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Landscape and dynamics of single tumor and immune cells in early and advanced‐stage lung adenocarcinoma
Background Lung adenocarcinoma (LUAD) patients with different American Joint Committee on Cancer stages have different overall 5‐year survival rates. The tumor microenvironment (TME) and intra‐tumor heterogeneity (ITH) have been shown to play a crucial role in the occurrence and development of tumor...
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Published in: | Clinical and translational medicine 2021-03, Vol.11 (3), p.e350-n/a |
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creator | Chen, Zhencong Huang, Yiwei Hu, Zhengyang Zhao, Mengnan Li, Ming Bi, Guoshu Zheng, Yuansheng Liang, Jiaqi Lu, Tao Jiang, Wei Xu, Songtao Zhan, Cheng Xi, Junjie Wang, Qun Tan, Lijie |
description | Background
Lung adenocarcinoma (LUAD) patients with different American Joint Committee on Cancer stages have different overall 5‐year survival rates. The tumor microenvironment (TME) and intra‐tumor heterogeneity (ITH) have been shown to play a crucial role in the occurrence and development of tumors. However, the TME and ITH in different lesions of LUAD have not been extensively explored.
Methods
We present a 204,157‐cell catalog of the TME transcriptome in 29 lung samples to systematically explore the TME and ITH in the different stages of LUAD. Traditional RNA sequencing data and complete clinical information were downloaded from publicly available databases.
Results
Based on these high‐quality cells, we constructed a single‐cell network underlying cellular and molecular features of normal lung, early LUAD, and advanced LUAD cells. In contrast with early malignant cells, we noticed that advanced malignant cells had a remarkably more complex TME and higher ITH level. We also found that compared with other immune cells, more differences in CD8+/CTL T cells, regulatory T cells, and follicular B cells were evident between early and advanced LUAD. Additionally, cell‐cell communication analyses, revealed great diversity between different lesions of LUAD at the single‐cell level. Flow cytometry and qRT‐PCR were used to validate our results.
Conclusion
Our results revealed the cellular diversity and molecular complexity of cell lineages in different stages of LUAD. We believe our research, which serves as a basic framework and valuable resource, can facilitate exploration of the pathogenesis of LUAD and identify novel therapeutic targets in the future.
Our study comprehensively studied the tumor microenvironment (TME)and intra‐tumor heterogeneity (ITH) in different stages of LUAD by both scRNA‐seq and bulk RNA‐seq analyses.
Based on these high‐quality cells derived from different tissues, our results revealed the cellular diversity and molecular complexity of cell lineages in different stages of LUAD.
This study, which serves as a basic framework and valuable resource, can facilitate exploration of the pathogenesis of LUAD and identify novel therapeutic targets in the future. |
doi_str_mv | 10.1002/ctm2.350 |
format | article |
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Lung adenocarcinoma (LUAD) patients with different American Joint Committee on Cancer stages have different overall 5‐year survival rates. The tumor microenvironment (TME) and intra‐tumor heterogeneity (ITH) have been shown to play a crucial role in the occurrence and development of tumors. However, the TME and ITH in different lesions of LUAD have not been extensively explored.
Methods
We present a 204,157‐cell catalog of the TME transcriptome in 29 lung samples to systematically explore the TME and ITH in the different stages of LUAD. Traditional RNA sequencing data and complete clinical information were downloaded from publicly available databases.
Results
Based on these high‐quality cells, we constructed a single‐cell network underlying cellular and molecular features of normal lung, early LUAD, and advanced LUAD cells. In contrast with early malignant cells, we noticed that advanced malignant cells had a remarkably more complex TME and higher ITH level. We also found that compared with other immune cells, more differences in CD8+/CTL T cells, regulatory T cells, and follicular B cells were evident between early and advanced LUAD. Additionally, cell‐cell communication analyses, revealed great diversity between different lesions of LUAD at the single‐cell level. Flow cytometry and qRT‐PCR were used to validate our results.
Conclusion
Our results revealed the cellular diversity and molecular complexity of cell lineages in different stages of LUAD. We believe our research, which serves as a basic framework and valuable resource, can facilitate exploration of the pathogenesis of LUAD and identify novel therapeutic targets in the future.
