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Impact of drug repurposing between 1985 and 2024 on pharmaceutical innovation. 1985 - 2024年间药物再利用对药物创新的影响。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-08 DOI: 10.1038/s43856-025-01344-1
Sanae Akodad, Xixian Niu, Berta Secades, Hilde Stevens

Background: Drug repurposing describes the approval of an already authorized medicine for a new therapeutic indication. Rising development costs, long clinical timelines and attrition in first-in-class discovery have renewed interest in this strategy as a way to extend pharmacological value using pre-validated mechanisms. This study evaluates how repurposing has contributed to pharmaceutical innovation over four decades, examining approval patterns, therapeutic redirection and industry behavior.

Methods: A longitudinal dataset of all new molecular entities and biologic products approved by the United States regulator between 1985 and 2024 was constructed. Repurposing was defined strictly as a new therapeutic indication distinct from the original approval. All cases were verified using regulatory documentation. Descriptive analyses quantified approval volumes, therapeutic transitions, applicant trajectories and development intervals. We compared the time to repurposing when development remained within the original company versus when rights transferred externally.

Results: Here we show that 451 drugs received subsequent approval for a new therapeutic use, representing a substantial fraction of authorized medicines. Oncology and neurological disorders act as major nodes of redirection, serving both as frequent endpoints and as mechanistic sources for cross-domain translation. The mean interval between first approval and repurposing is 7.2 years, shorter than typical development timelines for newly originated drugs. Repurposing occurs more rapidly when development rights remain with the original owner, and large firms account for most approvals.

Conclusions: Repurposing has become a durable component of pharmaceutical innovation, enabling faster clinical deployment of validated mechanisms across disease domains. These findings highlight its potential to expand treatment options while reducing R&D uncertainty.

背景:药物再利用是指批准已经批准的药物用于新的治疗适应症。不断上升的开发成本、漫长的临床时间和一流发现的损耗重新引起了人们对这种策略的兴趣,这种策略可以利用预先验证的机制来扩展药理价值。本研究评估了在过去四十年中,再利用如何促进了制药创新,考察了批准模式、治疗转向和行业行为。方法:构建1985年至2024年间美国监管机构批准的所有新分子实体和生物制品的纵向数据集。重新利用被严格定义为一种不同于原批准的新的治疗指征。所有病例均使用法规文件进行验证。描述性分析量化了批准量、治疗过渡、申请人轨迹和开发间隔。我们比较了在原公司内部进行开发和将权利转移到外部的时间。结果:在这里,我们显示451种药物获得了新的治疗用途的后续批准,代表了批准药物的很大一部分。肿瘤和神经系统疾病是重定向的主要节点,既是频繁的终点,也是跨域翻译的机制来源。首次批准和重新利用之间的平均间隔为7.2年,比新上市药物的典型开发时间短。当开发权仍在原所有者手中、大公司占多数批准时,重新利用土地的速度会更快。结论:重新利用已成为药物创新的持久组成部分,使跨疾病领域的有效机制的临床部署更快。这些发现突出了它在减少研发不确定性的同时扩大治疗选择的潜力。
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引用次数: 0
Genomic and transcriptomic analyses of melanoma in Japanese patients reveal candidate biomarkers for immune checkpoint inhibitor responders. 日本黑色素瘤患者的基因组和转录组学分析揭示了免疫检查点抑制剂应答者的候选生物标志物。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-07 DOI: 10.1038/s43856-025-01341-4
T Kimura, N Tanaka, T Maekawa, Y Kiniwa, R Okuyama, J Asai, S Matsushita, H Uchi, H Kato, K Nagase, A Kobayashi, A Tanemura, T Fujimura, Y Fujisawa, K Kunimoto, T Ito, S Mori, K Yoshino, N Yamazaki, H Yano, Y Komohara, T Noda, K Kiyotani, S Mori, S Fukushima

Background: Immune checkpoint inhibitors (ICIs) have greatly improved advanced melanoma prognosis. However, the efficacy of ICIs in Japanese patients has been found to be lower than that in their white counterparts. We aimed to elucidate the genomic and transcriptomic features associated with response to ICIs in Japanese patients with melanoma.

Methods: A total of 129 tumor samples were collected from 78 patients with melanoma who received therapeutic regimens with or without ICI treatment. We performed exome and RNA sequencing and investigated the association between genomic and transcriptomic factors and the clinical efficacy of ICI.

