开角型青光眼病因内型的代谢组学分析:东北多指标青光眼研究。

IF 5 2区 医学 Q1 OPHTHALMOLOGY Investigative ophthalmology & visual science Pub Date : 2024-11-04 DOI:10.1167/iovs.65.13.44
Akiko Hanyuda, Yoshihiko Raita, Takahiro Ninomiya, Kazuki Hashimoto, Naoko Takada, Kota Sato, Jin Inoue, Seizo Koshiba, Gen Tamiya, Akira Narita, Masato Akiyama, Kazuko Omodaka, Satoru Tsuda, Yu Yokoyama, Noriko Himori, Yasuko Yamamoto, Takazumi Taniguchi, Kazuno Negishi, Toru Nakazawa
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引用次数: 0

摘要

目的:本研究旨在通过对血浆代谢物进行无监督机器学习,研究开角型青光眼(OAG)具有生物学意义的内型:这项回顾性纵向队列研究招募了2017年1月至2020年1月在东北大学医院连续就诊的年龄≥20岁的开角型青光眼患者。根据全面的眼科检查确认 OAG。在523名有临床代谢组学数据的OAG患者中,有173名患者接受了≥2年的纵向随访,他们有≥5次可靠的视野(VF)测试数据,且未接受青光眼手术。我们收集了入组时的空腹血样和临床数据,并通过核磁共振波谱对 45 种血浆代谢物进行了有针对性的分析。用皮尔逊距离计算预处理代谢物的距离矩阵后,间隙统计确定了 OAG 内型的最佳数量。对不同内型的风险因素、临床表现、代谢组学特征和扇形视力丧失的进展率进行了比较:结果:确定了五种不同的 OAG 内型。风险最高的内型(内型 B)的中心视力丧失速度明显更快(P = 0.007)。与其他内型患者相比,内型 B 患者更有可能患有高脂血症、四肢冰冷、氧化应激和低 OAG 遗传风险评分。代谢组图谱的通路分析显示,该内型患者的脂肪酸和酮体代谢发生了改变,有34条通路发生了不同程度的富集(假发现率[FDR]<0.05):综合代谢组图谱确定了五种不同的 OAG 病因内型,提示了与日本人群中中心视力丧失进展高危人群相关的病理机制。
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Metabolomic Profiling of Open-Angle Glaucoma Etiologic Endotypes: Tohoku Multi-Omics Glaucoma Study.

Purpose: The purpose of this study was to investigate biologically meaningful endotypes of open-angle glaucoma (OAG) by applying unsupervised machine learning to plasma metabolites.

Methods: This retrospective longitudinal cohort study enrolled consecutive patients aged ≥20 years with OAG at Tohoku University Hospital from January 2017 to January 2020. OAG was confirmed based on comprehensive ophthalmic examinations. Among the 523 patients with OAG with available clinical metabolomic data, 173 patients were longitudinally followed up for ≥2 years, with available data from ≥5 reliable visual field (VF) tests without glaucoma surgery. We collected fasting blood samples and clinical data at enrollment and nuclear magnetic resonance spectroscopy to profile 45 plasma metabolites in a targeted approach. After computing a distance matrix of preprocessed metabolites with Pearson distance, gap statistics determined the optimal number of OAG endotypes. Its risk factors, clinical presentations, metabolomic profiles, and progression rate of sector-based VF loss were compared across endotypes.

Results: Five distinct OAG endotypes were identified. The highest-risk endotype (endotype B) showed a significant faster progression of central VF loss (P = 0.007). Compared with patients with other endotypes, those with endotype B were more likely to have a high prevalence of dyslipidemia, cold extremities, oxidative stress, and low OAG genetic risk scores. Pathway analysis of metabolomic profiles implicated altered fatty acid and ketone body metabolism in this endotype, with 34 differentially enriched pathways (false discovery rate [FDR] < 0.05).

Conclusions: Integrated metabolomic profiles identified five distinct etiologic endotypes of OAG, suggesting pathological mechanisms related with a high-risk group of central vision loss progression in the Japanese population.

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来源期刊
CiteScore
6.90
自引率
4.50%
发文量
339
审稿时长
1 months
期刊介绍: Investigative Ophthalmology & Visual Science (IOVS), published as ready online, is a peer-reviewed academic journal of the Association for Research in Vision and Ophthalmology (ARVO). IOVS features original research, mostly pertaining to clinical and laboratory ophthalmology and vision research in general.
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