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The role of PD‑1/PD‑L1 axis in liver diseases. PD‑1/PD‑L1轴在肝脏疾病中的作用
IF 3.5 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-12 DOI: 10.1007/s10238-025-01982-8
Zijian Zeng, Shuanglan Chen, Qun Niu, Haijian Dong, Yuanqian Yao, Kaixin Wang, Xueqing Gong, Hui Li

The programmed cell death protein 1 (PD‑1)/programmed death‑ligand 1 (PD‑L1) signaling axis is recognized as a central pathway maintaining immune suppression. Within the liver's inherently tolerogenic microenvironment, parenchymal, non‑parenchymal and immune cell populations are engaged in a dynamic regulatory network mediated by PD‑1/PD‑L1, which serves to preserve immune homeostasis and to balance innate and adaptive immune responses. Aberrant PD‑1/PD‑L1 signaling has been implicated across the disease continuum of many chronic liver disorders, spanning viral hepatitis, fibrosis, and hepatic malignancy. A systematic synthesis is presented of the regulatory roles and recent advances concerning the PD‑1/PD‑L1 axis in viral hepatitis, metabolic dysfunction‑associated fatty liver disease (MAFLD), autoimmune liver diseases and related conditions. Mechanisms regulating PD‑1/PD‑L1 expression and function in hepatocellular carcinoma (HCC) are comprehensively summarized, including tumor microenvironmental determinants, intracellular signaling cascades, post‑translational modifications and epigenetic control. A theoretical framework and novel perspectives are thereby provided for elucidating PD‑1/PD‑L1 dysregulation in chronic liver disease, for identifying candidate biomarkers, and for informing the development of precision immunotherapeutic strategies.

程序性细胞死亡蛋白1 (PD - 1)/程序性死亡配体1 (PD - L1)信号轴被认为是维持免疫抑制的中心途径。在肝脏固有的耐受性微环境中,实质细胞、非实质细胞和免疫细胞群参与了一个由PD - 1/PD - L1介导的动态调节网络,该网络有助于保持免疫稳态并平衡先天和适应性免疫反应。PD - 1/PD - L1信号异常与许多慢性肝脏疾病有关,包括病毒性肝炎、纤维化和肝脏恶性肿瘤。本文系统地综述了PD - 1/PD - L1轴在病毒性肝炎、代谢功能障碍相关脂肪性肝病(MAFLD)、自身免疫性肝病及相关疾病中的调节作用和最新进展。全面总结了PD - 1/PD - L1在肝细胞癌(HCC)中表达和功能的调控机制,包括肿瘤微环境决定因素、细胞内信号级联、翻译后修饰和表观遗传控制。因此,为阐明慢性肝病中的PD - 1/PD - L1失调、确定候选生物标志物以及为精确免疫治疗策略的发展提供了理论框架和新视角。
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引用次数: 0
Clinical characteristics and treatment patterns of systemic sclerosis patients in China: a single-center retrospective study. 中国系统性硬化症患者的临床特点和治疗模式:一项单中心回顾性研究。
IF 3.5 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-11 DOI: 10.1007/s10238-025-01962-y
Xin Tian, Wenhan Li, Yuliu Li, Chunsu Liang, Pengxiao Zhang, Tingting Xu, Limei Li, Wei Zuo, Bo Zhang

This study aims to describe the demographic, laboratory, and clinical characteristics of systemic sclerosis (SSc) patients in a Chinese national tertiary referral center, and to outline the treatment model. A retrospective observational study was conducted on adult SSc patients admitted to Peking Union Medical College Hospital between January 2012 and January 2022. Data were collected from electronic medical records, including demographics, clinical, laboratory parameters, and treatment details, and analyzed using SPSS. This study included 232 SSc patients, with 45.7% classified as diffuse cutaneous SSc (dcSSc) and 54.3% as limited cutaneous SSc (lcSSc). Anticentromere antibody and anti-topoisomerase I antibody were more common in lcSSc (33.3%) and dcSSc (36.2%), respectively. Excluding skin manifestations, the most common organ involvement was gastrointestinal, particularly esophageal involvement (56.5%), followed by diastolic dysfunction (53.2%), pericardial effusion (48.9%), pulmonary arterial hypertension (PAH) (44.8%), and lung fibrosis (20.1%). Combined immunosuppressive therapy was common, with 85.1% and 51.8% of patients receiving glucocorticoids and cyclophosphamide, respectively; medications for complication management, such as proton pump inhibitors (64.5%) for gastrointestinal involvement, were also frequently prescribed. Additionally, traditional Chinese medicine was incorporated into the regimen for almost one-quarter (23.7%) of patients. Multivariate analysis revealed that elevated N-terminal pro-brain natriuretic peptide and elevated C-reactive protein were significantly associated with PAH (OR = 12.359 and 3.239). This study delineates a clinical profile of Chinese SSc patients characterized by frequent multi-organ involvement and a common practice of combined immunosuppressive therapy. Further exploration is needed to develop more precise pharmacological strategies and to identify predictive factors for SSc-related complications.

