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HIV-1 and Artificial Intelligence: From Molecular Insight to Population Impact. HIV-1和人工智能:从分子洞察到人口影响。
Pub Date : 2025-01-01
Giovannino Silvestri, Aditi Chatterjee

Artificial intelligence (AI) has become an indispensable ally in virology, enabling the analysis of enormous datasets that extend from viral genomes to behavioral and clinical information. HIV-1, a rapidly evolving retrovirus with extraordinary genetic diversity and a persistent latent reservoir, poses unique computational challenges that are now approachable through data-driven models. Modern machine-learning and deep-learning architectures can decode viral sequences, predict drug resistance and co-receptor usage, simulate evolutionary trajectories under therapy, and integrate multi-omics information to identify molecular determinants of persistence. In parallel, AI-assisted chemoinformatic shortens drug-discovery cycles, while network and language models enhance epidemiological surveillance and individualized care. The convergence of AI with organoid technologies, single-cell systems biology, and population informatics is redefining HIV research from static observation to dynamic prediction. Ethical transparency, algorithmic fairness, and equitable access remain central to ensuring that these innovations accelerate-not distort-the path toward durable remission and cure.

人工智能(AI)已经成为病毒学中不可或缺的盟友,能够分析从病毒基因组到行为和临床信息的庞大数据集。HIV-1是一种快速进化的逆转录病毒,具有非凡的遗传多样性和持久的潜伏库,它提出了独特的计算挑战,现在可以通过数据驱动模型来实现。现代机器学习和深度学习架构可以解码病毒序列,预测耐药性和共受体的使用,模拟治疗下的进化轨迹,并整合多组学信息来识别持久性的分子决定因素。与此同时,人工智能辅助的化学信息学缩短了药物发现周期,而网络和语言模型加强了流行病学监测和个性化护理。人工智能与类器官技术、单细胞系统生物学和人口信息学的融合正在重新定义艾滋病毒研究,从静态观察到动态预测。伦理透明、算法公平和公平获取仍然是确保这些创新加速——而不是扭曲——通往持久缓解和治愈之路的核心。
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引用次数: 0
The Performance of a New Multidimensional Frailty Index in Comparison to the Frailty Phenotype to Assess Frailty in People Living with HIV 50 Years of Age and Older in an Urban HIV Clinic. 一种新的多维脆弱性指数与脆弱性表型的比较在城市HIV诊所评估50岁及以上HIV感染者的脆弱性
Pub Date : 2025-01-01 DOI: 10.33696/aids.7.058
Uzoamaka A Eke, Katie Wasserstein, Carolyn Susman, Ahizechukwu C Eke, Kareshma Mohanty, Sarah Schmalzle, Nicole Viviano, Jennifer D Hoffmann, Neha S Pandit, Robyn Palmeiro, Judith Lee, Alice S Ryan, Kristen A Stafford, Ann Gruber-Baldini

Background: Frailty is increasingly recognized in older people living with HIV (PLWH), but optimal diagnostics are yet to be determined. Frailty indices (FI) represent an accumulation of health deficits shown to correlate better with mortality and adverse effects of aging than the frailty phenotype or chronological age.

Methods: This is a retrospective cohort study of frailty assessments in PLWH aged ≥ 50 years in a multidisciplinary urban HIV clinic. Frailty was assessed using Frailty Phenotype (FP) and a new 40-variable clinical composite FI derived from routine clinical and laboratory data (CCFI). CCFI scores were categorized into robust (≤ 0.15), pre-frail (>0.15-0.4), and frail (>0.4). CCFI frailty and its association with frailty-related factors were analyzed using logistic regression.