Results: The number of somatic SNVs in Japanese patients with melanoma is lower than that in the TCGA white data owing to the biased distribution of WHO subtypes. The driver subtypes BRAF, NRAS, and NF1 are less prevalent, but the triple wildtype predominantly exists in this cohort. An exome-wide survey reveals no significant association of mutated genes with ICI response; however, transcriptomic analysis reveals inflammation-associated genes, including several chemokines and cytokines, that are highly expressed in clinically benefited patients. Follicular helper T cells, measured by immune cell composition analysis, are significantly enriched in clinically benefited patients (p = 0.0373). Through time-course transcriptome analysis, in addition to several cytotoxic T-cell genes, MARCO on tumor-associated macrophages is found to be induced by ICI treatment in clinically benefited patients (p = 0.0040). Protein expression of these genes is confirmed by immunohistochemical and multiplex immunofluorescence analyses.

Conclusions: To our knowledge, this is the first and largest genomic cohort study in Japanese patients with melanoma in which tumor samples were prospectively analyzed. Genomic and transcriptomic analyses reveal candidate biomarkers for ICI in Japan.

背景:免疫检查点抑制剂(ICIs)能显著改善晚期黑色素瘤的预后。然而,ICIs在日本患者中的疗效已被发现低于白人患者。我们的目的是阐明与日本黑色素瘤患者对ICIs反应相关的基因组和转录组学特征。方法:共收集78例黑色素瘤患者的129份肿瘤样本,这些患者接受了有或没有ICI治疗方案。我们进行了外显子组和RNA测序,并研究了基因组和转录组因子与ICI临床疗效之间的关系。结果:由于WHO亚型的偏倚分布,日本黑色素瘤患者的体细胞snv数量低于TCGA白色数据。驱动亚型BRAF、NRAS和NF1不太普遍,但三种野生型在该队列中主要存在。一项全外显子组调查显示,突变基因与ICI反应无显著关联;然而,转录组学分析显示炎症相关基因,包括几种趋化因子和细胞因子,在临床受益的患者中高度表达。通过免疫细胞组成分析测量的滤泡辅助性T细胞在临床受益的患者中显著富集(p = 0.0373)。通过时间过程转录组分析,除了几个细胞毒性t细胞基因外,在临床受益的患者中,肿瘤相关巨噬细胞上的MARCO也被ICI治疗诱导(p = 0.0040)。这些基因的蛋白表达通过免疫组织化学和多重免疫荧光分析得到证实。结论:据我们所知,这是第一个也是最大的对日本黑色素瘤患者进行前瞻性肿瘤样本分析的基因组队列研究。基因组和转录组学分析揭示了日本ICI的候选生物标志物。
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引用次数: 0
Behavior change and infection induced immunity led to the decline of the 2022 Mpox outbreak in Berlin. 行为改变和感染引起的免疫导致了2022年柏林麻疹疫情的下降。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-06 DOI: 10.1038/s43856-025-01340-5
Nils Gubela, Hee-Yeong Kim, Nikolay Lunchenkov, Daniel Stern, Janine Michel, Andreas Nitsche, Axel J Schmidt, Ulrich Marcus, Max von Kleist

Background: Mpox denotes a viral zoonosis caused by the Orthopoxvirus monkeypox (MPXV), which is endemic in West and Central Africa. In spring 2022, notable outbreaks of MPXV clade IIb were recorded in several high-income countries, predominantly affecting men who have sex with men (MSM). At the peak of the outbreak, over 200 new mpox cases per week were reported in Berlin, which constitutes one of the largest MSM population in Europe. Within the same year, the outbreak significantly declined, and it is unclear which factors contributed to this rapid decrease.

Methods: To investigate the concomitant effects of sexual contact networks, transient contact reductions and the effect of infection- vs. vaccine-derived immunity on the 2022 mpox outbreak, we calibrated an agent-based model with epidemic, vaccination, contact- and behavioral data.

Results: Our results indicate that vaccination has a marginal effect on the epidemic decline. Rather, a combination of infection-induced immunity of high-contact individuals, as well as transient behavior changes reduce the number of susceptible individuals below the epidemic threshold. However, the 2022 mpox vaccination campaign, together with infection-derived immunity may contribute to herd-immunity in the Berlin MSM population against ongoing clade I mpox outbreaks. Demographic changes and immune waning may deteriorate this herd immunity over time.

