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Exploring the mechanism of action of abemaciclib in breast cancer through circulating chromatin fragments. 通过循环染色质片段探讨abemaciclib在乳腺癌中的作用机制。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-03-18 DOI: 10.1038/s43856-026-01494-w
Mamoru Takada, Sakuntha Gunarathna, Regina Nguyen, Muhan Yu, Paige Bonnet, Hideyuki Yamada, Takeshi Nagashima, Hiroshi Fujimoto, Junta Sakakibara, Hiroto Yamamoto, Mayumi Iida, Tsutomu Kawaguchi, Masayuki Otsuka, Motoki Takaku

Background: Cell free DNA (cfDNA) analysis has a large potential for cancer patient diagnosis. Given the evidence that cfDNA partially preserves chromatin architecture of tumor cells, it potentially allows the detection of tumor responses after therapeutic treatment. This study aimed to detect the responses of abemaciclib, a selective inhibitor of cell cycle regulators CDK4 and CDK6, in metastatic recurrent breast cancer patients through cfDNA analysis.

Methods: Serum-derived cfDNA was purified from breast cancer patients before and after abemaciclib treatment and from healthy donors. cfDNA concentrations were measured, and sequencing analysis was performed to assess enrichment patterns at open chromatin regions.

Results: Here we show that cfDNA can be used as a valuable marker to monitor cancer burden and responses to drug treatment. cfDNA concentrations are significantly higher in patients with breast cancer than in healthy individuals and decline following abemaciclib therapy. Sequencing analysis reveals distinct cfDNA signatures between treated and untreated samples, particularly at chromatin regions linked to cell death and pathways regulated by CDK4 and CDK6. Chromatin features also differ between long-term responders and short-term progression cases. Pathway analysis identifies the Polycomb complex as a potential modulator of treatment efficacy, and inhibition of its enzyme EZH2 enhanced the anti-proliferative effect of abemaciclib in luminal breast cancer cells.

Conclusion: Our findings suggest that cfDNA profiling captures molecular changes induced by targeted therapy and may serve as a practical biomarker for treatment monitoring and prediction of therapeutic response. This research provides insight into the mechanisms of CDK4/6 inhibitor action in metastatic breast cancer.

背景:游离细胞DNA (cfDNA)分析在癌症患者诊断中具有很大的潜力。鉴于cfDNA部分保留肿瘤细胞染色质结构的证据,它可能允许检测治疗后的肿瘤反应。本研究旨在通过cfDNA分析检测细胞周期调节因子CDK4和CDK6的选择性抑制剂abemaciclib在转移性复发乳腺癌患者中的应答。方法:从乳腺癌患者阿贝马昔单抗治疗前后和健康供者血清中纯化cfDNA。测量cfDNA浓度,并进行测序分析以评估开放染色质区域的富集模式。结果:cfDNA可以作为一种有价值的标志物来监测癌症负担和对药物治疗的反应。乳腺癌患者的cfDNA浓度明显高于健康个体,并在阿贝马昔利布治疗后下降。测序分析揭示了处理和未处理样品之间不同的cfDNA特征,特别是在与细胞死亡相关的染色质区域和由CDK4和CDK6调节的途径。染色质特征在长期应答者和短期进展病例之间也存在差异。通路分析发现Polycomb复合物是治疗效果的潜在调节剂,抑制其酶EZH2可增强abemaciclib对腔内乳腺癌细胞的抗增殖作用。结论:我们的研究结果表明,cfDNA图谱捕捉到靶向治疗引起的分子变化,可能作为一种实用的生物标志物,用于治疗监测和预测治疗反应。本研究揭示了CDK4/6抑制剂在转移性乳腺癌中的作用机制。
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引用次数: 0
Surface-engineered dual drug-loaded tumor-targeted liposomal nanoparticles to overcome the therapeutic resistance in glioblastoma multiforme. 表面工程双重载药肿瘤靶向脂质体纳米颗粒克服多形性胶质母细胞瘤的治疗耐药性。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-03-18 DOI: 10.1038/s43856-025-01279-7
Ramcharan Singh Angom, Hari Krishnareddy Rachamala, Naga Malleswara Rao Nakka, Vijay Sagar Madamsetty, Paola Suarez-Meade, Beatriz I Fernandez-Gil, Tanmay Kulkarni, Raegan M Weil, Shamit Dutta, Enfeng Wang, Santanu Bhattacharya, Krishnendu Pal, Alfredo Quinones-Hinojosa, Debabrata Mukhopadhyay

Background: Glioblastoma (GBM) is the most common high-grade primary malignant brain tumor, characterized by a notably poor prognosis. Current treatments for GBM have shown limited effectiveness in improving patient survival, highlighting the urgent need for effective therapeutic strategies. Combination therapy offers significant potential in overcoming resistance by targeting multiple signaling pathways; however, it often comes with increased toxicity compared to monotherapy. Co-encapsulating multiple therapeutic agents into a tumor-targeted drug delivery platform holds promise for overcoming these limitations and improving treatment outcomes.

Methods: We developed a tumor-targeted liposomal nanoformulation (TTL) using phospholipids, cholesterol, DSPE-(PEG)2000-OMe, and a proprietary tumor-targeting peptide (TTP). The TTL was loaded with everolimus (TTL-E), vinorelbine (TTL-V), rapamycin (TTL-R), a combination (TTL-EV), or (TTL-RV). These formulations were tested in vivo on orthotopic GBM mice, combined with temozolomide and radiation. RNA sequencing was performed to identify molecular and transcriptome changes post-treatment.

Results: TTL demonstrated tumor-specific uptake, effectively delivering drugs to GBM tumors. TTL-EV and TTL-RV outperformed single-drug formulations. Radiation combined with TTL-EV/RV improved tumor growth inhibition and survival, while temozolomide provided minimal benefit. Transcriptome analysis revealed differentially expressed genes (DEGs) linked to DNA damage repair, cell cycle, metabolism, and extracellular matrix pathways.