Results: The 165 participants were mostly black (94%) and male (56%), with median age 59 years (IQR 55-63), CD4 count 606 cells/μl (IQR 393-873), and 78% had HIV viral load ≤ 40 copies/ml. 70% had multimorbidity, 38% falls, 25% poor cognition, and 24% polypharmacy. By FP, 2% were frail, 65% prefrail, and 33% robust. By CCFI, 26% were frail, 67% prefrail, and 7% robust (range 0.08-0.57; mean 0.34 ±0.11). For FP categorized as robust, prefrail and frail, the mean CCFI was 0.31 ± 0.1, 0.35 ± 0.11 and 0.38 ± 0.08 respectively (P=0.06). Cognition (OR 3.64, p=0.003), falls (OR 5.09, p<0.001), polypharmacy of 6-9 medications (OR 3.07, p=0.03) and ≥ 10 medications (OR 4.25, p=0.009) and >3 comorbidities (OR 3.06, p=0.03) were associated with CCFI frailty, adjusted for age and sex.

Conclusion: The majority of older PLWH were pre-frail or frail. The CCFI identified more patients as frail and had significant clinical associations compared to FP.

背景:越来越多的老年人艾滋病毒感染者(PLWH)认识到虚弱,但最佳诊断尚未确定。虚弱指数(FI)代表健康缺陷的累积,与虚弱表型或实足年龄相比,与死亡率和衰老的不良影响有更好的相关性。方法:这是一项回顾性队列研究,在多学科的城市HIV诊所对年龄≥50岁的PLWH进行虚弱评估。使用脆弱表型(FP)和从常规临床和实验室数据(CCFI)衍生的新的40变量临床复合FI来评估脆弱性。CCFI评分分为稳健(≤0.15)、预虚弱(>0.15-0.4)和虚弱(>0.4)。采用logistic回归分析CCFI脆弱性及其与脆弱性相关因素的关系。结果:165名参与者以黑人(94%)和男性(56%)居多,中位年龄59岁(IQR 55 ~ 63), CD4细胞计数606个/μl (IQR 393 ~ 873), 78% HIV病毒载量≤40拷贝/ml。70%为多病,38%跌倒,25%认知不良,24%多药。按FP计算,2%体弱,65%体弱,33%健壮。通过CCFI, 26%虚弱,67%虚弱,7%健壮(范围0.08-0.57;平均0.34±0.11)。稳健型、弱前型和弱前型FP的CCFI平均值分别为0.31±0.1、0.35±0.11和0.38±0.08 (P=0.06)。认知(OR 3.64, p=0.003)、跌倒(OR 5.09, p3合并症(OR 3.06, p=0.03)与CCFI衰弱相关,经年龄和性别调整。结论:老年PLWH多为体弱前期或体弱。与FP相比,CCFI鉴定出更多虚弱的患者,并具有显著的临床相关性。
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引用次数: 0
Beyond Viral Suppression: Navigating Structural Barriers, Aging and Frailty, Drug Resistance, Therapeutic Innovations, and Reproductive Health Challenges in the Global HIV/AIDS Epidemic. 超越病毒抑制:在全球艾滋病毒/艾滋病流行中导航结构障碍、衰老和虚弱、耐药性、治疗创新和生殖健康挑战。
Pub Date : 2025-01-01 DOI: 10.33696/aids.7.067
Ahizechukwu C Eke, Uzoamaka A Eke

HIV programs worldwide have achieved remarkable gains toward viral suppression, transforming HIV from a fatal illness into a chronic condition for many. Despite these successes, a substantial proportion of people living with HIV (PLWH) continue to face poor health outcomes that extend well beyond viral control. Persistent social determinants of health and structural barriers, including poverty, stigma, discrimination, and disrupted health systems, limit access to prevention, treatment, and retention in care. At the same time, demographic shifts have created new challenges, with more than half of PLWH in high-income countries now aged ≥50 years, facing accelerated aging, multi-morbidity, and neurocognitive decline. Emerging drug resistance, both pretreatment and transmitted, threatens the durability of existing regimens, particularly in low- and middle-income countries where routine resistance testing remains limited. In reproductive health, women of childbearing age remain disproportionately affected, with ongoing complexities around antiretroviral selection, adverse pregnancy outcomes, and the long-term health of HIV-exposed but uninfected (HEU) infants. This narrative review synthesizes evidence from peer-reviewed studies, global guidelines, and major clinical trials published up until September 2025 to explore these converging issues. By highlighting gaps and opportunities across aging, structural barriers to care, social determinants of health, therapeutic innovation, and reproductive health, we underscore the need for inclusive, multidisciplinary, and evidence-based HIV care models for the next decade.