Conclusions: These findings highlight that, in addition to vaccination, timely and clear communication of transmission routes may trigger spontaneous protective behavior within key populations; underscoring the importance of targeted sexual health education as a core component of outbreak response.

背景:猴痘是指由正痘病毒猴痘(MPXV)引起的病毒性人畜共患病,在西非和中非流行。在2022年春季,在几个高收入国家记录了MPXV亚型IIb的显著暴发,主要影响男男性行为者(MSM)。在疫情高峰期,柏林每周报告200多例新的麻疹病例,是欧洲男男性行为者人口最多的地区之一。同年,疫情显著减少,目前尚不清楚是哪些因素导致了这种迅速减少。方法:为了研究性接触网络、短暂接触减少以及感染与疫苗衍生免疫对2022年mpox爆发的影响,我们校准了一个基于agent的模型,该模型包含流行病、疫苗接种、接触和行为数据。结果:我们的研究结果表明,接种疫苗对疫情的下降有边际效应。相反,高接触个体的感染诱导免疫以及短暂行为改变的结合将易感个体的数量减少到流行病阈值以下。然而,2022年的m痘疫苗接种运动以及感染源性免疫可能有助于柏林MSM人群对正在发生的I支m痘暴发产生群体免疫。随着时间的推移,人口结构的变化和免疫力的下降可能会使这种群体免疫力恶化。结论:这些发现强调,除了疫苗接种外,及时和明确的传播途径沟通可能会在关键人群中引发自发的保护行为;强调有针对性的性健康教育作为疫情应对的核心组成部分的重要性。
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引用次数: 0
Trans-ancestry GWAS of hot flashes reveals potent treatment target and overlap with psychiatric disorders. 潮热的跨血统GWAS揭示了有效的治疗靶点和与精神疾病的重叠。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-06 DOI: 10.1038/s43856-025-01305-8
Kathryn E Werwath, Rebecca B Lawn, Madeleine T Salem, Tayden Li, Brittany L Mitchell, Hanyang Shen, Scott D Gordon, Benson Kung, Ciera Stafford, Mytilee Vemuri, Andrew Ratanatharathorn, Joeri Meijsen, Aladdin H Shadyab, Charles Kooperberg, Karestan C Koenen, Carolyn J Crandall, Nicholas G Martin, Laramie E Duncan

Background: Most women experience hot flashes (hot flushes) during the menopause transition. Menopausal hot flashes typically persist for years, and for a sizeable minority of women, are substantially impairing. Genetic investigations can improve understanding of hot flash etiology.

Methods: We conducted a trans-ancestry genome-wide association study (GWAS) of hot flashes (N = 149,560) among post-menopausal women age 35-88. The outcome variable was self-reported hot flashes in four samples (total n = 42,489) and menopausal hormone therapy as a proxy in one sample (n = 107,071). We estimated the heritability of hot flashes and genetic correlations with psychiatric phenotypes using linkage disequilibrium score regression.

Results: In our trans-ancestry meta-analysis, the top locus lies on chromosome 4 in the neurokinin 3 receptor gene (TACR3, p = 7.2×10-41). We also identify another locus on chromosome 4 with top SNP rs13107507 (p = 3.5×10-8). Gene results implicate TACR3, GRID1, NUDT4, and PHF21B. SNP heritability is estimated to be 8% (h2liab = .08, h2SNP = .04, se = .02). Genetic correlations are statistically significant between hot flashes and PTSD (rg = 0.25, p = 0.01), schizophrenia (rg = 0.17, p = 0.02), depression (rg = 0.21, p = 0.01), and ADHD (rg = .22, p = 0.03).

Conclusions: These genomic findings are consistent with independent, robust basic science research which led to a recently developed treatment for hot flashes, namely, a neurokinin 3 receptor antagonist. This non-hormonal class of hot flash drugs blocks the receptor coded for by the top locus reported here (TACR3, the neurokinin 3 receptor gene). Hot flash GWAS results provide an example of how GWAS findings can point to potent treatment targets for complex brain phenotypes.

