Urine Proteomics and Renal Single‐Cell Transcriptomics Implicate Interleukin‐16 in Lupus Nephritis
Objective Current lupus nephritis (LN) treatments are effective in only 30% of patients, emphasizing the need for novel therapeutic strategies. We undertook this study to develop mechanistic hypotheses and explore novel biomarkers by analyzing the longitudinal urinary proteomic profiles in LN patien...
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creator | Fava, Andrea Rao, Deepak A. Mohan, Chandra Zhang, Ting Rosenberg, Avi Fenaroli, Paride Belmont, H. Michael Izmirly, Peter Clancy, Robert Trujillo, Jose Monroy Fine, Derek Arazi, Arnon Berthier, Celine C. Davidson, Anne James, Judith A. Diamond, Betty Hacohen, Nir Wofsy, David Raychaudhuri, Soumya Apruzzese, William Buyon, Jill Petri, Michelle |
description | Objective
Current lupus nephritis (LN) treatments are effective in only 30% of patients, emphasizing the need for novel therapeutic strategies. We undertook this study to develop mechanistic hypotheses and explore novel biomarkers by analyzing the longitudinal urinary proteomic profiles in LN patients undergoing treatment.
Methods
We quantified 1,000 urinary proteins in 30 patients with LN at the time of the diagnostic renal biopsy and after 3, 6, and 12 months. The proteins and molecular pathways detected in the urine proteome were then analyzed with respect to baseline clinical features and longitudinal trajectories. The intrarenal expression of candidate biomarkers was evaluated using single‐cell transcriptomics of renal biopsy sections from LN patients.
Results
Our analysis revealed multiple biologic pathways, including chemotaxis, neutrophil activation, platelet degranulation, and extracellular matrix organization, which could be noninvasively quantified and monitored in the urine. We identified 237 urinary biomarkers associated with LN, as compared to controls without systemic lupus erythematosus. Interleukin‐16 (IL‐16), CD163, and transforming growth factor β mirrored intrarenal nephritis activity. Response to treatment was paralleled by a reduction in urinary IL‐16, a CD4 ligand with proinflammatory and chemotactic properties. Single‐cell RNA sequencing independently demonstrated that IL16 is the second most expressed cytokine by most infiltrating immune cells in LN kidneys. IL‐16–producing cells were found at key sites of kidney injury.
Conclusion
Urine proteomics may profoundly change the diagnosis and management of LN by noninvasively monitoring active intrarenal biologic pathways. These findings implicate IL‐16 in LN pathogenesis, designating it as a potentially treatable target and biomarker. |
doi_str_mv | 10.1002/art.42023 |
format | Article |
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Current lupus nephritis (LN) treatments are effective in only 30% of patients, emphasizing the need for novel therapeutic strategies. We undertook this study to develop mechanistic hypotheses and explore novel biomarkers by analyzing the longitudinal urinary proteomic profiles in LN patients undergoing treatment.
Methods
We quantified 1,000 urinary proteins in 30 patients with LN at the time of the diagnostic renal biopsy and after 3, 6, and 12 months. The proteins and molecular pathways detected in the urine proteome were then analyzed with respect to baseline clinical features and longitudinal trajectories. The intrarenal expression of candidate biomarkers was evaluated using single‐cell transcriptomics of renal biopsy sections from LN patients.
Results
Our analysis revealed multiple biologic pathways, including chemotaxis, neutrophil activation, platelet degranulation, and extracellular matrix organization, which could be noninvasively quantified and monitored in the urine. We identified 237 urinary biomarkers associated with LN, as compared to controls without systemic lupus erythematosus. Interleukin‐16 (IL‐16), CD163, and transforming growth factor β mirrored intrarenal nephritis activity. Response to treatment was paralleled by a reduction in urinary IL‐16, a CD4 ligand with proinflammatory and chemotactic properties. Single‐cell RNA sequencing independently demonstrated that IL16 is the second most expressed cytokine by most infiltrating immune cells in LN kidneys. IL‐16–producing cells were found at key sites of kidney injury.
