li K, Huang Z, Liu C, Xu Y, Chen W, Shi L, Li C, Zhou F, Zhou F. Transcriptomic analysis of human pulmonary microvascular endothelial cells treated with LPS. Cell Signal 2023; 111:110870. [PMID: 37633475 DOI: 10.1016/j.cellsig.2023.110870] [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: 05/05/2023] [Revised: 08/08/2023] [Accepted: 08/23/2023] [Indexed: 08/28/2023]
Abstract
Acute respiratory distress syndrome (ARDS) has a rapid onset and progression, which lead to the severity and complexity of the primary disease and significantly increase the fatality rate of patients. Transcriptomics provides some ideas for clarifying the mechanism of ARDS, exploring prevention and treatment targets, and searching for related specific markers. In this study, RNA-Seq technology was used to observe the gene expression of human pulmonary microvascular endothelial cells (PMVECs) induced by LPS, and to excavate the key genes and signaling pathways in ARDS process. A total of 2300 up-regulated genes were detected, and a corresponding 1696 down-regulated genes were screened. Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis, and protein-protein interaction (PPI) were also used for functional annotation of key genes. TFDP1 was identified as a cell cycle-dependent differentially expressed gene, and its reduced expression was verified in LPS-treated PMVECs and lung tissues of CLP-induced mice. In addition, the inhibition of TFDP1 on inflammation and apoptosis, and the promotion of proliferation were confirmed. The decreased expression of E2F1, Rb, CDK1 and the activation of MAPK signaling pathway were substantiated in the in vivo and in vitro models of ARDS. Moreover, SREBF1 has been demonstrated to be involved in cell cycle arrest in PMVECs by inhibiting CDK1. Our study shows that transcriptomics combined with basic research can broaden the investigation of ARDS mechanisms and may provide a basis for future mechanistic innovations.
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Affiliation(s)
- Kaili Li
- Department of Emergency, The First Affiliated Hospital of Chongqing Medical University, 400016 Chongqing, China.
| | - Zuotian Huang
- Department of Hepatobiliary Pancreatic Tumor Center, Chongqing University Cancer Hospital, 400030 Chongqing Municipality, China
| | - Chang Liu
- Department of Critical Care Medicine, the First Affiliated Hospital of Chongqing Medical University, 400016 Chongqing, China.
| | - Yuanyuan Xu
- Department of Critical Care Medicine, the First Affiliated Hospital of Chongqing Medical University, 400016 Chongqing, China
| | - Wei Chen
- Department of Critical Care Medicine, the First Affiliated Hospital of Chongqing Medical University, 400016 Chongqing, China
| | - Lu Shi
- Department of Critical Care Medicine, the First Affiliated Hospital of Chongqing Medical University, 400016 Chongqing, China
| | - Can Li
- Department of Critical Care Medicine, the First Affiliated Hospital of Chongqing Medical University, 400016 Chongqing, China
| | - Fawei Zhou
- Department of Critical Care Medicine, the First Affiliated Hospital of Chongqing Medical University, 400016 Chongqing, China
| | - Fachun Zhou
- Department of Emergency, The First Affiliated Hospital of Chongqing Medical University, 400016 Chongqing, China; Department of Critical Care Medicine, the First Affiliated Hospital of Chongqing Medical University, 400016 Chongqing, China.