世界各地的艾滋病毒项目在抑制病毒方面取得了显著进展,将艾滋病毒从一种致命疾病转变为许多人的慢性病。尽管取得了这些成功,但相当大比例的艾滋病毒感染者仍然面临着远远超出病毒控制范围的不良健康结果。持续存在的健康社会决定因素和结构性障碍,包括贫困、污名化、歧视和中断的卫生系统,限制了获得预防、治疗和保留护理的机会。与此同时,人口结构的变化带来了新的挑战,高收入国家一半以上的PLWH现在年龄≥50岁,面临加速老龄化、多病和神经认知能力下降。新出现的耐药性,无论是预处理还是传播,都威胁到现有治疗方案的持久性,特别是在常规耐药性检测仍然有限的低收入和中等收入国家。在生殖健康方面,育龄妇女仍然受到不成比例的影响,抗逆转录病毒选择、不良妊娠结果以及暴露于艾滋病毒但未感染(HEU)的婴儿的长期健康等方面的复杂性持续存在。这篇叙述性综述综合了截至2025年9月发表的同行评议研究、全球指南和主要临床试验的证据,以探讨这些趋同问题。通过强调老龄化、护理结构性障碍、健康的社会决定因素、治疗创新和生殖健康方面的差距和机会,我们强调需要在未来十年建立包容性、多学科和循证的艾滋病毒护理模式。
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引用次数: 0
Potential Advantages of a Well-balanced Nutrition Regimen for People Living with Human Immunodeficiency Virus Type -1. 人类免疫缺陷病毒-1 型感染者均衡营养方案的潜在优势。
Pub Date : 2024-01-01 DOI: 10.33696/aids.6.048
Daniele Basta, Olga S Latinovic, Yutaka Tagaya, Giovannino Silvestri

This review underscores the important role of nutrition in enhancing the management of Human Immunodeficiency Virus type 1 (HIV-1). Highlighting the efficacy of dietary interventions, including, the importance of omega-3 fatty acids, vitamins D and B-12, and the Mediterranean diet, we delineate how these beneficial nutritional strategies can improve the effectiveness of combined antiretroviral therapy (cART), mitigate its side effects, and ameliorate metabolic disorders in people living with HIV-1 (PLWH). Our review advocates for the integration and implementation of personalized nutritional assessments into the care plan for PLWH, proposing actionable strategies for healthcare providers in HIV-1 field. Summarizing the current standing of the relevance of the nutritional and well-planned diet recommended for the PLWH and emphasizing on the future research directions, this review establishes a foundation for nutrition as a cornerstone in comprehensive HIV-1 management. Our review aims to improve patients' health outcomes and overall quality of life for PLWH.

本综述强调了营养在加强人类免疫缺陷病毒 1 型(HIV-1)管理中的重要作用。我们强调了膳食干预的功效,包括ω-3 脂肪酸、维生素 D 和 B-12 以及地中海饮食的重要性,并阐述了这些有益的营养策略如何提高联合抗逆转录病毒疗法(cART)的疗效、减轻其副作用以及改善 HIV-1 感染者(PLWH)的代谢紊乱。我们的综述提倡将个性化营养评估纳入 PLWH 的护理计划并加以实施,为 HIV-1 领域的医护人员提出了可行的策略。本综述总结了当前为 PLWH 推荐的营养和有计划饮食的相关性,并强调了未来的研究方向,为营养作为 HIV-1 综合管理的基石奠定了基础。我们的综述旨在改善 PLWH 患者的健康状况和整体生活质量。
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引用次数: 0
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Journal of AIDS and HIV treatment
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