Conclusion
Urine proteomics may profoundly change the diagnosis and management of LN by noninvasively monitoring active intrarenal biologic pathways. These findings implicate IL‐16 in LN pathogenesis, designating it as a potentially treatable target and biomarker.</description><identifier>ISSN: 2326-5191</identifier><identifier>EISSN: 2326-5205</identifier><identifier>DOI: 10.1002/art.42023</identifier><identifier>PMID: 34783463</identifier><language>eng</language><publisher>Boston, USA: Wiley Periodicals, Inc</publisher><subject>Biological Products ; Biomarkers ; Biomarkers - metabolism ; Biomonitoring ; Biopsy ; CD163 antigen ; CD4 antigen ; Cell activation ; Chemotaxis ; Chronic conditions ; Cytokines ; Degranulation ; Extracellular matrix ; Female ; Gene sequencing ; Growth factors ; Humans ; Immune system ; Inflammation ; Interleukin 1 ; Interleukin 16 ; Interleukin-16 - genetics ; Interleukin-16 - metabolism ; Interleukins ; Kidney - pathology ; Kidneys ; Leukocytes (neutrophilic) ; Lupus ; Lupus nephritis ; Lupus Nephritis - pathology ; Male ; Nephritis ; Pathogenesis ; Patients ; Proteins ; Proteomes ; Proteomics ; Proteomics - methods ; Single-Cell Analysis ; Systemic lupus erythematosus ; Transcriptome ; Transcriptomics ; Transforming growth factor-b ; Urine</subject><ispartof>Arthritis & rheumatology (Hoboken, N.J.), 2022-05, Vol.74 (5), p.829-839</ispartof><rights>2021 American College of Rheumatology</rights><rights>2021 American College of Rheumatology.</rights><rights>2022 American College of Rheumatology</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3883-a50d2eef437267bcb0e14fdabd8c4f3dbdecc30efd161b71f6194bbe8efa36a63</citedby><cites>FETCH-LOGICAL-c3883-a50d2eef437267bcb0e14fdabd8c4f3dbdecc30efd161b71f6194bbe8efa36a63</cites><orcidid>0000-0002-9574-7355 ; 0000-0001-6738-4836 ; 0000-0002-8616-9733 ; 0000-0001-9672-7746 ; 0000-0003-1441-5373 ; 0000-0001-5445-2182</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fart.42023$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fart.42023$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>314,780,784,1417,27924,27925,45574,45575</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34783463$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Fava, Andrea</creatorcontrib><creatorcontrib>Rao, Deepak A.</creatorcontrib><creatorcontrib>Mohan, Chandra</creatorcontrib><creatorcontrib>Zhang, Ting</creatorcontrib><creatorcontrib>Rosenberg, Avi</creatorcontrib><creatorcontrib>Fenaroli, Paride</creatorcontrib><creatorcontrib>Belmont, H. Michael</creatorcontrib><creatorcontrib>Izmirly, Peter</creatorcontrib><creatorcontrib>Clancy, Robert</creatorcontrib><creatorcontrib>Trujillo, Jose Monroy</creatorcontrib><creatorcontrib>Fine, Derek</creatorcontrib><creatorcontrib>Arazi, Arnon</creatorcontrib><creatorcontrib>Berthier, Celine C.</creatorcontrib><creatorcontrib>Davidson, Anne</creatorcontrib><creatorcontrib>James, Judith A.</creatorcontrib><creatorcontrib>Diamond, Betty</creatorcontrib><creatorcontrib>Hacohen, Nir</creatorcontrib><creatorcontrib>Wofsy, David</creatorcontrib><creatorcontrib>Raychaudhuri, Soumya</creatorcontrib><creatorcontrib>Apruzzese, William</creatorcontrib><creatorcontrib>Buyon, Jill</creatorcontrib><creatorcontrib>Petri, Michelle</creatorcontrib><creatorcontrib>Accelerating Medicines Partnership in Rheumatoid Arthritis and Systemic Lupus Erythematosus Network</creatorcontrib><creatorcontrib>the Accelerating Medicines Partnership in Rheumatoid Arthritis and Systemic Lupus Erythematosus Network</creatorcontrib><title>Urine Proteomics and Renal Single‐Cell Transcriptomics Implicate Interleukin‐16 in Lupus Nephritis</title><title>Arthritis & rheumatology (Hoboken, N.J.)</title><addtitle>Arthritis Rheumatol</addtitle><description>Objective
Current lupus nephritis (LN) treatments are effective in only 30% of patients, emphasizing the need for novel therapeutic strategies. We undertook this study to develop mechanistic hypotheses and explore novel biomarkers by analyzing the longitudinal urinary proteomic profiles in LN patients undergoing treatment.