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5
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Sato Y, Kim D, Turner MJ, Luo Y, Zaidi SSZ, Thomas DY, Hanrahan JW. Ionocyte-Specific Regulation of Cystic Fibrosis Transmembrane Conductance Regulator. Am J Respir Cell Mol Biol 2023; 69:281-294. [PMID: 36952679 DOI: 10.1165/rcmb.2022-0241oc] [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: 06/11/2022] [Accepted: 03/23/2023] [Indexed: 03/25/2023] Open
Abstract
CFTR (cystic fibrosis transmembrane conductance regulator) is a tightly regulated anion channel that mediates chloride and bicarbonate conductance in many epithelia and in other tissues, but whether its regulation varies depending on the cell type has not been investigated. Epithelial CFTR expression is highest in rare cells called ionocytes. We studied CFTR regulation in control and ionocyte-enriched cultures by transducing bronchial basal cells with adenoviruses that encode only eGFP or FOXI1 (forkhead box I1) + eGFP as separate polypeptides. FOXI1 dramatically increased the number of transcripts for ionocyte markers ASCL3 (Achaete-Scute Family BHLH Transcription Factor 3), BSND, ATP6V1G3, ATP6V0D2, KCNMA1, and CFTR without altering those for secretory (SCGB1A1), basal (KRT5, KRT6, TP63), goblet (MUC5AC), or ciliated (FOXJ1) cells. The number of cells displaying strong FOXI1 expression was increased 7-fold, and there was no evidence for a broad increase in background immunofluorescence. Total CFTR mRNA and protein levels increased 10-fold and 2.5-fold, respectively. Ionocyte-enriched cultures displayed elevated basal current, increased adenylyl cyclase 5 expression, and tonic suppression of CFTR activity by the phosphodiesterase PDE1C, which has not been shown previously to regulate CFTR activity. The results indicate that CFTR regulation depends on cell type and identifies PDE1C as a potential target for therapeutics that aim to increase CFTR function specifically in ionocytes.
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Affiliation(s)
- Yukiko Sato
- Department of Physiology
- Cystic Fibrosis Translational Research Center
| | - Dusik Kim
- Department of Physiology
- Cystic Fibrosis Translational Research Center
| | - Mark J Turner
- Department of Physiology
- Cystic Fibrosis Translational Research Center
| | - Yishan Luo
- Department of Physiology
- Cystic Fibrosis Translational Research Center
| | | | - David Y Thomas
- Cystic Fibrosis Translational Research Center
- Department of Biochemistry, McGill University, Montreal, Quebec, Canada, and
| | - John W Hanrahan
- Department of Physiology
- Cystic Fibrosis Translational Research Center
- Research Institute, McGill University Health Centre, Montreal, Quebec, Canada
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6
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Zhou Y, Thannickal VJ. Demystifying the Enigmatic Fibroblast in Pulmonary Fibrosis. Am J Respir Cell Mol Biol 2023; 69:1-2. [PMID: 37040483 PMCID: PMC10324038 DOI: 10.1165/rcmb.2023-0090ed] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/13/2023] Open
Affiliation(s)
- Yong Zhou
- Department of Medicine University of Alabama at Birmingham Birmingham, Alabama
| | - Victor J Thannickal
- John W. Deming Department of Medicine Tulane University New Orleans, Louisiana and Southeast Louisiana Veterans Health Care System New Orleans, Louisiana
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He P, Lim K, Sun D, Pett JP, Jeng Q, Polanski K, Dong Z, Bolt L, Richardson L, Mamanova L, Dabrowska M, Wilbrey-Clark A, Madissoon E, Tuong ZK, Dann E, Suo C, Goh I, Yoshida M, Nikolić MZ, Janes SM, He X, Barker RA, Teichmann SA, Marioni JC, Meyer KB, Rawlins EL. A human fetal lung cell atlas uncovers proximal-distal gradients of differentiation and key regulators of epithelial fates. Cell 2022; 185:4841-4860.e25. [PMID: 36493756 DOI: 10.1016/j.cell.2022.11.005] [Citation(s) in RCA: 62] [Impact Index Per Article: 20.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 08/11/2022] [Accepted: 11/03/2022] [Indexed: 12/13/2022]
Abstract
We present a multiomic cell atlas of human lung development that combines single-cell RNA and ATAC sequencing, high-throughput spatial transcriptomics, and single-cell imaging. Coupling single-cell methods with spatial analysis has allowed a comprehensive cellular survey of the epithelial, mesenchymal, endothelial, and erythrocyte/leukocyte compartments from 5-22 post-conception weeks. We identify previously uncharacterized cell states in all compartments. These include developmental-specific secretory progenitors and a subtype of neuroendocrine cell related to human small cell lung cancer. Our datasets are available through our web interface (https://lungcellatlas.org). To illustrate its general utility, we use our cell atlas to generate predictions about cell-cell signaling and transcription factor hierarchies which we rigorously test using organoid models.