本研究旨在描述中国国家三级转诊中心系统性硬化症(SSc)患者的人口学、实验室和临床特征,并概述其治疗模式。对2012年1月至2022年1月在北京协和医院住院的成人SSc患者进行回顾性观察研究。从电子病历中收集数据,包括人口统计、临床、实验室参数和治疗细节,并使用SPSS进行分析。本研究纳入232例SSc患者,其中45.7%为弥漫性皮肤SSc (dcSSc), 54.3%为局限性皮肤SSc (lcSSc)。抗着丝粒抗体和抗拓扑异构酶I抗体在lcSSc(33.3%)和dcSSc(36.2%)中较为常见。除皮肤表现外,最常见的脏器受累是胃肠道,尤其是食管受累(56.5%),其次是舒张功能障碍(53.2%)、心包积液(48.9%)、肺动脉高压(44.8%)和肺纤维化(20.1%)。联合免疫抑制治疗较为常见,分别有85.1%和51.8%的患者接受糖皮质激素和环磷酰胺治疗;治疗并发症的药物,如质子泵抑制剂(64.5%)用于胃肠道受损伤,也经常被开。此外,近四分之一(23.7%)的患者将中药纳入治疗方案。多因素分析显示,n端脑利钠肽前体和c反应蛋白升高与PAH有显著相关性(OR = 12.359和3.239)。本研究描述了中国SSc患者的临床特征,其特征是频繁的多器官受累和联合免疫抑制治疗的常见做法。需要进一步探索制定更精确的药理学策略,并确定ssc相关并发症的预测因素。
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引用次数: 0
Association between sialoscintigraphy parameters and rheumatoid factor seropositivity in patients with suspected autoimmune glandular dysfunction. 怀疑自身免疫性腺体功能障碍患者涎腺造影参数与类风湿因子血清阳性的关系。
IF 3.5 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-11 DOI: 10.1007/s10238-025-01991-7
Mei-Hua Chuang, Yuh-Feng Wang, Tzyy-Ling Chuang

To investigate the association between quantitative sialoscintigraphy parameters and rheumatoid factor (RF) seropositivity in patients with suspected autoimmune salivary gland dysfunction and to evaluate the diagnostic performance of functional imaging in relation to anti-Ro/SSA antibody (SSA) and anti-La/SSB antibody (SSB) profiles. We retrospectively reviewed the records of 100 patients who underwent sialoscintigraphy for sicca symptoms or suspected Sjögren's syndrome from April 2020 to May 2022. Quantitative parameters including time to maximum uptake(Tmax)and time to onset of secretion(Tmin)were extracted from time-activity curves. Serologic data for RF, SSA, and SSB antibodies were analyzed. Logistic regression and receiver operating characteristic (ROC) analyses were performed to assess associations and diagnostic performance. Of the 100 included patients, 22% were RF-positive, 52% were SSA positive, and 22% were SSB positive. Logistic regression analysis identified younger age (OR [odds ratio] = 0.955; 95% CI [confidence interval], 0.922-0.989;p = 0.009), prolonged submandibular gland Tmin(OR = 1.309; 95% CI, 1.026-1.672;p= 0.031); and reduced Tmaxin both the parotid (OR = 0.904; 95% CI, 0.820-0.997;p = 0.043) and submandibular glands (OR = 0.941; 95% CI, 0.891-0.993;p= 0.028) as significantly associated with RF seropositivity. Although group-wise comparisons showed no statistically significant differences, borderline trends were observed in submandibularTmaxand Tmin.Taken together, these findings suggest that although the individual diagnostic performance of Tmaxand Tminmay be limited, their combined assessment offers clinically meaningful insights into autoimmune-related salivary gland dysfunction. Quantitative sialoscintigraphy parameters, particularly prolonged submandibular Tminand reduced Tmaxin submandibular and parotid glands, are associated with RF seropositivity and likely reflect early immune-mediated glandular dysfunction. Although their individual diagnostic performance is modest, these scintigraphic parameters may contribute valuable information when integrated with serologic markers and visual interpretation in assessing autoimmune salivary gland disease.