Methods
We quantified 1,000 urinary proteins in 30 patients with LN at the time of the diagnostic renal biopsy and after 3, 6, and 12 months. The proteins and molecular pathways detected in the urine proteome were then analyzed with respect to baseline clinical features and longitudinal trajectories. The intrarenal expression of candidate biomarkers was evaluated using single‐cell transcriptomics of renal biopsy sections from LN patients.
Results
Our analysis revealed multiple biologic pathways, including chemotaxis, neutrophil activation, platelet degranulation, and extracellular matrix organization, which could be noninvasively quantified and monitored in the urine. We identified 237 urinary biomarkers associated with LN, as compared to controls without systemic lupus erythematosus. Interleukin‐16 (IL‐16), CD163, and transforming growth factor β mirrored intrarenal nephritis activity. Response to treatment was paralleled by a reduction in urinary IL‐16, a CD4 ligand with proinflammatory and chemotactic properties. Single‐cell RNA sequencing independently demonstrated that IL16 is the second most expressed cytokine by most infiltrating immune cells in LN kidneys. IL‐16–producing cells were found at key sites of kidney injury.
Conclusion
Urine proteomics may profoundly change the diagnosis and management of LN by noninvasively monitoring active intrarenal biologic pathways. These findings implicate IL‐16 in LN pathogenesis, designating it as a potentially treatable target and biomarker.</description><subject>Biological Products</subject><subject>Biomarkers</subject><subject>Biomarkers - metabolism</subject><subject>Biomonitoring</subject><subject>Biopsy</subject><subject>CD163 antigen</subject><subject>CD4 antigen</subject><subject>Cell activation</subject><subject>Chemotaxis</subject><subject>Chronic conditions</subject><subject>Cytokines</subject><subject>Degranulation</subject><subject>Extracellular matrix</subject><subject>Female</subject><subject>Gene sequencing</subject><subject>Growth factors</subject><subject>Humans</subject><subject>Immune system</subject><subject>Inflammation</subject><subject>Interleukin 1</subject><subject>Interleukin 16</subject><subject>Interleukin-16 - genetics</subject><subject>Interleukin-16 - metabolism</subject><subject>Interleukins</subject><subject>Kidney - pathology</subject><subject>Kidneys</subject><subject>Leukocytes (neutrophilic)</subject><subject>Lupus</subject><subject>Lupus nephritis</subject><subject>Lupus Nephritis - pathology</subject><subject>Male</subject><subject>Nephritis</subject><subject>Pathogenesis</subject><subject>Patients</subject><subject>Proteins</subject><subject>Proteomes</subject><subject>Proteomics</subject><subject>Proteomics - methods</subject><subject>Single-Cell Analysis</subject><subject>Systemic lupus erythematosus</subject><subject>Transcriptome</subject><subject>Transcriptomics</subject><subject>Transforming growth factor-b</subject><subject>Urine</subject><issn>2326-5191</issn><issn>2326-5205</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp10MtKxDAUBuAgiiOjC19AAm50MWMubdouZfAyMKjouC5peqLRNq1Ji8zOR_AZfRKjHV0IZnOy-Pg550don5IpJYSdSNdNI0YY30A7jDMxiRmJN3_-NKMjtOf9EwkvS4gg8TYa8ShJeST4DtL3zljAN67poKmN8ljaEt-ClRW-M_ahgo-39xlUFV46ab1ypu0GN6_byijZAZ7bDlwF_bOxAVOBjcWLvu09voL20ZnO-F20pWXlYW89x-j-_Gw5u5wsri_ms9PFRPE05RMZk5IB6IgnTCSFKgjQSJeyKFMVaV4WJSjFCeiSClokVAuaRUUBKWjJhRR8jI6G3NY1Lz34Lq-NV2F9aaHpfc7iLCVJFlMe6OEf-tT0LtwdlIhjHhFCvwKPB6Vc470DnbfO1NKtckryr_7z0H_-3X-wB-vEvqih_JU_bQdwMoBXU8Hq_6T89HY5RH4CsB6R2g</recordid><startdate>202205</startdate><enddate>202205</enddate><creator>Fava, Andrea</creator><creator>Rao, Deepak A.