Evidence map›Paper›PMID 41952027›Full record

ArticleClinical rheumatology2026

Unraveling the inflammatory bridge: genomic evidence identifies TNFRSF9 as a potential biomarker linking Sjögren's syndrome to total risk non-Hodgkin lymphoma.

Hongye Wang, Helin Yan, Mifeng Yang, Yingyi Zhang, Jia Zhang, Mengqian Zhouyang, Bo Zhao

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Article in Clinical rheumatology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Hongye WangNephrology, Rheumatology and Immunology Department, Kunming Children's Hospital, The Affiliated Children's Hospital of Kunming Medical University, Kunming, 650228, Yunnan, China.
Helin YanNephrology, Rheumatology and Immunology Department, Kunming Children's Hospital, The Affiliated Children's Hospital of Kunming Medical University, Kunming, 650228, Yunnan, China.
Mifeng YangNephrology, Rheumatology and Immunology Department, Kunming Children's Hospital, The Affiliated Children's Hospital of Kunming Medical University, Kunming, 650228, Yunnan, China.
Yingyi ZhangNephrology, Rheumatology and Immunology Department, Kunming Children's Hospital, The Affiliated Children's Hospital of Kunming Medical University, Kunming, 650228, Yunnan, China.
Jia ZhangNephrology, Rheumatology and Immunology Department, Kunming Children's Hospital, The Affiliated Children's Hospital of Kunming Medical University, Kunming, 650228, Yunnan, China.
Mengqian ZhouyangNephrology, Rheumatology and Immunology Department, Kunming Children's Hospital, The Affiliated Children's Hospital of Kunming Medical University, Kunming, 650228, Yunnan, China.
Bo ZhaoNephrology, Rheumatology and Immunology Department, Kunming Children's Hospital, The Affiliated Children's Hospital of Kunming Medical University, Kunming, 650228, Yunnan, China. zbkmetyy@163.com.ORCID http://orcid.org/0000-0003-2493-4732

Funding

Spring City Famous Medical Special Project N08901329the Kunming Health Science and Technology Talent Project - 10 Projects of China 2023-SW (GUIDE)-07
6 · The paper itself

Abstract

backgroundPatients with Sjögren's syndrome (SS) are at significantly increased risk of developing non-Hodgkin lymphoma (NHL). However, effective biomarkers to identify the subgroup of SS patients who will progress to lymphoma are currently lacking. This study aims to elucidate the causal mechanisms linking SS to NHL and to identify circulating inflammatory protein biomarkers for risk stratification.

methodsEmploying a Mendelian randomization framework and leveraging summary data from large-scale genome-wide association studies, we systematically evaluated the causal effect of SS on NHL (total effect) and the potential mediating roles of 91 circulating inflammatory proteins. The analysis comprised three core steps: total effect assessment, mediator screening, and validation.

resultsGenetic evidence confirms that SS is a causal risk factor for NHL (OR = 1.400, 95% CI 1.012-1.938). Among the 91 candidate proteins, 14 showed a causal association with SS. Further validation, however, identified tumor necrosis factor receptor superfamily member 9 (TNFRSF9) as the sole protein that was both significantly upregulated by SS and independently capable of increasing NHL risk (OR = 1.797, 95% CI 1.087-2.970). Mediation analysis quantified its clinical relevance: TNFRSF9 mediates approximately 18% of the SS-associated lymphoma risk.

conclusionThis study not only establishes a causal relationship between SS and NHL but, more importantly, identifies circulating TNFRSF9 as a key functional biomarker linking autoimmunity to lymphomagenesis. This finding suggests that circulating TNFRSF9 levels emerge as a candidate biomarker worthy of further investigation. Future prospective clinical studies are needed to correlate serum TNFRSF9 levels with lymphoma development. Key Points • First genetic evidence establishing a causal link between Sjögren's syndrome and increased risk of non-Hodgkin lymphoma using Mendelian randomization. • TNFRSF9 is identified as a key inflammatory mediator, upregulated by Sjögren's syndrome and independently driving lymphoma risk. • Mediation analysis quantifies that TNFRSF9 accounts for approximately 18% of the total causal effect of Sjögren's syndrome on lymphoma. • A novel biomarker and potential therapeutic target, circulating TNFRSF9 may enable risk stratification in Sjögren's syndrome patients.

Indexed as

Lymphoma, Non-HodgkinReceptors, Tumor Necrosis FactorSjogren's SyndromeBiomarkersGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansMendelian Randomization AnalysisPolymorphism, Single NucleotideRisk FactorsTumor Necrosis Factor Receptor Superfamily, Member 9BiomarkersReceptors, Tumor Necrosis FactorTNFRSF9 protein, humanTumor Necrosis Factor Receptor Superfamily, Member 9BiomarkersMendelian randomizationRisk non-Hodgkin lymphomaSjögren’s syndromeTNFRSF9

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.