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俄克拉荷马州美洲原住民风湿性疾病患者的独特血清免疫表型和分层。

Unique Serum Immune Phenotypes and Stratification of Oklahoma Native American Rheumatic Disease Patients.

机构信息

Oklahoma Medical Research Foundation, Oklahoma City.

Cherokee Nation, Tahlequah, Oklahoma.

出版信息

Arthritis Care Res (Hoboken). 2023 Apr;75(4):936-946. doi: 10.1002/acr.24795. Epub 2022 Nov 26.

Abstract

OBJECTIVE

Native American (NA) populations have higher rates of rheumatic disease and present with overlapping disease symptoms and nontraditional serologic features, thus presenting an urgent need for better biomarkers in NA diagnostics. This study used a machine learning approach to identify immune signatures that more effectively stratify NA patients with rheumatic disease.

METHODS

Adult NA patients with autoantibody-positive (AAB+) rheumatoid arthritis (RA; n = 28), autoantibody negative (AAB-) RA (n = 18), systemic autoimmune rheumatic disease (n = 28), arthralgia/osteoarthritis (n = 28), or polyarthritis/undifferentiated connective tissue disease (n = 28), and control patients (n = 28) provided serum samples for cytokine, chemokine, and AAB assessment. Random forest clustering and soluble mediator groups were used to identify patients and control patients with similar biologic signatures. The American College of Rheumatology criteria specific for systemic disease and RA identified differences in disease manifestations across clusters.

RESULTS

Serum soluble mediators were not homogenous between different NA rheumatic disease diagnostic groups, reflecting the heterogeneity of autoimmune diseases. Clustering by serum biomarkers created 5 analogous immune phenotypes. Soluble mediators and pathways associated with chronic inflammation and involvement of the innate, B cell, T follicular helper cell, and interferon-associated pathways, along with regulatory signatures, distinguished the 5 immune signatures among patients. Select clinical features were associated with individual immune profiles. Patients with low inflammatory and higher regulatory signatures were more likely to have few clinical manifestations, whereas those with T cell pathway involvement had more arthritis.

CONCLUSION

Serum protein signatures distinguished NA patients with rheumatic disease into distinct immune subsets. Following these immune profiles over time may assist with earlier diagnoses and help guide more personalized treatment approaches.

摘要

目的

美国原住民(NA)人群的风湿性疾病发病率较高,且其疾病症状和非传统血清学特征存在重叠,因此迫切需要更好的生物标志物来进行 NA 人群的诊断。本研究采用机器学习方法来识别更有效地对患有风湿性疾病的 NA 患者进行分层的免疫特征。

方法

本研究纳入了 28 例自身抗体阳性(AAB+)类风湿关节炎(RA)、18 例自身抗体阴性(AAB-)RA、28 例系统性自身免疫性风湿病、28 例关节痛/骨关节炎和 28 例多关节炎/未分化结缔组织病的成年 NA 患者和对照患者,采集其血清样本以评估细胞因子、趋化因子和自身抗体。采用随机森林聚类和可溶性介质群来识别具有相似生物学特征的患者和对照患者。美国风湿病学会(ACR)针对系统性疾病和 RA 的特定标准可识别出不同聚类中的疾病表现差异。

结果

不同的 NA 风湿性疾病诊断组之间的血清可溶性介质并不均匀,这反映了自身免疫性疾病的异质性。基于血清生物标志物的聚类创建了 5 个类似的免疫表型。与慢性炎症以及固有细胞、B 细胞、滤泡辅助 T 细胞和干扰素相关途径的参与相关的可溶性介质和途径,以及调节特征,可区分患者的 5 种免疫特征。一些临床特征与特定的免疫特征相关。具有低炎症和更高调节特征的患者更可能表现出较少的临床症状,而那些存在 T 细胞途径参与的患者则表现出更多的关节炎。

结论

血清蛋白特征可将患有风湿性疾病的 NA 患者区分成不同的免疫亚群。随着时间的推移对这些免疫特征进行跟踪可能有助于更早地诊断,并有助于指导更个性化的治疗方法。

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