Serum proteomic biomarkers diagnostic of knee osteoarthritis

医学 接收机工作特性 骨关节炎 内科学 曲线下面积 置信区间 体质指数 逻辑回归 胃肠病学 肿瘤科 病理 替代医学
作者
Virginia B. Kraus,Alexander Reed,Erik J. Soderblom,Yvonne M. Golightly,Amanda E. Nelson,Yi‐Ju Li
出处
期刊:Osteoarthritis and Cartilage [Elsevier BV]
卷期号:32 (3): 329-337 被引量:8
标识
DOI:10.1016/j.joca.2023.09.007
摘要

Objective To better understand the pathogenesis of knee osteoarthritis (OA) through identification of serum diagnostics. Design We conducted multiple reaction monitoring mass spectrometry analysis of 107 peptides in baseline sera of two cohorts: the Foundation for National Institutes of Health (NIH) (n = 596 Kellgren-Lawrence (KL) grade 1–3 knee OA participants); and the Johnston County Osteoarthritis Project (n = 127 multi-joint controls free of radiographic OA of the hands, hips, knees (bilateral KL=0), and spine). Data were split into (70%) training and (30%) testing sets. Diagnostic peptide and clinical data predictors were selected by random forest (RF); selection was based on association (p < 0.05) with OA status in multivariable logistic regression models. Model performance was based on area under the curve (AUC) of receiver operating characteristic (ROC) and precision-recall (PR) curves. Results RF selected 23 peptides (19 proteins) and body mass index (BMI) as diagnostic of OA. BMI weakly diagnosed OA (ROC-AUC 0.57, PR-AUC 0.812) and only symptomatic OA cases. ACTG was the strongest univariable predictor (ROC-AUC 0.705, PR-AUC 0.897). The final model (8 serum peptides) was highly diagnostic (ROC-AUC 0.833, 95% confidence interval [CI] 0.751, 0.905; PR-AUC 0.929, 95% CI 0.876, 0.973) in the testing set and equally diagnostic of non-symptomatic and symptomatic cases (AUCs 0.830–0.835), and not significantly improved with addition of BMI. The STRING database predicted multiple high confidence interactions of the 19 diagnostic OA proteins. Conclusions No more than 8 serum protein biomarkers were required to discriminate knee OA from non-OA. These biomarkers lend strong support to the involvement and cross-talk of complement and coagulation pathways in the development of OA.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
老实的百招完成签到,获得积分10
2秒前
qq完成签到,获得积分10
2秒前
姜姜完成签到,获得积分10
2秒前
qq发布了新的文献求助10
3秒前
zzzz应助叶海成采纳,获得10
4秒前
4秒前
迪丽热巴完成签到,获得积分10
5秒前
6秒前
6秒前
Akim应助科研2121采纳,获得10
7秒前
喜悦的黑夜完成签到,获得积分10
7秒前
孙福禄应助老实的百招采纳,获得10
8秒前
呕吼完成签到,获得积分10
8秒前
李爱国应助沙力VAN采纳,获得10
9秒前
菲菲呀发布了新的文献求助10
9秒前
等等完成签到,获得积分10
10秒前
crazy发布了新的文献求助10
11秒前
归尘发布了新的文献求助10
12秒前
所所应助Liz采纳,获得10
13秒前
额123没名完成签到 ,获得积分10
13秒前
16秒前
ddaizi完成签到,获得积分10
17秒前
科研2121完成签到,获得积分10
17秒前
20秒前
LWJ发布了新的文献求助10
21秒前
xushaojun发布了新的文献求助10
23秒前
英姑应助东东采纳,获得10
24秒前
24秒前
25秒前
科研通AI5应助菲菲呀采纳,获得10
25秒前
26秒前
26秒前
wwsss完成签到,获得积分10
26秒前
argon完成签到,获得积分10
28秒前
28秒前
zh发布了新的文献求助10
29秒前
可可西里发布了新的文献求助10
29秒前
我是老大应助T拐拐采纳,获得10
30秒前
30秒前
31秒前
高分求助中
A new approach to the extrapolation of accelerated life test data 1000
Indomethacinのヒトにおける経皮吸収 400
基于可调谐半导体激光吸收光谱技术泄漏气体检测系统的研究 370
Phylogenetic study of the order Polydesmida (Myriapoda: Diplopoda) 370
Robot-supported joining of reinforcement textiles with one-sided sewing heads 320
Aktuelle Entwicklungen in der linguistischen Forschung 300
Current Perspectives on Generative SLA - Processing, Influence, and Interfaces 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3992152
求助须知:如何正确求助?哪些是违规求助? 3533140
关于积分的说明 11261281
捐赠科研通 3272545
什么是DOI,文献DOI怎么找? 1805855
邀请新用户注册赠送积分活动 882720
科研通“疑难数据库(出版商)”最低求助积分说明 809439