Conclusions: TTL crossed the blood-brain barrier, targeting tumors effectively. Radiation plus TTL-EV/RV enhanced tumor suppression and survival in GBM models. Gene expression analysis identified DEGs related to DNA damage and cell death. Mechanistic studies suggest TTL-EV plus radiation inhibits mTOR/MAPK pathways and sensitizes tumors to radiation. These findings offer a potential approach for improving GBM treatment.

背景:胶质母细胞瘤(GBM)是最常见的高级别原发性恶性脑肿瘤,其特点是预后较差。目前对GBM的治疗在提高患者生存率方面显示出有限的有效性,这突出了对有效治疗策略的迫切需要。通过靶向多种信号通路,联合治疗在克服耐药性方面具有巨大的潜力;然而,与单一疗法相比,它的毒性通常会增加。将多种治疗药物共封装到一个肿瘤靶向药物传递平台中,有望克服这些限制并改善治疗结果。方法:利用磷脂、胆固醇、DSPE-(PEG)2000-OMe和专有的肿瘤靶向肽(TTP)开发了一种肿瘤靶向脂质体纳米制剂(TTL)。TTL加载依维莫司(TTL- e)、长春瑞滨(TTL- v)、雷帕霉素(TTL- r)、联合(TTL- ev)或(TTL- rv)。这些制剂联合替莫唑胺和放疗在原位GBM小鼠体内进行了实验。进行RNA测序以鉴定治疗后的分子和转录组变化。结果:TTL显示肿瘤特异性摄取,有效地将药物输送到GBM肿瘤。TTL-EV和TTL-RV优于单药制剂。放疗联合TTL-EV/RV改善肿瘤生长抑制和生存,而替莫唑胺提供最小的益处。转录组分析揭示了与DNA损伤修复、细胞周期、代谢和细胞外基质途径相关的差异表达基因(DEGs)。结论:TTL可穿越血脑屏障,有效靶向肿瘤。放疗加TTL-EV/RV增强了GBM模型的肿瘤抑制和生存。基因表达分析鉴定出与DNA损伤和细胞死亡相关的DEGs。机制研究表明TTL-EV加辐射抑制mTOR/MAPK通路并使肿瘤对辐射敏感。这些发现为改善GBM治疗提供了一种潜在的方法。
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引用次数: 0
Bacillus spore probiotics for alleviating functional constipation in children: a randomized, double-blind, placebo-controlled trial. 芽孢杆菌益生菌缓解儿童功能性便秘:一项随机、双盲、安慰剂对照试验。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-03-18 DOI: 10.1038/s43856-026-01517-6
Hanh Thi Luong Nguyen, Hang Thi Hoang, Dung Phuong Le, Truong Quoc Duong, Ngoc Thi Ho Vuong, Mai Tuyet Truong, Hung Trong Nguyen, Anh Hoa Nguyen, Tung Dinh Pham, Anh Thi Van Nguyen

Background: Functional constipation is common in children and often responds poorly to standard treatments. This study evaluated the efficacy and mechanisms of multi-strain Bacillus spore probiotics, which tolerate gastrointestinal conditions, in paediatric functional constipation.

Methods: We conducted a randomized, double-blind, placebo-controlled trial (ClinicalTrials.gov NCT06154525, 4/12/2023) in preschool children (24-60 months) with functional constipation in Vietnam. A total of 111 participants were randomly assigned (1:1:1) to receive placebo or two multi-strain Bacillus spore probiotics (LiveSpo Kids or Preg-Mom, ≥3 billion CFU/5 mL registered; each tested at 3.7 billion CFU/5 mL) for 28 days. Primary outcomes were changes in functional constipation (main focus), anorexia, and underweight risk at day 28. Secondary outcomes included serum cytokines, stool IgA, and gut microbiota; stool samples from 10 healthy children provided a reference microbiota profile.

Results: Both probiotic groups show significant improvements at day 28. Percentages of children with constipation decrease 3.7-fold in Kids and 5.1-fold in PregMom (p < 0.0001). Absolute Risk Reductions (ARR) are 52.38% (95%CI: 35.45%-77.26%) and 59.97% (95%CI: 44.48%-84.68%) in Kids and PregMom vs Placebo. Kids and PregMom groups improve anorexia (ARR: 24.40% (95%CI: 3.09%-49.44%) and 25.98% (95%CI: 4.69%-51.25%)) and underweight risk (ARR: 7.87% (95%CI: 0%-23.80%) and 19.30% (95%CI: 1.70%-37.50%)) vs. Placebo. Probiotics reduce serum IL-6 and IL-23, increase IL-10 and stool IgA, and shift the gut microbiota toward a composition more closely resembling healthy children, enriching beneficial species while reducing harmful ones.

Conclusions: Multi-strain Bacillus spore probiotics alleviate functional constipation, improve immune markers, and modulate gut microbiota in children, supporting their potential as effective microbiome-targeted interventions.

背景:功能性便秘在儿童中很常见,通常对标准治疗效果不佳。本研究评估了耐胃肠道疾病的多菌株芽孢杆菌孢子益生菌治疗小儿功能性便秘的疗效和机制。方法:我们在越南进行了一项随机、双盲、安慰剂对照试验(ClinicalTrials.gov nct06154525,4/12/2023),研究对象是患有功能性便秘的学龄前儿童(24-60个月)。共有111名参与者被随机分配(1:1:1),接受安慰剂或两种多菌株芽孢杆菌孢子益生菌(LiveSpo Kids或Preg-Mom,注册≥30亿CFU/5 mL;每个测试37亿CFU/5 mL),持续28天。主要结局是第28天功能性便秘(主要焦点)、厌食症和体重不足风险的变化。次要结局包括血清细胞因子、粪便IgA和肠道微生物群;来自10名健康儿童的粪便样本提供了参考微生物群概况。结果:两组益生菌在第28天均有显著改善。结论:多菌株芽孢杆菌孢子益生菌可缓解功能性便秘,改善免疫标志物,调节儿童肠道微生物群,支持其作为有效的微生物组靶向干预措施的潜力。
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引用次数: 0
Detecting chromatin state alterations in PBMCs associated with Type 2 Diabetes Mellitus. 检测与2型糖尿病相关的PBMCs的染色质状态改变。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-03-17 DOI: 10.1038/s43856-026-01513-w
Maryam Moazeni Afarani, Rajshikhar Gupta, Caroline Uhler, Issa Fetian, G V Shivashankar

Background: Type 2 Diabetes Mellitus (T2DM) involves patient-specific immune dysfunction not addressed by current diabetes management methods. Traditional methods to assess functional changes to PBMCs are too costly and time-intensive for routine use.