Our study comprehensively studied the tumor microenvironment (TME)and intra‐tumor heterogeneity (ITH) in different stages of LUAD by both scRNA‐seq and bulk RNA‐seq analyses.
Based on these high‐quality cells derived from different tissues, our results revealed the cellular diversity and molecular complexity of cell lineages in different stages of LUAD.
This study, which serves as a basic framework and valuable resource, can facilitate exploration of the pathogenesis of LUAD and identify novel therapeutic targets in the future.</description><identifier>ISSN: 2001-1326</identifier><identifier>EISSN: 2001-1326</identifier><identifier>DOI: 10.1002/ctm2.350</identifier><identifier>PMID: 33783985</identifier><language>eng</language><publisher>United States: John Wiley & Sons, Inc</publisher><subject>Adenocarcinoma of Lung - genetics ; Adenocarcinoma of Lung - immunology ; Adenocarcinoma of Lung - pathology ; advanced/early lung adenocarcinoma ; Aged ; Biomarkers, Tumor - genetics ; Biomarkers, Tumor - immunology ; Cancer ; Clinical medicine ; Datasets ; Female ; Fibroblasts ; Gene expression ; Genomics ; heterogeneity ; Humans ; Lung cancer ; Lung Neoplasms - genetics ; Lung Neoplasms - immunology ; Lung Neoplasms - pathology ; Male ; Middle Aged ; Patients ; Prognosis ; single‐cell RNA‐seq ; Survival Rate ; the tumor microenvironment ; Thoracic surgery ; Transcriptome - genetics ; Transcriptome - immunology ; Tumor Microenvironment - genetics ; Tumor Microenvironment - immunology ; Tumors</subject><ispartof>Clinical and translational medicine, 2021-03, Vol.11 (3), p.e350-n/a</ispartof><rights>2021 The Authors. published by John Wiley & Sons Australia, Ltd on behalf of Shanghai Institute of Clinical Bioinformatics</rights><rights>2021 The Authors. Clinical and Translational Medicine published by John Wiley & Sons Australia, Ltd on behalf of Shanghai Institute of Clinical Bioinformatics.</rights><rights>2021. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c4340-9e155868f21ee4101f993e3940e9bbfa7a73aa379dbdeac450e7881ecb0553613</citedby><cites>FETCH-LOGICAL-c4340-9e155868f21ee4101f993e3940e9bbfa7a73aa379dbdeac450e7881ecb0553613</cites><orcidid>0000-0001-8745-9276</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2760814428/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2760814428?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,881,11538,25728,27898,27899,36986,36987,44563,46024,46448,53763,53765,75093</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33783985$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Chen, Zhencong</creatorcontrib><creatorcontrib>Huang, Yiwei</creatorcontrib><creatorcontrib>Hu, Zhengyang</creatorcontrib><creatorcontrib>Zhao, Mengnan</creatorcontrib><creatorcontrib>Li, Ming</creatorcontrib><creatorcontrib>Bi, Guoshu</creatorcontrib><creatorcontrib>Zheng, Yuansheng</creatorcontrib><creatorcontrib>Liang, Jiaqi</creatorcontrib><creatorcontrib>Lu, Tao</creatorcontrib><creatorcontrib>Jiang, Wei</creatorcontrib><creatorcontrib>Xu, Songtao</creatorcontrib><creatorcontrib>Zhan, Cheng</creatorcontrib><creatorcontrib>Xi, Junjie</creatorcontrib><creatorcontrib>Wang, Qun</creatorcontrib><creatorcontrib>Tan, Lijie</creatorcontrib><title>Landscape and dynamics of single tumor and immune cells in early and advanced‐stage lung adenocarcinoma</title><title>Clinical and translational medicine</title><addtitle>Clin Transl Med</addtitle><description>Background
Lung adenocarcinoma (LUAD) patients with different American Joint Committee on Cancer stages have different overall 5‐year survival rates. The tumor microenvironment (TME) and intra‐tumor heterogeneity (ITH) have been shown to play a crucial role in the occurrence and development of tumors. However, the TME and ITH in different lesions of LUAD have not been extensively explored.