</creator><creator>Mohan, Chandra</creator><creator>Zhang, Ting</creator><creator>Rosenberg, Avi</creator><creator>Fenaroli, Paride</creator><creator>Belmont, H. Michael</creator><creator>Izmirly, Peter</creator><creator>Clancy, Robert</creator><creator>Trujillo, Jose Monroy</creator><creator>Fine, Derek</creator><creator>Arazi, Arnon</creator><creator>Berthier, Celine C.</creator><creator>Davidson, Anne</creator><creator>James, Judith A.</creator><creator>Diamond, Betty</creator><creator>Hacohen, Nir</creator><creator>Wofsy, David</creator><creator>Raychaudhuri, Soumya</creator><creator>Apruzzese, William</creator><creator>Buyon, Jill</creator><creator>Petri, Michelle</creator><general>Wiley Periodicals, Inc</general><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>7QL</scope><scope>7QP</scope><scope>7T5</scope><scope>7TM</scope><scope>7U7</scope><scope>C1K</scope><scope>H94</scope><scope>K9.</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-9574-7355</orcidid><orcidid>https://orcid.org/0000-0001-6738-4836</orcidid><orcidid>https://orcid.org/0000-0002-8616-9733</orcidid><orcidid>https://orcid.org/0000-0001-9672-7746</orcidid><orcidid>https://orcid.org/0000-0003-1441-5373</orcidid><orcidid>https://orcid.org/0000-0001-5445-2182</orcidid></search><sort><creationdate>202205</creationdate><title>Urine Proteomics and Renal Single‐Cell Transcriptomics Implicate Interleukin‐16 in Lupus Nephritis</title><author>Fava, Andrea ; Rao, Deepak A. ; Mohan, Chandra ; Zhang, Ting ; Rosenberg, Avi ; Fenaroli, Paride ; Belmont, H. Michael ; Izmirly, Peter ; Clancy, Robert ; Trujillo, Jose Monroy ; Fine, Derek ; Arazi, Arnon ; Berthier, Celine C. ; Davidson, Anne ; James, Judith A. ; Diamond, Betty ; Hacohen, Nir ; Wofsy, David ; Raychaudhuri, Soumya ; Apruzzese, William ; Buyon, Jill ; Petri, Michelle</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3883-a50d2eef437267bcb0e14fdabd8c4f3dbdecc30efd161b71f6194bbe8efa36a63</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Biological Products</topic><topic>Biomarkers</topic><topic>Biomarkers - metabolism</topic><topic>Biomonitoring</topic><topic>Biopsy</topic><topic>CD163 antigen</topic><topic>CD4 antigen</topic><topic>Cell activation</topic><topic>Chemotaxis</topic><topic>Chronic conditions</topic><topic>Cytokines</topic><topic>Degranulation</topic><topic>Extracellular matrix</topic><topic>Female</topic><topic>Gene sequencing</topic><topic>Growth factors</topic><topic>Humans</topic><topic>Immune system</topic><topic>Inflammation</topic><topic>Interleukin 1</topic><topic>Interleukin 16</topic><topic>Interleukin-16 - genetics</topic><topic>Interleukin-16 - metabolism</topic><topic>Interleukins</topic><topic>Kidney - pathology</topic><topic>Kidneys</topic><topic>Leukocytes (neutrophilic)</topic><topic>Lupus</topic><topic>Lupus nephritis</topic><topic>Lupus Nephritis - pathology</topic><topic>Male</topic><topic>Nephritis</topic><topic>Pathogenesis</topic><topic>Patients</topic><topic>Proteins</topic><topic>Proteomes</topic><topic>Proteomics</topic><topic>Proteomics - methods</topic><topic>Single-Cell Analysis</topic><topic>Systemic lupus erythematosus</topic><topic>Transcriptome</topic><topic>Transcriptomics</topic><topic>Transforming growth factor-b</topic><topic>Urine</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Fava, Andrea</creatorcontrib><creatorcontrib>Rao, Deepak A.