Methods: We studied 57 individuals across healthy, prediabetic, and diabetic stages, performing chromatin imaging of live peripheral blood mononuclear cells (PBMCs) using a microfluidic imaging assay.

Results: Here, we present an orthogonal and adjunct chromatin imaging-based assay to monitor alterations to PBMCs during T2DM progression. By applying representation learning on chromatin images, we identified distinct PBMC clusters, with specific subpopulations enriched at different T2DM stages. We found that the levels of certain PBMC subsets are predictive of T2DM. Additionally, we observed significant changes in nuclear and chromatin mechanics in diabetic individuals compared to prediabetic and healthy individuals, along with decreased Lamin A/C expression and increased cellular activation in diabetic PBMCs.

Conclusions: Collectively, this study demonstrated a cost-effective and scalable solution for the routine monitoring of T2DM using PBMC chromatin biomarkers.

背景:2型糖尿病(T2DM)涉及患者特异性免疫功能障碍,目前的糖尿病管理方法尚未解决。传统的评估pbmc功能变化的方法过于昂贵和耗时,不适合常规使用。方法:我们研究了57名健康、糖尿病前期和糖尿病阶段的个体,使用微流控成像技术对活的外周血单个核细胞(PBMCs)进行染色质成像。结果:在这里,我们提出了一种基于正交和辅助染色质成像的检测方法来监测T2DM进展过程中pbmc的变化。通过对染色质图像进行表征学习,我们识别出了不同的PBMC集群,并在不同的T2DM阶段富集了特定的亚群。我们发现某些PBMC亚群的水平可以预测T2DM。此外,我们观察到与糖尿病前期和健康个体相比,糖尿病个体的核和染色质力学发生了显著变化,同时糖尿病pbmc中Lamin A/C表达减少,细胞活化增加。结论:总的来说,本研究证明了使用PBMC染色质生物标志物对T2DM进行常规监测的成本效益高且可扩展的解决方案。
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引用次数: 0
Thymopentin enhances adenoviral oncolytic therapy by regulating macrophages and CD8+ T cells. 胸腺肽通过调节巨噬细胞和CD8+ T细胞增强腺病毒溶瘤治疗。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-03-16 DOI: 10.1038/s43856-026-01509-6
Lingkai Kong, Kua Liu, Yan Liu, Huawei Cui, Peng Wang, Jiannan Qiu, Qilei Xin, Dan Zhou, Wencui Liu, Fangkun Zhao, Junnan Wu, Xiaosong Gu, Junhua Wu, Chunping Jiang

Background: Oncolytic viruses are cancer therapies that selectively replicate in tumors, deliver therapeutic genes, and stimulate immune responses. Combining these viruses with immune-boosting agents could enhance their effectiveness. Thymopentin (TP5), an immune-modulating peptide, may enhance the antitumour efficacy of ADV.

Methods: We tested TP5 combined with adenovirus type 5 in tumor models, measuring tumor growth and immune changes using flow cytometry and antibody-based cell depletion. A modified oncolytic adenovirus producing TP5 (ADV-TP5) was created using gene editing and tested in mice and human immune cell-engrafted tumor models. TP5 was also combined with herpes simplex virus and vaccinia virus.

Results: Here we show that combining adenovirus (ADV) with thymopentin (TP5) reprograms the tumor microenvironment and enhances antitumor efficacy in xenograft models. ADV + TP5 increases proinflammatory macrophages and cytotoxic CD8+ T-cell infiltration while stimulating long-term immune memory. We further engineer an oncolytic adenovirus expressing TP5 (ADV-TP5), which demonstrates superior tumor suppression compared to unmodified ADV in mice and human immune cell-engrafted models. TP5 also amplifies responses when combined with other oncolytic viruses (e.g., herpes simplex virus, vaccinia virus), supporting its role as a broad-spectrum adjuvant for clinical virotherapies.

Conclusions: TP5 strengthens oncolytic virotherapy by orchestrating macrophages and CD8+ T cells to attack tumors. Its dual use, as a combination drug or engineered into viruses, offers a practical strategy to improve clinical outcomes. This approach provides a low-cost method to amplify oncolytic virus efficacy and inspires designs where single therapies mimic combination effects, advancing accessible cancer immunotherapy.