背景:大多数女性在更年期过渡期间会经历潮热。绝经期潮热通常会持续数年,而且对相当一部分女性来说,潮热会严重受损。遗传调查可以提高对潮热病因的认识。方法:我们对35-88岁绝经后妇女的潮热进行了一项跨祖先全基因组关联研究(GWAS)。结果变量是四个样本(n = 42,489)中自我报告的潮热,一个样本(n = 107,071)中更年期激素治疗作为替代。我们使用连锁不平衡评分回归估计了潮热的遗传性和与精神表型的遗传相关性。结果:在我们的跨祖先荟萃分析中,顶端位点位于4号染色体上的神经激肽3受体基因(TACR3, p = 7.2×10-41)。我们还在4号染色体上发现了另一个顶端SNP为rs13107507的位点(p = 3.5×10-8)。基因结果涉及TACR3、GRID1、NUDT4和PHF21B。SNP遗传率估计为8% (h2liab =)。08、h2SNP =。04, se = .02)。潮热与PTSD (rg = 0.25, p = 0.01)、精神分裂症(rg = 0.17, p = 0.02)、抑郁症(rg = 0.21, p = 0.01)、ADHD (rg = 0.01)的遗传相关性均有统计学意义。22, p = 0.03)。结论:这些基因组研究结果与独立的、强有力的基础科学研究相一致,这些研究导致了最近开发的一种治疗潮热的方法,即神经激肽3受体拮抗剂。这种非激素类的潮热药物阻断了这里报道的顶端基因座(TACR3,神经激肽3受体基因)编码的受体。热闪GWAS结果提供了一个例子,说明GWAS的发现如何指向复杂脑表型的有效治疗靶点。
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引用次数: 0
Non-contact lung disease classification via orthogonal frequency division multiplexing-based passive 6G integrated sensing and communication. 基于正交频分复用的无源6G集成传感与通信的非接触式肺病分类。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-06 DOI: 10.1038/s43856-025-01181-2
Hasan Mujtaba Buttar, Muhammad Mahboob Ur Rahman, Muhammad Wasim Nawaz, Adnan Noor Mian, Adnan Zahid, Qammer H Abbasi

Background: The screening tools for respiratory diseases typically involve spirometry (for asthma and COPD), CT scans (for interstitial lung disease), chest X-rays (for pneumonia and tuberculosis), and sputum analysis (for tuberculosis).

Methods: This work examines a diagnostic approach whereby a subject's chest is radio-exposed to non-ionizing 6G/WiFi multi-carrier radio signals at a frequency of 5.23 GHz. The fact that each respiratory disease modulates the amplitude, frequency, and phase of each radio frequency differently allows us to screen for five respiratory diseases: asthma, chronic obstructive pulmonary disease, interstitial lung disease, pneumonia, and tuberculosis. We collect a new dataset (OFDM-Breathe) from 220 individuals in a hospital setting, including 190 patients and 30 healthy controls. The dataset contains over 26,000 s of radio signal recordings across 64 frequencies. Several machine learning and deep learning models are evaluated to classify disease type based on the discriminatory signatures of radio signals.

Results: We learn that a vanilla convolutional neural network achieves 98% accuracy in differentiating between the five respiratory diseases, along with strong performance in precision, recall, and F1-score. An ablation study demonstrates that reliable screening with up to 96% accuracy is possible using only eight frequencies, representing just 12.5% of the total bandwidth and leaving 87.5% available for 6G/WiFi data communication.

Conclusions: The proposed method could enable real-time respiratory disease screening, could help realize the health equity in developing countries, and lays the groundwork for 6G/WiFi-enabled integrated sensing and communication platforms for healthcare systems of the future.