Methods
We present a 204,157‐cell catalog of the TME transcriptome in 29 lung samples to systematically explore the TME and ITH in the different stages of LUAD. Traditional RNA sequencing data and complete clinical information were downloaded from publicly available databases.
Results
Based on these high‐quality cells, we constructed a single‐cell network underlying cellular and molecular features of normal lung, early LUAD, and advanced LUAD cells. In contrast with early malignant cells, we noticed that advanced malignant cells had a remarkably more complex TME and higher ITH level. We also found that compared with other immune cells, more differences in CD8+/CTL T cells, regulatory T cells, and follicular B cells were evident between early and advanced LUAD. Additionally, cell‐cell communication analyses, revealed great diversity between different lesions of LUAD at the single‐cell level. Flow cytometry and qRT‐PCR were used to validate our results.
Conclusion
Our results revealed the cellular diversity and molecular complexity of cell lineages in different stages of LUAD. We believe our research, which serves as a basic framework and valuable resource, can facilitate exploration of the pathogenesis of LUAD and identify novel therapeutic targets in the future.
Our study comprehensively studied the tumor microenvironment (TME)and intra‐tumor heterogeneity (ITH) in different stages of LUAD by both scRNA‐seq and bulk RNA‐seq analyses.
Based on these high‐quality cells derived from different tissues, our results revealed the cellular diversity and molecular complexity of cell lineages in different stages of LUAD.
This study, which serves as a basic framework and valuable resource, can facilitate exploration of the pathogenesis of LUAD and identify novel therapeutic targets in the future.</description><subject>Adenocarcinoma of Lung - genetics</subject><subject>Adenocarcinoma of Lung - immunology</subject><subject>Adenocarcinoma of Lung - pathology</subject><subject>advanced/early lung adenocarcinoma</subject><subject>Aged</subject><subject>Biomarkers, Tumor - genetics</subject><subject>Biomarkers, Tumor - immunology</subject><subject>Cancer</subject><subject>Clinical medicine</subject><subject>Datasets</subject><subject>Female</subject><subject>Fibroblasts</subject><subject>Gene expression</subject><subject>Genomics</subject><subject>heterogeneity</subject><subject>Humans</subject><subject>Lung cancer</subject><subject>Lung Neoplasms - genetics</subject><subject>Lung Neoplasms - immunology</subject><subject>Lung Neoplasms - pathology</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Patients</subject><subject>Prognosis</subject><subject>single‐cell RNA‐seq</subject><subject>Survival Rate</subject><subject>the tumor microenvironment</subject><subject>Thoracic surgery</subject><subject>Transcriptome - genetics</subject><subject>Transcriptome - immunology</subject><subject>Tumor Microenvironment - genetics</subject><subject>Tumor Microenvironment - immunology</subject><subject>Tumors</subject><issn>2001-1326</issn><issn>2001-1326</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNp1ks9u1DAQxiMEolWpxBOgSFy4bDv-kzi-IKEVfyptxaWcrYkzWbxK7MVOivbGI_CMPAne3VJaJHzxaL5PP41mvqJ4yeCCAfBLO438QlTwpDjlAGzBBK-fPqhPivOUNpBfI7VW_HlxIoRqhG6q08Kt0HfJ4pbKXJTdzuPobCpDXybn1wOV0zyGeBDdOM6eSkvDkErnS8I47A4KdrfoLXW_fvxME66pHGa_zl3ywWK0zocRXxTPehwSnd_9Z8WXD-9vlp8Wq88fr5bvVgsrhYSFJlZVTd30nBFJBqzXWpDQEki3bY8KlUAUSndtR2hlBaSahpFtoapEzcRZcXXkdgE3ZhvdiHFnAjpzaIS4NhgnZwcyinEF1NaM20qCsg30gpADSZBCt5BZb4-s7dyO1FnyU8ThEfSx4t1Xsw63RukMYDID3twBYvg2U5rM6NJ-gegpzMnwChSTVc15tr7-x7oJc_R5VYarGhomJW_-Am0MKUXq74dhYPZxMPs4mByHbH31cPh745_jZ8PiaPjuBtr9F2SWN9d8D_wNs2G-4g</recordid><startdate>202103</startdate><enddate>202103</enddate><creator>Chen, Zhencong</creator><creator>Huang, Yiwei</creator><creator>Hu, Zhengyang</creator><creator>Zhao, Mengnan</creator><creator>Li, Ming</creator><creator>Bi, Guoshu</creator><creator>Zheng, Yuansheng</creator><creator>Liang, Jiaqi</creator><creator>Lu, Tao</creator><creator>Jiang, Wei</creator><creator>Xu, Songtao</creator><creator>Zhan, Cheng</creator><creator>Xi, Junjie</creator><creator>Wang, Qun</creator><creator>Tan, Lijie</creator><general>John