背景:溶瘤病毒是一种在肿瘤中选择性复制、传递治疗基因和刺激免疫反应的癌症疗法。将这些病毒与免疫增强剂结合可以提高它们的效力。胸腺肽(TP5)是一种免疫调节肽,可增强adv的抗肿瘤作用。方法:在肿瘤模型中检测TP5联合5型腺病毒,采用流式细胞术和基于抗体的细胞耗尽法检测肿瘤生长和免疫变化。利用基因编辑技术创建了一种产生TP5的修饰溶瘤腺病毒(ADV-TP5),并在小鼠和人类免疫细胞植入肿瘤模型中进行了测试。TP5还与单纯疱疹病毒和牛痘病毒结合。结果:在异种移植瘤模型中,腺病毒(ADV)与胸腺肽(TP5)联合应用可重编程肿瘤微环境,增强抗肿瘤效果。ADV + TP5增加促炎巨噬细胞和细胞毒性CD8+ t细胞浸润,同时刺激长期免疫记忆。我们进一步设计了一种表达TP5的溶瘤腺病毒(ADV-TP5),在小鼠和人类免疫细胞移植模型中,与未修饰的ADV相比,它表现出更好的肿瘤抑制作用。当TP5与其他溶瘤病毒(如单纯疱疹病毒、牛痘病毒)联合使用时,也能增强应答,支持其作为临床病毒治疗的广谱佐剂的作用。结论:TP5通过协调巨噬细胞和CD8+ T细胞攻击肿瘤来加强溶瘤病毒治疗。它的双重用途,作为联合药物或被改造成病毒,为改善临床结果提供了一种实用的策略。这种方法提供了一种低成本的方法来增强溶瘤病毒的功效,并激发了单一疗法模仿联合效应的设计,促进了癌症免疫治疗的可及性。
{"title":"Thymopentin enhances adenoviral oncolytic therapy by regulating macrophages and CD8<sup>+</sup> T cells.","authors":"Lingkai Kong, Kua Liu, Yan Liu, Huawei Cui, Peng Wang, Jiannan Qiu, Qilei Xin, Dan Zhou, Wencui Liu, Fangkun Zhao, Junnan Wu, Xiaosong Gu, Junhua Wu, Chunping Jiang","doi":"10.1038/s43856-026-01509-6","DOIUrl":"https://doi.org/10.1038/s43856-026-01509-6","url":null,"abstract":"<p><strong>Background: </strong>Oncolytic viruses are cancer therapies that selectively replicate in tumors, deliver therapeutic genes, and stimulate immune responses. Combining these viruses with immune-boosting agents could enhance their effectiveness. Thymopentin (TP5), an immune-modulating peptide, may enhance the antitumour efficacy of ADV.</p><p><strong>Methods: </strong>We tested TP5 combined with adenovirus type 5 in tumor models, measuring tumor growth and immune changes using flow cytometry and antibody-based cell depletion. A modified oncolytic adenovirus producing TP5 (ADV-TP5) was created using gene editing and tested in mice and human immune cell-engrafted tumor models. TP5 was also combined with herpes simplex virus and vaccinia virus.</p><p><strong>Results: </strong>Here we show that combining adenovirus (ADV) with thymopentin (TP5) reprograms the tumor microenvironment and enhances antitumor efficacy in xenograft models. ADV + TP5 increases proinflammatory macrophages and cytotoxic CD8<sup>+</sup> T-cell infiltration while stimulating long-term immune memory. We further engineer an oncolytic adenovirus expressing TP5 (ADV-TP5), which demonstrates superior tumor suppression compared to unmodified ADV in mice and human immune cell-engrafted models. TP5 also amplifies responses when combined with other oncolytic viruses (e.g., herpes simplex virus, vaccinia virus), supporting its role as a broad-spectrum adjuvant for clinical virotherapies.</p><p><strong>Conclusions: </strong>TP5 strengthens oncolytic virotherapy by orchestrating macrophages and CD8<sup>+</sup> T cells to attack tumors. Its dual use, as a combination drug or engineered into viruses, offers a practical strategy to improve clinical outcomes. This approach provides a low-cost method to amplify oncolytic virus efficacy and inspires designs where single therapies mimic combination effects, advancing accessible cancer immunotherapy.</p>","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147470468","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Breast cancer awareness and preferences for screening messaging on menstrual hygiene products in Ghana and Tanzania. 加纳和坦桑尼亚对乳腺癌的认识和对月经卫生产品筛查信息的偏好。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-03-16 DOI: 10.1038/s43856-026-01522-9
Tingting Mo, Elisabeth F Msoka, Clement T Narh, Blandina T Mmbaga, Modesta Mitao, Getrude J Mshana, Janeth Kiwia, Huruma Sapheli, Frank Baiden, Lydia Aziato, Benda Kithaka, Shannon M Christy, Miriam Mutebi, Isabel Dos-Santos-Silva, Hannah Simba, Valerie McCormack

Background: Menstrual hygiene products (MHPs) may offer a high-reach, frequent, long-lasting yet underutilized channel for health education, particularly in low-resource settings. This study aimed to explore women's breast health awareness (BHA) and their attitudes towards and preferences for BHA messages on MHPs.

Methods: Women aged 18-49 years in Ghana and Tanzania (n = 438; 216 Ghana, 222 Tanzania), stratified by age and urban/rural setting, completed a questionnaire assessing socio-demographics, BHA, and preferences for BHA messages with MHP. BHA was assessed with an adapted 31-item Breast Cancer Awareness Measure Tool covering 4 domains: breast cancer signs and symptoms, confidence, skills, and behaviour in noticing breast changes, anticipated help-seeking delays, and risk factors. Items were scored on a 10-point scale.

Results: Here we show that overall BHA is slightly higher in Ghana than Tanzania (urban/rural: 6.2/6.4 vs. 5.6/5.3). Awareness is highest for signs and symptoms (median score range hereafter: 5.5-7.8) and lowest for risk factors (2.0-3.8). While women show confidence in noticing breast changes (8.0-10.0) and seeking help (10-10), their skills are insufficient (1.0-5.0) and previous help-seeking behaviours were low (0-0). Women would overwhelmingly (91%) choose MHPs with BHA messages over MHPs without, preferring varied presenting formats, mostly between outside of the package, on individual pad covers, and a leaflet.

Conclusions: Findings highlight generally low BHA level in Ghana and Tanzania. The strong acceptability of having BHA messages on MHP presents a scalable and sustainable opportunity to improve BHA with the goal of reducing BC incidence and mortality.