探讨涎腺定量显像参数与疑似自身免疫性唾液腺功能障碍患者类风湿因子(RF)血清阳性的关系,并评价功能显像与抗ro /SSA抗体(SSA)和抗la /SSB抗体(SSB)谱的诊断价值。我们回顾性地回顾了2020年4月至2022年5月期间100例因干燥症状或疑似Sjögren综合征接受唾液造影检查的患者的记录。从时间-活性曲线中提取定量参数,包括最大摄取时间(Tmax)和开始分泌时间(Tmin)。分析RF、SSA和SSB抗体的血清学数据。采用Logistic回归和受试者工作特征(ROC)分析来评估相关性和诊断表现。在纳入的100例患者中,22%为rf阳性,52%为SSA阳性,22%为SSB阳性。Logistic回归分析发现,年龄更小(OR[比值比]= 0.955;95% CI[置信区间],0.922-0.989;p = 0.009)、下颌腺Tmin延长(OR = 1.309; 95% CI, 1.026-1.672;p= 0.031);腮腺(OR = 0.904; 95% CI, 0.820-0.997;p = 0.043)和颌下腺(OR = 0.941; 95% CI, 0.891-0.993;p= 0.028)的Tmaxin降低与RF血清阳性显著相关。虽然组间比较没有统计学上的显著差异,但在下颌下颌下颌和下颌下颌均观察到边缘性趋势。综上所述,这些发现表明,尽管tmax和tmin2的单独诊断性能可能有限,但它们的综合评估为自身免疫相关的唾液腺功能障碍提供了临床有意义的见解。定量涎腺造影参数,特别是颌下腺tmin延长和颌下腺和腮腺tmax减少,与RF血清阳性相关,可能反映早期免疫介导的腺体功能障碍。虽然他们的个人诊断性能是适度的,这些扫描参数可能提供有价值的信息,当与血清学标志物和视觉解释评估自身免疫性唾液腺疾病。
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引用次数: 0
Dysregulation of the ubiquitin-proteasome system in von Hippel-Lindau syndrome: molecular insights and clinical perspectives. von Hippel-Lindau综合征中泛素-蛋白酶体系统的失调:分子见解和临床观点。
IF 3.5 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-11 DOI: 10.1007/s10238-025-01978-4
Yege Bi, Rui Wang, Lu Li, Lili Wang, Xingwang Chen, Xiaomei Nie, Jia Meng, Shanjun Cai

von Hippel-Lindau (VHL) syndrome is an autosomal dominant tumor susceptibility syndrome whose pathogenesis is closely associated with dysfunction of the ubiquitin-proteasome system (UPS). When core UPS components-E1, E2, E3 enzymes, and the proteasome-malfunction, the intracellular protein homeostasis network becomes severely disrupted, thereby driving tumorigenesis. This discovery also opens a novel perspective for addressing the therapeutic challenges of VHL syndrome. This review systematically analyzes the mechanisms of abnormally expressed enzymes within the UPS in VHL syndrome and thoroughly examines the progress in therapeutic strategies targeting various UPS components. It aims to provide a theoretical foundation for understanding the molecular mechanisms of this disease and developing precision treatment approaches.

