Evidence map›Paper›PMID 41741170›Full record

ArticleRMD open2026

Development of a novel meta-polygenic risk score for risk assessment and clinical manifestation prediction in systemic lupus erythematosus.

Yingrui Qiao, Mengzhuo Cao, Mucong Li, Yixuan Gai, Yufang Ding, Yutong Li, Junyan Qian, Jiuliang Zhao, Caifeng Li, Xinzhuang Yang and 1 more

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Yingrui Qiao *Department of Rheumatology and Clinical Immunology, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China.ORCID http://orcid.org/0009-0006-9935-8943
Mengzhuo Cao *Department of Rheumatology and Clinical Immunology, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China.
Mucong LiDepartment of Rheumatology and Clinical Immunology, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China.ORCID http://orcid.org/0000-0003-0540-9078
Yixuan GaiDepartment of Rheumatology and Clinical Immunology, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China.
Yufang DingDepartment of Rheumatology and Clinical Immunology, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China.
Yutong LiDepartment of Rheumatology and Clinical Immunology, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China.ORCID http://orcid.org/0000-0003-1141-2214
Junyan QianDepartment of Rheumatology and Clinical Immunology, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China.ORCID http://orcid.org/0000-0002-6909-539X
Jiuliang ZhaoDepartment of Rheumatology and Clinical Immunology, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China.
Caifeng LiDepartment of Rheumatology, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China xinzhuang_yang@163.com caifeng_li@yeah.net mengtao.li@cstar.org.cn.ORCID http://orcid.org/0009-0002-8217-6765
Xinzhuang YangDepartment of Rheumatology and Clinical Immunology, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China xinzhuang_yang@163.com caifeng_li@yeah.net mengtao.li@cstar.org.cn.ORCID http://orcid.org/0000-0001-8345-9519
Mengtao LiDepartment of Rheumatology and Clinical Immunology, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China xinzhuang_yang@163.com caifeng_li@yeah.net mengtao.li@cstar.org.cn.ORCID http://orcid.org/0000-0003-4252-2889

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundSystemic lupus erythematosus (SLE) is a clinically heterogeneous autoimmune disease with multifactorial pathogenesis. Although polygenic risk scores (PRSs) have been developed to enable early prediction, their accuracy remains limited. To address this limitation, we constructed a meta-polygenic risk score (metaPRS) integrating genetic markers associated with multiple SLE-associated traits.

methods14 SLE-associated traits were identified through literature review, and trait-level PRSs were constructed based on the largest available East Asian genome-wide association studies datasets using SNP genotyping data of 2388 patients and 1132 controls from our own cohort. Significant trait-PRSs were integrated into a metaPRS using elastic net regression, which was further evaluated for disease prediction, risk stratification and clinical manifestation correlation, with internal validation via bootstrapping.

resultsFive trait-level PRSs were significantly associated with SLE in East Asian population: SLE development, smoking initiation, serum selenium levels, endometriosis and Graves' disease. The metaPRS merged from these five traits exhibited robust predictive performance (OR=2.12, area under the receiver operating characteristic curve (AUC)=0.69) and risk stratification (high risk vs low risk: OR=4.93, p<2e-16). Compared with the conventional PRS based solely on SLE risk genetic variants, the metaPRS achieved a 4.43% increase in OR and exhibited a statistically significant improvement in diagnostic discrimination, as measured by the AUC (p=0.046). Furthermore, metaPRS was associated with positivity for multiple autoantibodies and demonstrated better performance in childhood-onset SLE compared with adult-onset cases. Decomposition of the metaPRS revealed that both PRS

conclusionsWe developed the first metaPRS of SLE by integrating genetic characteristics from multiple SLE-related risk factors, offering a new perspective for risk stratification and early diagnosis.

Indexed as

Autoimmune DiseasesLupus Erythematosus, SystemicPolymorphism, GeneticRisk Factors

Identifiers

PMID41741170
PMCPMC12958986

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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.