背景:呼吸系统疾病的筛查工具通常包括肺活量测定法(用于哮喘和COPD)、CT扫描(用于间质性肺疾病)、胸部x光片(用于肺炎和结核病)和痰液分析(用于结核病)。方法:本研究研究了一种诊断方法,即将受试者的胸部暴露于频率为5.23 GHz的非电离6G/WiFi多载波无线电信号中。事实上,每一种呼吸系统疾病都以不同的方式调节每个无线电频率的振幅、频率和相位,这使我们能够筛查五种呼吸系统疾病:哮喘、慢性阻塞性肺病、肺间质性疾病、肺炎和结核病。我们从医院环境中的220个人中收集了一个新的数据集(OFDM-Breathe),其中包括190名患者和30名健康对照。该数据集包含64个频率的26,000多个无线电信号记录。评估了几种机器学习和深度学习模型,以基于无线电信号的歧视性特征对疾病类型进行分类。结果:我们了解到香草卷积神经网络在区分五种呼吸系统疾病方面达到98%的准确率,并且在精度,召回率和f1分数方面表现出色。一项消融研究表明,仅使用8个频率就可以实现高达96%的可靠筛选,仅占总带宽的12.5%,剩下的87.5%可用于6G/WiFi数据通信。结论:该方法可以实现实时呼吸系统疾病筛查,有助于实现发展中国家的健康公平,并为未来医疗保健系统的6G/ wifi集成传感和通信平台奠定基础。
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引用次数: 0
Dose-related association between radiation exposure from computed tomography (CT) scans during trauma hospitalizations and subsequent risk of developing new-onset cancers. 创伤住院期间计算机断层扫描(CT)辐射暴露与随后发生新发癌症风险之间的剂量相关关系
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-05 DOI: 10.1038/s43856-025-01354-z
Lai Kin Yaw, Swithin Song, Kwok Ming Ho

Background: The association between radiation dose from Computed Tomography (CT) and subsequent cancer risk in adults remains poorly defined.

Methods: We conducted a statewide cohort study to examine the relationship between CT-related radiation exposure - measured by dose-length-product (DLP) - and cancer outcomes among adult trauma patients in Western Australia from 2004 to 2020. Patients with a documented cancer diagnosis within five years prior to trauma were excluded.

Results: After excluding patients with missing smoking data (n = 12,690), 2662 patients (17.3%) are included in the primary analysis. The cohort is predominantly male (75.8%), with a median age of 41 years (IQR: 27-58) and a median Injury Severity Score (ISS) of 17 (IQR: 16-22). Over a median follow-up of 5.9 years (IQR: 4.0-7.9), 374 patients (14.0%) died, including 21 cancer-related deaths (0.8%), accounting for 5.6% of all deaths. During the index trauma admission, patients underwent a median of 6 X-rays (IQR: 3-12) and 3 CT scans (IQR:1-5) with a median DLP of 1,941 mGy*cm (IQR: 637-3,388). DLP and absorbed radiation dose are significantly correlated with injury severity (Pearson r = 0.209 and 0.265, respectively; both p = 0.001). Radiation exposure is significantly associated with increased risk of new-onset cancer (adjusted hazard ratio [aHR]: 1.08 per 1,000 mGy*cm increment in DLP; 95%CI: 1.01-1.16; p = 0.042) and cancer-related mortality (aHR 3.35 for those exposed to >5000 mGy*cm; 95%CI: 1.20-9.38; p = 0.021). These findings are consistent in a larger cohort of 15,352 patients after multiple imputation for missing smoking data.

Conclusions: CT-related radiation exposure during trauma hospitalizations is associated with a dose-dependent increase in the risk of subsequent cancer incidence and mortality.

背景:成人计算机断层扫描(CT)辐射剂量与随后癌症风险之间的关系仍不明确。方法:我们进行了一项全州范围的队列研究,以检查2004年至2020年西澳大利亚州成人创伤患者中ct相关辐射暴露(以剂量-长度-产物(DLP)测量)与癌症结局之间的关系。在创伤前5年内确诊为癌症的患者被排除在外。结果:排除吸烟资料缺失的患者(n = 12,690)后,初步分析纳入2662例患者(17.3%)。该队列以男性为主(75.8%),中位年龄41岁(IQR: 27-58),中位损伤严重程度评分(ISS)为17 (IQR: 16-22)。中位随访5.9年(IQR: 4.0-7.9), 374例患者(14.0%)死亡,其中21例癌症相关死亡(0.8%),占总死亡人数的5.6%。在入院期间,患者接受了6次x线(IQR: 3-12)和3次CT扫描(IQR:1-5),中位DLP为1,941 mGy*cm (IQR: 637-3,388)。DLP、辐射吸收剂量与损伤严重程度显著相关(Pearson r分别为0.209、0.265,p均为0.001)。辐射暴露与新发癌症的风险增加显著相关(调整后的危险比[aHR]: 1.08 / 1,000 mGy*cm; 95%CI: 1.01-1.16; p = 0.042)和癌症相关死亡率(暴露于>5000 mGy*cm的aHR为3.35;95%CI: 1.20-9.38; p = 0.021)。在对缺失的吸烟数据进行多次代入后,这些发现在15352例患者的更大队列中是一致的。结论:创伤住院期间的ct相关辐射暴露与随后癌症发病率和死亡率风险的剂量依赖性增加有关。
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引用次数: 0
Clinical application of HEDI for biomechanical evaluation and visualisation in incisional hernia repair. HEDI在切口疝修补术中生物力学评价和显像的临床应用。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-04 DOI: 10.1038/s43856-025-01311-w
Philipp D Lösel, Jacob J Relle, Samuel Voß, Ramesch Raschidi, Regine Nessel, Johannes Görich, Mark O Wielpütz, Thorsten Löffler, Vincent Heuveline, Friedrich Kallinowski