</creatorcontrib><creatorcontrib>Mohan, Chandra</creatorcontrib><creatorcontrib>Zhang, Ting</creatorcontrib><creatorcontrib>Rosenberg, Avi</creatorcontrib><creatorcontrib>Fenaroli, Paride</creatorcontrib><creatorcontrib>Belmont, H. Michael</creatorcontrib><creatorcontrib>Izmirly, Peter</creatorcontrib><creatorcontrib>Clancy, Robert</creatorcontrib><creatorcontrib>Trujillo, Jose Monroy</creatorcontrib><creatorcontrib>Fine, Derek</creatorcontrib><creatorcontrib>Arazi, Arnon</creatorcontrib><creatorcontrib>Berthier, Celine C.</creatorcontrib><creatorcontrib>Davidson, Anne</creatorcontrib><creatorcontrib>James, Judith A.</creatorcontrib><creatorcontrib>Diamond, Betty</creatorcontrib><creatorcontrib>Hacohen, Nir</creatorcontrib><creatorcontrib>Wofsy, David</creatorcontrib><creatorcontrib>Raychaudhuri, Soumya</creatorcontrib><creatorcontrib>Apruzzese, William</creatorcontrib><creatorcontrib>Buyon, Jill</creatorcontrib><creatorcontrib>Petri, Michelle</creatorcontrib><creatorcontrib>Accelerating Medicines Partnership in Rheumatoid Arthritis and Systemic Lupus Erythematosus Network</creatorcontrib><creatorcontrib>the Accelerating Medicines Partnership in Rheumatoid Arthritis and Systemic Lupus Erythematosus Network</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Immunology Abstracts</collection><collection>Nucleic Acids Abstracts</collection><collection>Toxicology Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><jtitle>Arthritis & rheumatology (Hoboken, N.J.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Fava, Andrea</au><au>Rao, Deepak A.</au><au>Mohan, Chandra</au><au>Zhang, Ting</au><au>Rosenberg, Avi</au><au>Fenaroli, Paride</au><au>Belmont, H. Michael</au><au>Izmirly, Peter</au><au>Clancy, Robert</au><au>Trujillo, Jose Monroy</au><au>Fine, Derek</au><au>Arazi, Arnon</au><au>Berthier, Celine C.</au><au>Davidson, Anne</au><au>James, Judith A.</au><au>Diamond, Betty</au><au>Hacohen, Nir</au><au>Wofsy, David</au><au>Raychaudhuri, Soumya</au><au>Apruzzese, William</au><au>Buyon, Jill</au><au>Petri, Michelle</au><aucorp>Accelerating Medicines Partnership in Rheumatoid Arthritis and Systemic Lupus Erythematosus Network</aucorp><aucorp>the Accelerating Medicines Partnership in Rheumatoid Arthritis and Systemic Lupus Erythematosus Network</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Urine Proteomics and Renal Single‐Cell Transcriptomics Implicate Interleukin‐16 in Lupus Nephritis</atitle><jtitle>Arthritis & rheumatology (Hoboken, N.J.)</jtitle><addtitle>Arthritis Rheumatol</addtitle><date>2022-05</date><risdate>2022</risdate><volume>74</volume><issue>5</issue><spage>829</spage><epage>839</epage><pages>829-839</pages><issn>2326-5191</issn><eissn>2326-5205</eissn><abstract>Objective
Current lupus nephritis (LN) treatments are effective in only 30% of patients, emphasizing the need for novel therapeutic strategies. We undertook this study to develop mechanistic hypotheses and explore novel biomarkers by analyzing the longitudinal urinary proteomic profiles in LN patients undergoing treatment.