背景:经期卫生用品(MHPs)可能为健康教育提供一个高覆盖、频繁、持久但未充分利用的渠道,特别是在资源匮乏的环境中。本研究旨在探讨女性的乳房健康意识(BHA)以及她们对MHPs上BHA信息的态度和偏好。方法:年龄在18-49岁的加纳和坦桑尼亚妇女(n = 438;加纳216例,坦桑尼亚222例),按年龄和城市/农村环境分层,完成了一份评估社会人口统计学、BHA和MHP对BHA信息偏好的问卷调查。BHA的评估采用了一种改良的31项乳腺癌意识测量工具,涵盖4个领域:乳腺癌的体征和症状、注意乳房变化的信心、技能和行为、预期的求助延迟以及风险因素。项目按10分制打分。结果:在这里,我们显示加纳的整体底部钻具组合略高于坦桑尼亚(城市/农村:6.2/6.4 vs. 5.6/5.3)。对体征和症状的认识最高(以下为中位数评分范围:5.5-7.8),对危险因素的认识最低(2.0-3.8)。虽然女性在注意乳房变化(8.0-10.0)和寻求帮助(10-10)方面表现出信心,但她们的技能不足(1.0-5.0),以前的寻求帮助行为较低(0-0)。绝大多数(91%)的女性会选择有BHA信息的mhp,而不是没有BHA信息的mhp,她们更喜欢不同的呈现形式,主要是在包装外、在单个垫套上和在传单上。结论:研究结果强调了加纳和坦桑尼亚的BHA水平普遍较低。BHA信息在MHP上的可接受性很强,这为改善BHA提供了一个可扩展和可持续的机会,以降低BC的发病率和死亡率。
{"title":"Breast cancer awareness and preferences for screening messaging on menstrual hygiene products in Ghana and Tanzania.","authors":"Tingting Mo, Elisabeth F Msoka, Clement T Narh, Blandina T Mmbaga, Modesta Mitao, Getrude J Mshana, Janeth Kiwia, Huruma Sapheli, Frank Baiden, Lydia Aziato, Benda Kithaka, Shannon M Christy, Miriam Mutebi, Isabel Dos-Santos-Silva, Hannah Simba, Valerie McCormack","doi":"10.1038/s43856-026-01522-9","DOIUrl":"https://doi.org/10.1038/s43856-026-01522-9","url":null,"abstract":"<p><strong>Background: </strong>Menstrual hygiene products (MHPs) may offer a high-reach, frequent, long-lasting yet underutilized channel for health education, particularly in low-resource settings. This study aimed to explore women's breast health awareness (BHA) and their attitudes towards and preferences for BHA messages on MHPs.</p><p><strong>Methods: </strong>Women aged 18-49 years in Ghana and Tanzania (n = 438; 216 Ghana, 222 Tanzania), stratified by age and urban/rural setting, completed a questionnaire assessing socio-demographics, BHA, and preferences for BHA messages with MHP. BHA was assessed with an adapted 31-item Breast Cancer Awareness Measure Tool covering 4 domains: breast cancer signs and symptoms, confidence, skills, and behaviour in noticing breast changes, anticipated help-seeking delays, and risk factors. Items were scored on a 10-point scale.</p><p><strong>Results: </strong>Here we show that overall BHA is slightly higher in Ghana than Tanzania (urban/rural: 6.2/6.4 vs. 5.6/5.3). Awareness is highest for signs and symptoms (median score range hereafter: 5.5-7.8) and lowest for risk factors (2.0-3.8). While women show confidence in noticing breast changes (8.0-10.0) and seeking help (10-10), their skills are insufficient (1.0-5.0) and previous help-seeking behaviours were low (0-0). Women would overwhelmingly (91%) choose MHPs with BHA messages over MHPs without, preferring varied presenting formats, mostly between outside of the package, on individual pad covers, and a leaflet.</p><p><strong>Conclusions: </strong>Findings highlight generally low BHA level in Ghana and Tanzania. The strong acceptability of having BHA messages on MHP presents a scalable and sustainable opportunity to improve BHA with the goal of reducing BC incidence and mortality.</p>","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147470403","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sleep and temperature data from wearable devices support noninvasive detection of diabetes mellitus in a large-scale, retrospective analysis. 来自可穿戴设备的睡眠和体温数据支持在大规模的回顾性分析中对糖尿病进行无创检测。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-03-16 DOI: 10.1038/s43856-026-01501-0
Varun K Viswanath, Shreenithi Navaneethan, Jamison H Burks, Severine Soltani, Patrick Kasl, Wendy Hartogensis, Stephan Dilchert, Frederick M Hecht, Ashley E Mason, Edward J Wang, Benjamin L Smarr

Background: Diabetes Mellitus is a common, chronic metabolic disorder affecting the cardiovascular system, autonomic nervous system, and sleep quality. Diabetes affects diverse physiological data including heart rate variability, distal body temperature, and sleep duration. We hypothesized that biologically informed features from wearable device data, combined with appropriate application of longitudinal data, can capture physiological covariates of diabetes and support the noninvasive detection of diabetes.

Methods: We obtained 4 months and 7 days of wearables data (Oura Ring) from 389 individuals self-reporting diabetes and 10,820 people self-reporting no diabetes diagnosis from the TemPredict database. We selected 36 features of sleep, circadian disruption, and distal body temperature from literature and evaluated whether time windows of these features could be classified to be from individuals self-reporting diabetes (N = 236) or self-reporting no diabetes diagnosis (N = 282).

Results: Here we show longer time windows of input perform better, with the best algorithm (21-nights) achieving 0.88 Area under ROC (AUROC) and 0.80 Area under Precision Recall (AUPRC) (0.30 improvement over random). Feature analyses reveal the importance of further derived distal body temperature features (increase AUROC by 0.0724), especially to differentiate other chronic conditions from diabetes. The model achieves 0.80 AUROC and 0.28 improvement over random in AUPRC in an imbalanced cohort drawn from 6,658 individuals, emulating a general population.

Conclusions: These results indicate the value of biologically informed features and longitudinal data for identifying people with diabetes and further, suggest that these methods could make such separations possible for other chronic conditions that affect sleep and inflammation.