Background: Abdominal wall defects, such as incisional hernias, are a common source of pain and discomfort and often require repeated surgical interventions. Traditional mesh repair techniques typically rely on fixed overlap based on defect size, without considering important biomechanical factors like muscle activity, internal pressure, and tissue elasticity. This study aims to introduce a biomechanical approach to incisional hernia repair that accounts for abdominal wall instability and to evaluate a visualisation tool designed to support surgical planning.

Methods: We developed HEDI, a tool that uses computed tomography with Valsalva manoeuvre to automatically assess hernia size, volume, and abdominal wall instability. This tool was applied in the preoperative evaluation of 31 patients undergoing incisional hernia repair. Surgeries were performed concurrently with the development of the tool, and patient outcomes were monitored over a three-year period.

Results: Here we show that all 31 patients remain free of pain and hernia recurrence three years after surgery. The tool provides valuable visual insights into abdominal wall dynamics, supporting surgical decision-making. However, it should be used as an adjunct rather than a standalone guide.

Conclusions: This study presents a biomechanical strategy for hernia repair and introduces a visualisation tool that enhances preoperative assessment. While early results are promising, the tool's evolving nature and its role as a visual aid should be considered when interpreting outcomes. Further research is needed to validate its broader clinical utility.

背景:腹壁缺陷,如切口疝,是疼痛和不适的常见来源,通常需要反复手术干预。传统的网状修复技术通常依赖于基于缺陷大小的固定重叠,而没有考虑重要的生物力学因素,如肌肉活动、内部压力和组织弹性。本研究旨在介绍一种生物力学方法用于腹壁不稳定的切口疝修复,并评估一种旨在支持手术计划的可视化工具。方法:我们开发了HEDI,这是一种使用Valsalva操作的计算机断层扫描自动评估疝大小、体积和腹壁不稳定性的工具。应用该工具对31例切口疝修补术患者进行术前评估。手术与该工具的开发同时进行,并在三年的时间内监测患者的预后。结果:31例患者术后3年均无疼痛和疝复发。该工具提供了有价值的腹壁动态视觉洞察,支持手术决策。然而,它应该被用作一个辅助而不是一个独立的指南。结论:本研究提出了疝修补的生物力学策略,并介绍了一种增强术前评估的可视化工具。虽然早期的结果是有希望的,但在解释结果时,应该考虑到该工具不断发展的性质及其作为视觉辅助工具的作用。需要进一步的研究来验证其更广泛的临床应用。
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引用次数: 0
Associations of abdominal obesity and plasma fatty acids with microvascular diseases. 腹部肥胖和血浆脂肪酸与微血管疾病的关系
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-03 DOI: 10.1038/s43856-025-01333-4
Ruidie Shi, Lan Yu, Shengnan Liu, Guangbin Sun, Dongfang Zhang, Xinyue Li, Qiang Zhang, Xiaolong Xing, Xumei Zhang, Xueli Yang

Background: The independent and interactive associations of abdominal obesity and fatty acids with the risk of microvascular diseases (MVDs) are still unclear.

Methods: We conducted a prospective cohort study of 88,571 participants aged 40-69 years from the UK Biobank. Plasma fatty acids were quantified at baseline using high-throughput nuclear magnetic resonance spectroscopy and were analyzed in quartiles, with the lowest quartile of each fatty acid subtype as the reference. Cox regression models were employed to assess the associations between fatty acid levels and incident MVDs, with adjustment for relevant covariates.