Methods
We quantified 1,000 urinary proteins in 30 patients with LN at the time of the diagnostic renal biopsy and after 3, 6, and 12 months. The proteins and molecular pathways detected in the urine proteome were then analyzed with respect to baseline clinical features and longitudinal trajectories. The intrarenal expression of candidate biomarkers was evaluated using single‐cell transcriptomics of renal biopsy sections from LN patients.
Results
Our analysis revealed multiple biologic pathways, including chemotaxis, neutrophil activation, platelet degranulation, and extracellular matrix organization, which could be noninvasively quantified and monitored in the urine. We identified 237 urinary biomarkers associated with LN, as compared to controls without systemic lupus erythematosus. Interleukin‐16 (IL‐16), CD163, and transforming growth factor β mirrored intrarenal nephritis activity. Response to treatment was paralleled by a reduction in urinary IL‐16, a CD4 ligand with proinflammatory and chemotactic properties. Single‐cell RNA sequencing independently demonstrated that IL16 is the second most expressed cytokine by most infiltrating immune cells in LN kidneys. IL‐16–producing cells were found at key sites of kidney injury.
Conclusion
Urine proteomics may profoundly change the diagnosis and management of LN by noninvasively monitoring active intrarenal biologic pathways. These findings implicate IL‐16 in LN pathogenesis, designating it as a potentially treatable target and biomarker.</abstract><cop>Boston, USA</cop><pub>Wiley Periodicals, Inc</pub><pmid>34783463</pmid><doi>10.1002/art.42023</doi><tpages>11</tpages><orcidid>https://orcid.org/0000-0002-9574-7355</orcidid><orcidid>https://orcid.org/0000-0001-6738-4836</orcidid><orcidid>https://orcid.org/0000-0002-8616-9733</orcidid><orcidid>https://orcid.org/0000-0001-9672-7746</orcidid><orcidid>https://orcid.org/0000-0003-1441-5373</orcidid><orcidid>https://orcid.org/0000-0001-5445-2182</orcidid><oa>free_for_read</oa></addata></record> |
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ispartof | Arthritis & rheumatology (Hoboken, N.J.), 2022-05, Vol.74 (5), p.829-839 |
issn | 2326-5191 2326-5205 |
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source | MEDLINE; Access via Wiley Online Library; Alma/SFX Local Collection |
subjects | Biological Products Biomarkers Biomarkers - metabolism Biomonitoring Biopsy CD163 antigen CD4 antigen Cell activation Chemotaxis Chronic conditions Cytokines Degranulation Extracellular matrix Female Gene sequencing Growth factors Humans Immune system Inflammation Interleukin 1 Interleukin 16 Interleukin-16 - genetics Interleukin-16 - metabolism Interleukins Kidney - pathology Kidneys Leukocytes (neutrophilic) Lupus Lupus nephritis Lupus Nephritis - pathology Male Nephritis Pathogenesis Patients Proteins Proteomes Proteomics Proteomics - methods Single-Cell Analysis Systemic lupus erythematosus Transcriptome Transcriptomics Transforming growth factor-b Urine |
title | Urine Proteomics and Renal Single‐Cell Transcriptomics Implicate Interleukin‐16 in Lupus Nephritis |
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