von Hippel-Lindau (VHL)综合征是一种常染色体显性肿瘤易感性综合征,其发病机制与泛素-蛋白酶体系统(UPS)功能障碍密切相关。当核心UPS组件e1, E2, E3酶和蛋白酶体发生功能障碍时,细胞内蛋白质稳态网络被严重破坏,从而驱动肿瘤发生。这一发现也为解决VHL综合征的治疗挑战开辟了新的视角。本文系统分析了VHL综合征UPS中异常表达酶的机制,并全面研究了针对各种UPS成分的治疗策略的进展。旨在为了解该病的分子机制和发展精准治疗方法提供理论基础。
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引用次数: 0
Association of a high versus low number of negative lymph nodes removed with survival and recurrence-free survival after lymph node dissection in breast cancer: a systematic review and meta-analysis of observational studies. 乳腺癌淋巴结清扫后阴性淋巴结切除数的高低与生存率和无复发生存率的关系:观察性研究的系统回顾和荟萃分析
IF 3.5 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-11 DOI: 10.1007/s10238-025-01967-7
Mansour Bahardoust, Danyal Yarahmadi, Fatemeh Naseri Rad, Mohammad Mehdikakoienejad, Benyamin Kazemi, Babak Goodarzy, Adnan Tizmaghz

Although most studies have reported that a high number of negative lymph nodes (NLNs) at surgery can be associated with improved overall survival (OS) in patients with breast cancer (BC), the effect size was reported differently in several studies, which may be due to the small sample size of the primary studies. This systematic review and meta-analysis aimed to investigate the association of a high number of NLNs removed during surgery with OS and recurrence-free survival (RFS) in BC patients who are candidates for axillary lymph node dissection. We searched the PubMed, Embase, Scopus, Google Scholar, and Web of Science databases, as well as study references, to identify related articles published from the beginning of 2000 to October 2024. Based on sensitivity analysis, the removal of ≥ 10 NLNs was defined as the high number of NLNs removed group, and the removal of < 10 NLNs was defined as the low number of NLNs removed group. The heterogeneity between studies was assessed using Cochran's Q and I2 tests. Publication bias was assessed using Egger's test. Ultimately, 14 studies encompassing 36,576 BC patients were included. A pooled estimate of 14 studies showed that a high number of NLN removed compared to a low number of NLN removed was significantly associated with improved 5-year OS (HR: 0.82, 95% CI: 0.74, 0.90), I2 = 93.8) and RFS rate (HR:0.76, CI: 0.765, 0.86), I2 = 86.3). A higher number of NLNs removed during surgery in BC patients who are candidates for axillary lymph node dissection appears to be associated with improved OS and RFS.

虽然大多数研究都报道了手术中大量阴性淋巴结(nln)与乳腺癌(BC)患者总生存率(OS)的提高有关,但几项研究报告的效应大小不同,这可能是由于原始研究的样本量较小。本系统综述和荟萃分析旨在调查手术期间切除大量nln与候选腋窝淋巴结清扫的BC患者的OS和无复发生存率(RFS)之间的关系。我们检索了PubMed、Embase、Scopus、b谷歌Scholar和Web of Science数据库以及研究参考文献,以确定从2000年初到2024年10月发表的相关文章。根据敏感性分析,将nln切除≥10个定义为nln切除数高组,并将nln切除
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引用次数: 0
Exploring the role of PANoptosis in idiopathic pulmonary fibrosis based on scRNA-seq and bulk-seq. 基于scRNA-seq和bulk-seq研究PANoptosis在特发性肺纤维化中的作用。
IF 3.5 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-10 DOI: 10.1007/s10238-025-01990-8
Zhihua Wang, Quanlei Li, Yuntian Chen, Lixing Gan, Lifen Yuan, Juan Liu, Yu Xie, Tianyu Zhou, Xiahui Ge