Results: Over a median follow-up of 13.7 years, higher levels of total polyunsaturated fatty acids (PUFAs), n-3 PUFAs, and n-6 PUFAs are associated with a significantly lower risk of MVDs. The hazard ratios (HRs) for the highest versus lowest quartile (Q4 vs. Q1) are 0.81 (95% CI: 0.75-0.87), 0.89 (95% CI: 0.83-0.96), and 0.85 (95% CI: 0.79-0.91), respectively. Conversely, higher levels of saturated and monounsaturated fatty acids are associated with a higher risk of MVDs. Furthermore, an antagonistic additive interaction is observed between n-3 PUFAs and abdominal obesity (RERI: -0.14, 95% CI: -0.25- -0.03).

Conclusion: Higher plasma PUFAs are associated with a lower risk of MVDs. Furthermore, the association between n-3 PUFAs and a lower risk of MVDs is more pronounced among individuals with abdominal obesity. These findings contribute to the limited prospective evidence on the associations between plasma-specific fatty acids and MVDs.

背景:腹部肥胖和脂肪酸与微血管疾病(mvd)风险之间的独立和相互作用关系尚不清楚。方法:我们对来自英国生物银行的年龄在40-69岁之间的88,571名参与者进行了一项前瞻性队列研究。采用高通量核磁共振波谱法在基线时对血浆脂肪酸进行定量,并以每种脂肪酸亚型的最低四分位数为参照,按四分位数进行分析。采用Cox回归模型评估脂肪酸水平与事件mvd之间的关系,并对相关协变量进行调整。结果:在中位13.7年的随访中,较高水平的总多不饱和脂肪酸(PUFAs)、n-3 PUFAs和n-6 PUFAs与mvd的风险显著降低相关。最高四分位数与最低四分位数(Q4 vs Q1)的风险比(hr)分别为0.81 (95% CI: 0.75-0.87)、0.89 (95% CI: 0.83-0.96)和0.85 (95% CI: 0.79-0.91)。相反,较高水平的饱和和单不饱和脂肪酸与较高的mvd风险相关。此外,n-3 PUFAs与腹部肥胖之间存在拮抗加性相互作用(rei: -0.14, 95% CI: -0.25- -0.03)。结论:较高的血浆PUFAs与较低的mvd风险相关。此外,在腹部肥胖的个体中,n-3 PUFAs与mvd风险较低之间的关联更为明显。这些发现为血浆特异性脂肪酸与mvd之间的关联提供了有限的前瞻性证据。
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引用次数: 0
Artificial intelligence for breast cancer management. 人工智能用于乳腺癌管理。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-03 DOI: 10.1038/s43856-025-01342-3
Bryan Nicholas Chua, Dexter Kai Hao Thng, Tan Boon Toh, Dean Ho

Artificial intelligence is transforming breast cancer management through various machine learning applications. Artificial intelligence supports precision medicine by enhancing detection, diagnosis, prognosis, and treatment response prediction. It achieves this by analysing data from medical imaging, histopathology, genomics and multi-omics sources to improve patient recovery. This review summarises AI-driven advancements across the entire continuum of breast cancer management, spanning detection, diagnosis, prognosis, treatment and recovery. It evaluates their efficacy and limitations, explores their impact on healthcare costs and clinical practice, and addresses key challenges including generalisability, reproducibility and regulatory barriers. Evidence from recent studies highlights AI's role in improving breast cancer detection, molecular subtyping and prognostic accuracy. It also facilitates more patient-tailored therapeutic strategies and supports quality of life interventions. Nonetheless, the translation of these benefits into clinical practice requires rigorous validation, transparent model development, and equitable implementation.