背景:糖尿病是一种常见的慢性代谢性疾病,影响心血管系统、自主神经系统和睡眠质量。糖尿病影响多种生理数据,包括心率变异性、远端体温和睡眠时间。我们假设可穿戴设备数据的生物学信息特征,结合纵向数据的适当应用,可以捕获糖尿病的生理协变量,并支持糖尿病的无创检测。方法:我们从TemPredict数据库中获取389名自述糖尿病患者和10820名自述未诊断糖尿病的患者4个月零7天的可穿戴设备数据(Oura Ring)。我们从文献中选择了36个睡眠、昼夜节律中断和远端体温的特征,并评估这些特征的时间窗是否可以分为自我报告糖尿病(N = 236)或自我报告无糖尿病诊断(N = 282)。结果:更长的输入时间窗表现更好,最佳算法(21晚)达到0.88 ROC Area under ROC (AUROC)和0.80 Precision Recall (AUPRC)(比随机提高0.30)。特征分析揭示了进一步衍生的远端体温特征的重要性(AUROC增加0.0724),特别是在区分其他慢性疾病和糖尿病方面。该模型在从6,658个个体中抽取的不平衡队列中实现了0.80 AUROC,并且AUPRC比随机提高了0.28,模拟了一般人群。结论:这些结果表明了生物学信息特征和纵向数据对识别糖尿病患者的价值,进一步表明这些方法可以使其他影响睡眠和炎症的慢性疾病的分离成为可能。
{"title":"Sleep and temperature data from wearable devices support noninvasive detection of diabetes mellitus in a large-scale, retrospective analysis.","authors":"Varun K Viswanath, Shreenithi Navaneethan, Jamison H Burks, Severine Soltani, Patrick Kasl, Wendy Hartogensis, Stephan Dilchert, Frederick M Hecht, Ashley E Mason, Edward J Wang, Benjamin L Smarr","doi":"10.1038/s43856-026-01501-0","DOIUrl":"https://doi.org/10.1038/s43856-026-01501-0","url":null,"abstract":"<p><strong>Background: </strong>Diabetes Mellitus is a common, chronic metabolic disorder affecting the cardiovascular system, autonomic nervous system, and sleep quality. Diabetes affects diverse physiological data including heart rate variability, distal body temperature, and sleep duration. We hypothesized that biologically informed features from wearable device data, combined with appropriate application of longitudinal data, can capture physiological covariates of diabetes and support the noninvasive detection of diabetes.</p><p><strong>Methods: </strong>We obtained 4 months and 7 days of wearables data (Oura Ring) from 389 individuals self-reporting diabetes and 10,820 people self-reporting no diabetes diagnosis from the TemPredict database. We selected 36 features of sleep, circadian disruption, and distal body temperature from literature and evaluated whether time windows of these features could be classified to be from individuals self-reporting diabetes (N = 236) or self-reporting no diabetes diagnosis (N = 282).</p><p><strong>Results: </strong>Here we show longer time windows of input perform better, with the best algorithm (21-nights) achieving 0.88 Area under ROC (AUROC) and 0.80 Area under Precision Recall (AUPRC) (0.30 improvement over random). Feature analyses reveal the importance of further derived distal body temperature features (increase AUROC by 0.0724), especially to differentiate other chronic conditions from diabetes. The model achieves 0.80 AUROC and 0.28 improvement over random in AUPRC in an imbalanced cohort drawn from 6,658 individuals, emulating a general population.</p><p><strong>Conclusions: </strong>These results indicate the value of biologically informed features and longitudinal data for identifying people with diabetes and further, suggest that these methods could make such separations possible for other chronic conditions that affect sleep and inflammation.</p>","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147470408","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Interactions of SARS-CoV-2, influenza and respiratory syncytial virus influence epidemic timing and risk. SARS-CoV-2、流感和呼吸道合胞病毒的相互作用影响流行时机和风险。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-03-14 DOI: 10.1038/s43856-026-01504-x
Yonghong Liu, Xiaoli Wang, Mengyao Li, Eimear Cleary, Zhifeng Cheng, Wenbin Zhang, Ying Shen, Hui Yao, Jiatong Han, Nick W Ruktanonchai, Andrew J Tatem, Shengjie Lai, Quanyi Wang, Peng Yang

Background: Interactions between SARS-CoV-2, influenza virus, and respiratory syncytial virus (RSV) at the population level remain poorly understood. This study aimed to quantify potential interactions among these viruses and assess their influence on transmission dynamics.

Methods: We analyzed weekly surveillance data on SARS-CoV-2, influenza A and B viruses (IAV and IBV), and RSV from seven regions from October 2021 to May 2024. Distributed lag nonlinear models within a spatiotemporal Bayesian hierarchical framework were used to assess the exposure-lag-response associations among virus pairs. Additionally, we developed a two-pathogen, meta-population mechanistic transmission model to capture the co-epidemic dynamics of IAV and SARS-CoV-2, and to quantify the strength and duration of their bidirectional interactions.

Results: Among all virus pairs examined, a statistically significant association is identified only between IAV positivity and subsequent SARS-CoV-2 risk. When IAV positive rate percentile is between the 52nd and 88th percentiles, the relative risk (RR) of SARS-CoV-2 infection is significantly reduced. The lowest RR for SARS-CoV-2 (0.58, 95% CrI: 0.40-0.85) occurs at a 5-week lag when IAV positivity reaches the 70th percentile. The fitted mechanistic model using incidence data in Beijing shows that IAV infection substantially reduces infection to SARS-CoV-2 by 94.24% (95% CrI: 88.50%-99.24%), with the protective effect lasting 38.24 days (95% CrI: 35.50-41.29 days). Conversely, SARS-CoV-2 infection is associated with a slight increase in infection to IAV.

Conclusions: Our findings indicate that IAV circulation may transiently reduce population-level infection to SARS-CoV-2, potential through ecological or immunological mechanisms.