Wiley & Sons, Inc</general><general>John Wiley and Sons Inc</general><general>Wiley</general><scope>24P</scope><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>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>8AO</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AN0</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>K9.</scope><scope>M0S</scope><scope>PHGZM</scope><scope>PHGZT</scope><scope>PIMPY</scope><scope>PKEHL</scope><scope>PPXIY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0001-8745-9276</orcidid></search><sort><creationdate>202103</creationdate><title>Landscape and dynamics of single tumor and immune cells in early and advanced‐stage lung adenocarcinoma</title><author>Chen, Zhencong ; Huang, Yiwei ; Hu, Zhengyang ; Zhao, Mengnan ; Li, Ming ; Bi, Guoshu ; Zheng, Yuansheng ; Liang, Jiaqi ; Lu, Tao ; Jiang, Wei ; Xu, Songtao ; Zhan, Cheng ; Xi, Junjie ; Wang, Qun ; Tan, Lijie</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4340-9e155868f21ee4101f993e3940e9bbfa7a73aa379dbdeac450e7881ecb0553613</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Adenocarcinoma of Lung - genetics</topic><topic>Adenocarcinoma of Lung - immunology</topic><topic>Adenocarcinoma of Lung - pathology</topic><topic>advanced/early lung adenocarcinoma</topic><topic>Aged</topic><topic>Biomarkers, Tumor - genetics</topic><topic>Biomarkers, Tumor - immunology</topic><topic>Cancer</topic><topic>Clinical medicine</topic><topic>Datasets</topic><topic>Female</topic><topic>Fibroblasts</topic><topic>Gene expression</topic><topic>Genomics</topic><topic>heterogeneity</topic><topic>Humans</topic><topic>Lung cancer</topic><topic>Lung Neoplasms - genetics</topic><topic>Lung Neoplasms - immunology</topic><topic>Lung Neoplasms - pathology</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Patients</topic><topic>Prognosis</topic><topic>single‐cell RNA‐seq</topic><topic>Survival Rate</topic><topic>the tumor microenvironment</topic><topic>Thoracic surgery</topic><topic>Transcriptome - genetics</topic><topic>Transcriptome - immunology</topic><topic>Tumor Microenvironment - genetics</topic><topic>Tumor Microenvironment - immunology</topic><topic>Tumors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chen, Zhencong</creatorcontrib><creatorcontrib>Huang, Yiwei</creatorcontrib><creatorcontrib>Hu, Zhengyang</creatorcontrib><creatorcontrib>Zhao, Mengnan</creatorcontrib><creatorcontrib>Li, Ming</creatorcontrib><creatorcontrib>Bi, Guoshu</creatorcontrib><creatorcontrib>Zheng, Yuansheng</creatorcontrib><creatorcontrib>Liang, Jiaqi</creatorcontrib><creatorcontrib>Lu, Tao</creatorcontrib><creatorcontrib>Jiang, Wei</creatorcontrib><creatorcontrib>Xu, Songtao</creatorcontrib><creatorcontrib>Zhan, Cheng</creatorcontrib><creatorcontrib>Xi, Junjie</creatorcontrib><creatorcontrib>Wang, Qun</creatorcontrib><creatorcontrib>Tan, Lijie</creatorcontrib><collection>Wiley Online Library Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>ProQuest_Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>ProQuest Pharma Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central UK/Ireland</collection><collection>British Nursing Database</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>ProQuest Central (New)</collection><collection>ProQuest One Academic (New)</collection><collection>Publicly Available Content (ProQuest)</collection><collection>ProQuest One Academic Middle East (New)</collection><collection>ProQuest One Health & Nursing</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Clinical and translational medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Chen, Zhencong</au><au>Huang, Yiwei</au><au>Hu, Zhengyang</au><au>Zhao, Mengnan</au><au>Li, Ming</au><au>Bi, Guoshu</au><au>Zheng, Yuansheng</au><au>Liang, Jiaqi</au><au>Lu, Tao</au><au>Jiang, Wei</au><au>Xu, Songtao</au><au>Zhan, Cheng</au><au>Xi, Junjie</au><au>Wang, Qun</au><au>Tan, Lijie</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Landscape and dynamics of single tumor and immune cells in early and advanced‐stage lung adenocarcinoma</atitle><jtitle>Clinical and translational medicine</jtitle><addtitle>Clin Transl Med</addtitle><date>2021-03</date><risdate>2021</risdate><volume>11</volume><issue>3</issue><spage>e350</spage><epage>n/a</epage><pages>e350-n/a</pages><issn>2001-1326</issn><eissn>2001-1326</eissn><abstract>Background
Lung adenocarcinoma (LUAD) patients with different American Joint Committee on Cancer stages have different overall 5‐year survival rates. The tumor microenvironment (TME) and intra‐tumor heterogeneity (ITH) have been shown to play a crucial role in the occurrence and development of tumors. However, the TME and ITH in different lesions of LUAD have not been extensively explored.
Methods
We present a 204,157‐cell catalog of the TME transcriptome in 29 lung samples to systematically explore the TME and ITH in the different stages of LUAD. Traditional RNA sequencing data and complete clinical information were downloaded from publicly available databases.
Results
Based on these high‐quality cells, we constructed a single‐cell network underlying cellular and molecular features of normal lung, early LUAD, and advanced LUAD cells. In contrast with early malignant cells, we noticed that advanced malignant cells had a remarkably more complex TME and higher ITH level. We also found that compared with other immune cells, more differences in CD8+/CTL T cells, regulatory T cells, and follicular B cells were evident between early and advanced LUAD. Additionally, cell‐cell communication analyses, revealed great diversity between different lesions of LUAD at the single‐cell level. Flow cytometry and qRT‐PCR were used to validate our results.
Conclusion
Our results revealed the cellular diversity and molecular complexity of cell lineages in different stages of LUAD. We believe our research, which serves as a basic framework and valuable resource, can facilitate exploration of the pathogenesis of LUAD and identify novel therapeutic targets in the future.
Our study comprehensively studied the tumor microenvironment (TME)and intra‐tumor heterogeneity (ITH) in different stages of LUAD by both scRNA‐seq and bulk RNA‐seq analyses.
Based on these high‐quality cells derived from different tissues, our results revealed the cellular diversity and molecular complexity of cell lineages in different stages of LUAD.
This study, which serves as a basic framework and valuable resource, can facilitate exploration of the pathogenesis of LUAD and identify novel therapeutic targets in the future.</abstract><cop>United States</cop><pub>John Wiley & Sons, Inc</pub><pmid>33783985</pmid><doi>10.1002/ctm2.350</doi><tpages>18</tpages><orcidid>https://orcid.org/0000-0001-8745-9276</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adenocarcinoma of Lung - genetics Adenocarcinoma of Lung - immunology Adenocarcinoma of Lung - pathology advanced/early lung adenocarcinoma Aged Biomarkers, Tumor - genetics Biomarkers, Tumor - immunology Cancer Clinical medicine Datasets Female Fibroblasts Gene expression Genomics heterogeneity Humans Lung cancer Lung Neoplasms - genetics Lung Neoplasms - immunology Lung Neoplasms - pathology Male Middle Aged Patients Prognosis single‐cell RNA‐seq Survival Rate the tumor microenvironment Thoracic surgery Transcriptome - genetics Transcriptome - immunology Tumor Microenvironment - genetics Tumor Microenvironment - immunology Tumors |
title | Landscape and dynamics of single tumor and immune cells in early and advanced‐stage lung adenocarcinoma |
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