人工智能正在通过各种机器学习应用改变乳腺癌的管理。人工智能通过增强检测、诊断、预后和治疗反应预测来支持精准医疗。它通过分析医学成像、组织病理学、基因组学和多组学来源的数据来实现这一目标,以改善患者的康复。这篇综述总结了人工智能在乳腺癌管理的整个连续体中的进展,包括检测、诊断、预后、治疗和康复。它评估了它们的功效和局限性,探讨了它们对医疗保健成本和临床实践的影响,并解决了包括普遍性、可重复性和监管障碍在内的关键挑战。最近的研究证据强调了人工智能在提高乳腺癌检测、分子分型和预后准确性方面的作用。它还促进了更多针对患者的治疗策略,并支持生活质量干预。然而,将这些益处转化为临床实践需要严格的验证、透明的模型开发和公平的实施。
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引用次数: 0
Machine learning models predict long COVID outcomes based on baseline clinical and immunologic factors. 机器学习模型基于基线临床和免疫因素预测长期COVID结果。
IF 5.4 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-03 DOI: 10.1038/s43856-025-01230-w
Naresh Doni Jayavelu, Hady Samaha, Sonia Tandon Wimalasena, Annmarie Hoch, Jeremy P Gygi, Gisela Gabernet, Al Ozonoff, Shanshan Liu, Carly E Milliren, Ofer Levy, Lindsey R Baden, Esther Melamed, Lauren I R Ehrlich, Grace A McComsey, Rafick P Sekaly, Charles B Cairns, Elias K Haddad, Joanna Schaenman, Albert C Shaw, David A Hafler, Ruth R Montgomery, David B Corry, Farrah Kheradmand, Mark A Atkinson, Scott C Brakenridge, Nelson I Agudelo Higuit, Jordan P Metcalf, Catherine L Hough, William B Messer, Bali Pulendran, Kari C Nadeau, Mark M Davis, Linda N Gen, Ana Fernandez Sesma, Viviana Simon, Florian Krammer, Monica Kraft, Chris Bime, Carolyn S Calfee, David J Erle, Charles R Langelier, Leying Guan, Holden T Maecker, Bjoern Peters, Steven H Kleinstein, Elaine F Reed, Alison D Augustine, Joann Diray-Arce, Patrice M Becker, Nadine Rouphael, Matthew C Altman

Background: The post-acute sequelae of SARS-CoV-2 (PASC), also known as long COVID, remain a significant health issue that is incompletely understood. Predicting which acutely infected individuals will develop long COVID is challenging due to the absence of established biomarkers, clear disease mechanisms, or well-defined sub-phenotypes. Machine learning (ML) models may address this gap by leveraging clinical data to enhance diagnostic precision.

Methods: Clinical data, including antibody titers and viral load measurements collected at the time of hospital admission, are used to predict the likelihood of acute COVID-19 progressing to long COVID. Machine learning models are trained and evaluated for predictive performance. Feature importance analysis is performed to identify the most influential predictors.

Results: The machine learning models achieve median AUROC values ranging from 0.64 to 0.66 and AUPRC values between 0.51 and 0.54, demonstrating predictive capabilities. Low antibody titers and high viral loads at hospital admission emerge as the strongest predictors of long COVID outcomes. Comorbidities-such as chronic respiratory, cardiac, and neurologic diseases-and female sex are also identified as significant risk factors.

Conclusions: Machine learning models identify patients at risk for developing long COVID based on baseline clinical characteristics. These models guide early interventions, improve patient outcomes, and mitigate the long-term public health impacts of SARS-CoV-2.

背景:SARS-CoV-2急性后后遗症(PASC),也称为长冠状病毒,仍然是一个尚未完全了解的重大健康问题。由于缺乏既定的生物标志物、明确的疾病机制或明确的亚表型,预测哪些急性感染个体将发展为长期COVID具有挑战性。机器学习(ML)模型可以通过利用临床数据来提高诊断精度来解决这一差距。方法:利用入院时收集的临床资料,包括抗体滴度和病毒载量测定,预测急性COVID-19发展为长期COVID-19的可能性。对机器学习模型进行训练并评估其预测性能。进行特征重要性分析以确定最具影响力的预测因子。结果:机器学习模型的中位数AUROC值在0.64 ~ 0.66之间,AUPRC值在0.51 ~ 0.54之间,显示出预测能力。入院时的低抗体滴度和高病毒载量是COVID长期预后的最强预测因素。合并症——如慢性呼吸系统、心脏和神经系统疾病——和女性也被认为是重要的危险因素。结论:机器学习模型根据基线临床特征识别有长期COVID风险的患者。这些模型指导早期干预,改善患者预后,并减轻SARS-CoV-2对公共卫生的长期影响。
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引用次数: 0
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Communications medicine
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