背景:SARS-CoV-2、流感病毒和呼吸道合胞病毒(RSV)在人群水平上的相互作用仍然知之甚少。本研究旨在量化这些病毒之间的潜在相互作用,并评估它们对传播动力学的影响。方法:分析2021年10月至2024年5月7个地区SARS-CoV-2、甲型和乙型流感病毒(IAV和IBV)和RSV的每周监测数据。采用时空贝叶斯分层框架中的分布滞后非线性模型评估病毒对之间的暴露滞后反应关系。此外,我们建立了一个双病原体、元种群机制传播模型,以捕捉IAV和SARS-CoV-2的共流行动力学,并量化它们双向相互作用的强度和持续时间。结果:在所有检测的病毒对中,只有IAV阳性与随后的SARS-CoV-2风险之间存在统计学上显著的关联。当IAV阳性百分位数在52 ~ 88百分位数之间时,感染SARS-CoV-2的相对危险度(RR)显著降低。SARS-CoV-2的最低RR (0.58, 95% CrI: 0.40-0.85)发生在IAV阳性达到第70百分位时的5周滞后期。利用北京市发病率数据拟合的机制模型显示,IAV感染可显著减少SARS-CoV-2的感染94.24% (95% CrI: 88.50% ~ 99.24%),保护效果持续38.24 d (95% CrI: 35.50 ~ 41.29 d)。相反,SARS-CoV-2感染与IAV感染的轻微增加有关。结论:IAV循环可能通过生态或免疫机制暂时降低SARS-CoV-2人群感染。
{"title":"Interactions of SARS-CoV-2, influenza and respiratory syncytial virus influence epidemic timing and risk.","authors":"Yonghong Liu, Xiaoli Wang, Mengyao Li, Eimear Cleary, Zhifeng Cheng, Wenbin Zhang, Ying Shen, Hui Yao, Jiatong Han, Nick W Ruktanonchai, Andrew J Tatem, Shengjie Lai, Quanyi Wang, Peng Yang","doi":"10.1038/s43856-026-01504-x","DOIUrl":"https://doi.org/10.1038/s43856-026-01504-x","url":null,"abstract":"<p><strong>Background: </strong>Interactions between SARS-CoV-2, influenza virus, and respiratory syncytial virus (RSV) at the population level remain poorly understood. This study aimed to quantify potential interactions among these viruses and assess their influence on transmission dynamics.</p><p><strong>Methods: </strong>We analyzed weekly surveillance data on SARS-CoV-2, influenza A and B viruses (IAV and IBV), and RSV from seven regions from October 2021 to May 2024. Distributed lag nonlinear models within a spatiotemporal Bayesian hierarchical framework were used to assess the exposure-lag-response associations among virus pairs. Additionally, we developed a two-pathogen, meta-population mechanistic transmission model to capture the co-epidemic dynamics of IAV and SARS-CoV-2, and to quantify the strength and duration of their bidirectional interactions.</p><p><strong>Results: </strong>Among all virus pairs examined, a statistically significant association is identified only between IAV positivity and subsequent SARS-CoV-2 risk. When IAV positive rate percentile is between the 52nd and 88th percentiles, the relative risk (RR) of SARS-CoV-2 infection is significantly reduced. The lowest RR for SARS-CoV-2 (0.58, 95% CrI: 0.40-0.85) occurs at a 5-week lag when IAV positivity reaches the 70th percentile. The fitted mechanistic model using incidence data in Beijing shows that IAV infection substantially reduces infection to SARS-CoV-2 by 94.24% (95% CrI: 88.50%-99.24%), with the protective effect lasting 38.24 days (95% CrI: 35.50-41.29 days). Conversely, SARS-CoV-2 infection is associated with a slight increase in infection to IAV.</p><p><strong>Conclusions: </strong>Our findings indicate that IAV circulation may transiently reduce population-level infection to SARS-CoV-2, potential through ecological or immunological mechanisms.</p>","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147461377","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unbiased characterization of COVID-19 endotypes leads to prognostication of high-risk individuals using routine blood tests. 对COVID-19内型的无偏定性可通过常规血液检查预测高危人群的预后。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-03-14 DOI: 10.1038/s43856-026-01520-x
William Ma, Antoine Soulé, Catherine Allard, Madeleine Durand, Karine Tremblay, Simon Rousseau, Amin Emad

Background: Only a subset of individuals infected with SARS‑CoV‑2 develop severe COVID‑19. Improved tools for early diagnosis and prognostication are needed. We hypothesized that unsupervised analysis of detailed circulating proteomes could reveal biologically meaningful patient endotypes and help identify individuals at elevated risk of severe outcomes.

Methods: We performed unsupervised stratification of the circulating proteome in 731 SARS‑CoV‑2 PCR‑positive participants from the Biobanque québécoise de la COVID‑19 (BQC19), representing a range of disease severities. We also developed a prognostic model based solely on clinical laboratory measurements and applied it to 903 patients recruited across early pandemic waves (2020-2022) to generalize identified endotypes.

Results: Six proteomic endotypes (EPs) emerged. Endotype EP6 showed the highest frequencies of ICU admission, ARDS, and mortality. EP6 was marked by elevated C‑reactive protein, D‑dimer, interleukin‑6, ferritin, soluble fms‑like tyrosine kinase‑1, increased neutrophils, and reduced lymphocyte counts. SHC4 emerged as a protein quantitative trait locus associated with EP6. Among EP6 patients requiring mechanical ventilation, we observed alterations in lipoprotein metabolism, and alpha‑L‑iduronidase levels inversely correlated with duration of ventilation.

Conclusions: Unsupervised proteomic analysis identified biologically coherent endotypes that advance understanding of acute lung injury in COVID‑19 and support improved diagnostic and prognostic strategies.

