Trajectory mapping of primary Sjögren's syndrome via transcriptome learning demonstrates limitations of peripheral blood sequencing
Primary Sjögren's syndrome (pSS) is a complex autoimmune disease characterized by aberrant immune cell action against secretory glands throughout the body. A number of studies have previously identified unique characteristics in the circulating expression profile of white blood cells of pSS pat...
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Veröffentlicht in: | International journal of rheumatic diseases 2021-12, Vol.24 (12), p.1491-1499 |
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container_title | International journal of rheumatic diseases |
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creator | Zhong, Bing Wang, Yaqiong Zou, Qinghua Xuemeng, Chen Qian, Can Chen, Chengshun Xiong, Jie Zheng, Zihan Zou, Liyun Li, Jingyi |
description | Primary Sjögren's syndrome (pSS) is a complex autoimmune disease characterized by aberrant immune cell action against secretory glands throughout the body. A number of studies have previously identified unique characteristics in the circulating expression profile of white blood cells of pSS patients. However, the molecular progression pattern of pSS is unclear. Through a systematic analysis of pSS transcriptome information, we found that pSS transcriptomes display broad heterogeneity, but cannot be distinguished from the broad range of possible profiles of healthy controls. Instead, only sample learning using a subset of pre‐identified signature genes could achieve partial separation through a trajectory governed by interferon activity. Interestingly, this trajectory is correlated with a decrease in dendritic cell counts. Our study thus highlights a major limitation to the utility of broad blood transcriptome analysis in the context of pSS, while also identifying several factors that influence the divergence between patient samples. |
doi_str_mv | 10.1111/1756-185X.14229 |
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A number of studies have previously identified unique characteristics in the circulating expression profile of white blood cells of pSS patients. However, the molecular progression pattern of pSS is unclear. Through a systematic analysis of pSS transcriptome information, we found that pSS transcriptomes display broad heterogeneity, but cannot be distinguished from the broad range of possible profiles of healthy controls. Instead, only sample learning using a subset of pre‐identified signature genes could achieve partial separation through a trajectory governed by interferon activity. Interestingly, this trajectory is correlated with a decrease in dendritic cell counts. 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A number of studies have previously identified unique characteristics in the circulating expression profile of white blood cells of pSS patients. However, the molecular progression pattern of pSS is unclear. Through a systematic analysis of pSS transcriptome information, we found that pSS transcriptomes display broad heterogeneity, but cannot be distinguished from the broad range of possible profiles of healthy controls. Instead, only sample learning using a subset of pre‐identified signature genes could achieve partial separation through a trajectory governed by interferon activity. Interestingly, this trajectory is correlated with a decrease in dendritic cell counts. Our study thus highlights a major limitation to the utility of broad blood transcriptome analysis in the context of pSS, while also identifying several factors that influence the divergence between patient samples.</description><subject>Autoimmune diseases</subject><subject>Databases, Factual</subject><subject>Dendritic cells</subject><subject>Gene Expression Profiling - methods</subject><subject>Humans</subject><subject>Interferon</subject><subject>Leukocytes</subject><subject>Peripheral blood</subject><subject>Signal Transduction</subject><subject>Sjogren's syndrome</subject><subject>Sjogren's Syndrome - blood</subject><subject>Sjogren's Syndrome - physiopathology</subject><subject>Sjögren's syndrome</subject><subject>trajectory