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Affiliation(s)
- Peng He
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
| | - Kyungtae Lim
- Wellcome Trust/CRUK Gurdon Institute, Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 1QN, UK
| | - Dawei Sun
- Wellcome Trust/CRUK Gurdon Institute, Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 1QN, UK
| | | | - Quitz Jeng
- Wellcome Trust/CRUK Gurdon Institute, Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 1QN, UK
| | | | - Ziqi Dong
- Wellcome Trust/CRUK Gurdon Institute, Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 1QN, UK
| | - Liam Bolt
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | | | - Lira Mamanova
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | | | | | - Elo Madissoon
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
| | - Zewen Kelvin Tuong
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; Molecular Immunity Unit, University of Cambridge Department of Medicine, Cambridge, UK
| | - Emma Dann
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Chenqu Suo
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; Department of Paediatrics, Cambridge University Hospitals, Hills Road, Cambridge CB2 0 QQ, UK
| | - Isaac Goh
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, NE2 4HH, UK
| | - Masahiro Yoshida
- Lungs for Living Research Centre, UCL Respiratory, University College London, London, UK
| | - Marko Z Nikolić
- Lungs for Living Research Centre, UCL Respiratory, University College London, London, UK
| | - Sam M Janes
- Lungs for Living Research Centre, UCL Respiratory, University College London, London, UK
| | - Xiaoling He
- John van Geest Centre for Brain Repair, Department of Clinical Neurosciences and Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Roger A Barker
- John van Geest Centre for Brain Repair, Department of Clinical Neurosciences and Wellcome-MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; Department of Physics, Cavendish Laboratory, University of Cambridge, Cambridge CB3 0HE, UK
| | - John C Marioni
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK; European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK; Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | | | - Emma L Rawlins
- Wellcome Trust/CRUK Gurdon Institute, Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge CB2 1QN, UK.
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Herrington CS, Poulsom R, Pillay N, Bankhead P, Coates PJ. Recent Advances in Pathology: the 2022 Annual Review Issue of The Journal of Pathology. J Pathol 2022; 257:379-382. [PMID: 35635736 DOI: 10.1002/path.5972] [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: 05/26/2022] [Accepted: 05/27/2022] [Indexed: 11/10/2022]
Abstract
The 2022 Annual Review Issue of The Journal of Pathology, Recent Advances in Pathology, contains 15 invited reviews on research areas of growing importance in pathology. This year, the articles include those that focus on digital pathology, employing modern imaging techniques and software to enable improved diagnostic and research applications to study human diseases. This subject area includes the ability to identify specific genetic alterations through the morphological changes they induce, as well as integrating digital and computational pathology with 'omics technologies. Other reviews in this issue include an updated evaluation of mutational patterns (mutation signatures) in cancer, the applications of lineage tracing in human tissues, and single cell sequencing technologies to uncover tumour evolution and tumour heterogeneity. The tissue microenvironment is covered in reviews specifically dealing with proteolytic control of epidermal differentiation, cancer-associated fibroblasts, field cancerisation, and host factors that determine tumour immunity. All of the reviews contained in this issue are the work of invited experts selected to discuss the considerable recent progress in their respective fields and are freely available online (https://onlinelibrary.wiley.com/journal/10969896). © 2022 The Pathological Society of Great Britain and Ireland. Published by John Wiley & Sons, Ltd.
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Affiliation(s)
- C Simon Herrington
- Edinburgh Cancer Research Centre, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
- Edinburgh Pathology, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Richard Poulsom
- The Pathological Society of Great Britain and Ireland, London, UK
| | - Nischalan Pillay
- Sarcoma Biology and Genomics Group, UCL Cancer Institute, London, UK
- Department of Histopathology, The Royal National Orthopaedic Hospital NHS Trust, London, UK
| | - Peter Bankhead
- Edinburgh Cancer Research Centre, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
- Edinburgh Pathology, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
- Centre for Genomic & Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Philip J Coates
- RECAMO, Masaryk Memorial Cancer Institute, Brno, Czech Republic
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