背景:只有一小部分感染SARS - CoV - 2的个体会发展成严重的COVID - 19。需要改进早期诊断和预测工具。我们假设,对详细的循环蛋白质组进行无监督分析可以揭示生物学上有意义的患者内型,并有助于识别严重后果风险升高的个体。方法:我们对731名来自Biobanque quacimanchee de la COVID - 19 (BQC19)的SARS‑CoV‑2 PCR阳性参与者的循环蛋白质组进行了无监督分层,这些参与者代表了一系列疾病严重程度。我们还开发了一种仅基于临床实验室测量的预后模型,并将其应用于903名在早期大流行浪潮(2020-2022年)招募的患者,以概括已确定的内源性类型。结果:出现6种蛋白质组内型(EPs)。EP6型患者ICU入院、ARDS和死亡率最高。EP6表现为C反应蛋白、D -二聚体、白细胞介素- 6、铁蛋白、可溶性膜样酪氨酸激酶- 1升高,中性粒细胞增加,淋巴细胞计数减少。SHC4是一个与EP6相关的蛋白数量性状位点。在需要机械通气的EP6患者中,我们观察到脂蛋白代谢的改变,α - L -伊杜糖醛酸酶水平与通气时间呈负相关。结论:无监督的蛋白质组学分析确定了生物学上一致的内型,促进了对COVID - 19急性肺损伤的理解,并支持改进的诊断和预后策略。
{"title":"Unbiased characterization of COVID-19 endotypes leads to prognostication of high-risk individuals using routine blood tests.","authors":"William Ma, Antoine Soulé, Catherine Allard, Madeleine Durand, Karine Tremblay, Simon Rousseau, Amin Emad","doi":"10.1038/s43856-026-01520-x","DOIUrl":"https://doi.org/10.1038/s43856-026-01520-x","url":null,"abstract":"<p><strong>Background: </strong>Only a subset of individuals infected with SARS‑CoV‑2 develop severe COVID‑19. Improved tools for early diagnosis and prognostication are needed. We hypothesized that unsupervised analysis of detailed circulating proteomes could reveal biologically meaningful patient endotypes and help identify individuals at elevated risk of severe outcomes.</p><p><strong>Methods: </strong>We performed unsupervised stratification of the circulating proteome in 731 SARS‑CoV‑2 PCR‑positive participants from the Biobanque québécoise de la COVID‑19 (BQC19), representing a range of disease severities. We also developed a prognostic model based solely on clinical laboratory measurements and applied it to 903 patients recruited across early pandemic waves (2020-2022) to generalize identified endotypes.</p><p><strong>Results: </strong>Six proteomic endotypes (EPs) emerged. Endotype EP6 showed the highest frequencies of ICU admission, ARDS, and mortality. EP6 was marked by elevated C‑reactive protein, D‑dimer, interleukin‑6, ferritin, soluble fms‑like tyrosine kinase‑1, increased neutrophils, and reduced lymphocyte counts. SHC4 emerged as a protein quantitative trait locus associated with EP6. Among EP6 patients requiring mechanical ventilation, we observed alterations in lipoprotein metabolism, and alpha‑L‑iduronidase levels inversely correlated with duration of ventilation.</p><p><strong>Conclusions: </strong>Unsupervised proteomic analysis identified biologically coherent endotypes that advance understanding of acute lung injury in COVID‑19 and support improved diagnostic and prognostic strategies.</p>","PeriodicalId":72646,"journal":{"name":"Communications medicine","volume":" ","pages":""},"PeriodicalIF":5.4,"publicationDate":"2026-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147461334","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Use of continuous glucose monitoring to stratify individuals without diabetes. 使用连续血糖监测对非糖尿病患者进行分层。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-03-14 DOI: 10.1038/s43856-026-01523-8
Hikaru Sugimoto, Gal Sapir, Ayya Keshet, Shinya Kuroda

Background: Early detection of metabolic dysfunction before diabetes onset remains a critical challenge in preventive medicine. Although glucose dynamics provide high-dimensional insights into metabolic states, it remains unclear which combination of glucose dynamics-derived measures most effectively summarises interindividual differences in glucose regulation.

Methods: We analysed continuous glucose monitoring (CGM) data from 8025 adults without diagnosed diabetes, using all recordings of at least seven days' duration, to derive a low-dimensional representation of glucose dynamics. Using exploratory factor analysis, we identified a small set of latent features that accounted for variation between individuals in CGM-derived metrics. We then trained and validated machine-learning models to predict postprandial glucose trajectories from these features in 863 participants who underwent standardised meal tests. We further assessed the generalisability of this representation in an independent oral glucose tolerance test dataset. Finally, we examined associations between the derived features and markers of vascular and liver health in 1784 non-diabetic adults.

Results: Three features, "mean", "variance", and "autocorrelation", explain more than 80% of the interindividual differences in CGM-derived measures. A three-dimensional representation based on these features reconstructs postprandial glucose trajectories with high accuracy and outperforms fasting, mean, and two-hour postprandial glucose values. Each feature shows independent associations with carotid artery intima-media thickness and with hepatic steatosis and stiffness.

Conclusions: By compressing high-dimensional glucose dynamics into three interpretable features with minimal loss of information, this framework provides a simple yet physiologically meaningful representation of glucose regulation that may facilitate a more precise and interpretable assessment of diabetes-related risk.

背景:在糖尿病发病前早期检测代谢功能障碍仍然是预防医学的一个关键挑战。尽管葡萄糖动力学提供了对代谢状态的高维洞察,但目前尚不清楚哪种葡萄糖动力学衍生的测量组合最有效地总结了葡萄糖调节的个体间差异。方法:我们分析了8025名未确诊糖尿病的成年人的连续血糖监测(CGM)数据,使用所有持续时间至少7天的记录,以获得葡萄糖动态的低维表示。通过探索性因子分析,我们确定了一小部分潜在特征,这些特征可以解释cgm衍生指标中个体之间的差异。然后,我们训练并验证了机器学习模型,以预测863名接受标准化膳食测试的参与者的餐后血糖轨迹。我们在一个独立的口服葡萄糖耐量试验数据集中进一步评估了这种表征的普遍性。最后,我们研究了1784名非糖尿病成年人血管和肝脏健康的衍生特征与标志物之间的关系。结果:“均值”、“方差”和“自相关”三个特征解释了cgm衍生测量中80%以上的个体间差异。基于这些特征的三维表示以高精度重建餐后血糖轨迹,并且优于禁食,平均和餐后两小时的血糖值。每一种特征都与颈动脉内膜-中膜厚度、肝脏脂肪变性和僵硬度有独立的相关性。结论:通过将高维葡萄糖动力学压缩为三个可解释的特征,并将信息损失降到最低,该框架提供了一个简单而有生理意义的葡萄糖调节表示,可能有助于更精确和可解释的糖尿病相关风险评估。
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引用次数: 0
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Communications medicine
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