mapping</subject><subject>Transcriptomes</subject><issn>1756-1841</issn><issn>1756-185X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkctOxCAYhYnReF-7MyQudDMKLYV2aSbekkk0URN3hNK_yqSFCh3N7H0mX8AXkzrjLNzIAsjhOwfCQeiAklMaxxkVGR_RPHs6pSxJijW0vVLWV3tGt9BOCFNCOE252ERbKeM8T5N8G308eDUF3Ts_x63qOmOfsatx502ronQ__fp89mCPAw5zW3nXAn4zCvde2aC96fpBaUB5OzgraJ0N8bCHgBvTml71Jio_kRDxF_CqwWXjXIUDvM7A6ujbQxu1agLsL9dd9Hh58TC-Hk1ur27G55ORTgUtRlzkWoi8UhVNWMWI1mle1kTVhRZZoRhLRCmgKFNWDnMBBOqiLCmICupcZekuOlnkdt7Fu0MvWxM0NI2y4GZBJlnOCBWc8Ige_UGnbuZtfJ1MOMkIz1gxBJ4tKO1dCB5qufw4SYkcCpJDBXKoQ_4UFB2Hy9xZ2UK14n8biUC2AN5NA_P_8uT53WQR_A2K859g</recordid><startdate>202112</startdate><enddate>202112</enddate><creator>Zhong, Bing</creator><creator>Wang, Yaqiong</creator><creator>Zou, Qinghua</creator><creator>Xuemeng, Chen</creator><creator>Qian, Can</creator><creator>Chen, Chengshun</creator><creator>Xiong, Jie</creator><creator>Zheng, Zihan</creator><creator>Zou, Liyun</creator><creator>Li, Jingyi</creator><general>Wiley Subscription Services, Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QP</scope><scope>7T5</scope><scope>H94</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0003-1486-9586</orcidid></search><sort><creationdate>202112</creationdate><title>Trajectory mapping of primary Sjögren's syndrome via transcriptome learning demonstrates limitations of peripheral blood sequencing</title><author>Zhong, Bing ; Wang, Yaqiong ; Zou, Qinghua ; Xuemeng, Chen ; Qian, Can ; Chen, Chengshun ; Xiong, Jie ; Zheng, Zihan ; Zou, Liyun ; Li, Jingyi</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3719-678c778dad124d40cc38bf0af9c759a4427b7e9b34be9b39e0ef9bb1e7def8a53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Autoimmune diseases</topic><topic>Databases, Factual</topic><topic>Dendritic cells</topic><topic>Gene Expression Profiling - methods</topic><topic>Humans</topic><topic>Interferon</topic><topic>Leukocytes</topic><topic>Peripheral blood</topic><topic>Signal Transduction</topic><topic>Sjogren's syndrome</topic><topic>Sjogren's Syndrome - blood</topic><topic>Sjogren's Syndrome - physiopathology</topic><topic>Sjögren's syndrome</topic><topic>trajectory mapping</topic><topic>Transcriptomes</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Zhong, Bing</creatorcontrib><creatorcontrib>Wang, Yaqiong</creatorcontrib><creatorcontrib>Zou, Qinghua</creatorcontrib><creatorcontrib>Xuemeng, Chen</creatorcontrib><creatorcontrib>Qian, Can</creatorcontrib><creatorcontrib>Chen, Chengshun</creatorcontrib><creatorcontrib>Xiong, Jie</creatorcontrib><creatorcontrib>Zheng, Zihan</creatorcontrib><creatorcontrib>Zou, Liyun</creatorcontrib><creatorcontrib>Li, Jingyi</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Immunology Abstracts</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>International journal of rheumatic diseases</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Zhong, Bing</au><au>Wang, Yaqiong</au><au>Zou, Qinghua</au><au>Xuemeng, Chen</au><au>Qian, Can</au><au>Chen, Chengshun</au><au>Xiong, Jie</au><au>Zheng, Zihan</au><au>Zou, Liyun</au><au>Li, Jingyi</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Trajectory mapping of primary Sjögren's syndrome via transcriptome learning demonstrates limitations of peripheral blood sequencing</atitle><jtitle>International journal of rheumatic diseases</jtitle><addtitle>Int J Rheum Dis</addtitle><date>2021-12</date><risdate>2021</risdate><volume>24</volume><issue>12</issue><spage>1491</spage><epage>1499</epage><pages>1491-1499</pages><issn>1756-1841</issn><eissn>1756-185X</eissn><abstract>Primary Sjögren's syndrome (pSS) is a complex autoimmune disease characterized by aberrant immune cell action against secretory glands throughout the body. A number of studies have previously identified unique characteristics in the circulating expression profile of white blood cells of pSS patients. However, the molecular progression pattern of pSS is unclear. Through a systematic analysis of pSS transcriptome information, we found that pSS transcriptomes display broad heterogeneity, but cannot be distinguished from the broad range of possible profiles of healthy controls. Instead, only sample learning using a subset of pre‐identified signature genes could achieve partial separation through a trajectory governed by interferon activity. Interestingly, this trajectory is correlated with a decrease in dendritic cell counts. 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subjects | Autoimmune diseases Databases, Factual Dendritic cells Gene Expression Profiling - methods Humans Interferon Leukocytes Peripheral blood Signal Transduction Sjogren's syndrome Sjogren's Syndrome - blood Sjogren's Syndrome - physiopathology Sjögren's syndrome trajectory mapping Transcriptomes |
title | Trajectory mapping of primary Sjögren's syndrome via transcriptome learning demonstrates limitations of peripheral blood sequencing |
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