PANoptosis is a novel form of programmed cell death that integrates pyroptosis, apoptosis, and necroptosis; in this study, we combined the single-cell RNA sequencing (scRNA-seq) dataset GSE227136 with transcriptome data to elucidate its role in idiopathic pulmonary fibrosis (IPF) pathogenesis. PANoptosis-related genes were compiled from GeneCards and published literature. Consensus clustering was used to identify distinct PANoptosis-related clusters of IPF in the GEO dataset based on filtered PANoptosis-related differentially expressed genes (PRDEGs). Specific hub genes were identified using weighted gene co-expression network analysis (WGCNA) and two machine learning methodologies, which were used to develop predictive models. The inflammatory programmed cell death score (PANoptosis score, Ps) for each IPF patient was calculated based on nine PRDEGs, followed by analyses of these PRDEGs' expression differences and their ROC curves. PRDEG expression was confirmed in murine pulmonary tissues using quantitative real-time polymerase chain reaction (qRT-PCR). We successfully identified nine PRDEGs and two distinct PANoptosis-related clusters with these PRDEGs. Using WGCNA and machine learning approaches, we constructed a nomogram with robust predictive capacity for diagnosis of IPF. In addition, immune infiltration analysis among different molecular groups and single cell analysis revealed that increased PANoptosis activity was closely associated with immune activation. Finally, results from qRT-PCR showed a significant increase in the expression of MLKL and AIM2 in the lung tissue of the IPF animal model.

PANoptosis是一种新的程序性细胞死亡形式,集焦亡、凋亡和坏死坏死于一体;在这项研究中,我们将单细胞RNA测序(scRNA-seq)数据集GSE227136与转录组数据相结合,以阐明其在特发性肺纤维化(IPF)发病机制中的作用。从GeneCards和已发表的文献中编译panoptoses相关基因。基于过滤后的panoptosis相关差异表达基因(PRDEGs),采用共识聚类方法在GEO数据集中识别不同的panoptosis相关IPF聚类。使用加权基因共表达网络分析(WGCNA)和两种机器学习方法确定特定的中心基因,并用于开发预测模型。根据9个prdeg计算每个IPF患者的炎性程序性细胞死亡评分(PANoptosis score, Ps),并分析这些prdeg的表达差异及其ROC曲线。利用实时定量聚合酶链反应(qRT-PCR)证实了PRDEG在小鼠肺组织中的表达。我们成功地鉴定了9个prdeg和2个与这些prdeg相关的panopto相关簇。利用WGCNA和机器学习方法,我们构建了一个对IPF诊断具有鲁棒预测能力的nomogram。此外,不同分子群的免疫浸润分析和单细胞分析显示PANoptosis活性的增加与免疫激活密切相关。最后,qRT-PCR结果显示,IPF动物模型肺组织中MLKL和AIM2的表达显著升高。
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引用次数: 0
Prognostic value of tumor microenvironment-based molecular subtypes in hepatocellular carcinoma patients undergoing surgery for spinal metastases: refining conventional scoring systems. 基于肿瘤微环境的分子亚型在肝细胞癌脊柱转移手术患者中的预后价值:改进传统评分系统
IF 3.5 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-09 DOI: 10.1007/s10238-025-01992-6
Bing Liang, Annan Hu, Jian Zhou, Juan Li, Jian Dong

Hepatocellular carcinoma (HCC) has a poor prognosis, particularly with spinal metastases. Current prognostic scores (e.g., Revised Tokuhashi, New England Spinal Metastasis Score) lack integration of tumor microenvironment (TME)-based molecular subtypes, limiting their utility in precision medicine. This study evaluated the prognostic value of these subtypes and whether they enhance established scoring systems. In a single-center retrospective cohort of 117 HCC patients undergoing surgery for spinal metastases (2009-2024), patients were stratified into three TME subtypes: immune-inflamed (n = 39), immune-excluded (n = 53), and immune-desert (n = 25). Overall survival (OS) was analyzed using Kaplan-Meier and Cox regression. The discriminative ability of four prognostic scores was assessed with time-dependent ROC curves. Recursive partitioning analysis (RPA) integrated molecular subtypes with clinical scores to develop novel decision trees. Median OS for the cohort was 13.1 months. TME subtype was a powerful independent prognostic factor, with immune-inflamed, immune-excluded, and immune-desert subtypes showing median OS of 17.2, 12.1, and 8.8 months, respectively (P < 0.001). Multivariable analysis confirmed this association (e.g., immune-desert aHR = 9.52, P < 0.001). The Revised Tokuhashi score showed the highest baseline discriminative ability for 1-year survival (AUROC = 0.726). Integrating TME subtype and postoperative systemic therapy significantly improved predictive accuracy across all models (AUROCs > 0.92). RPA generated clinically actionable decision trees, defining three distinct prognostic groups. TME-based molecular subtypes are critical independent survival determinants in HCC with spinal metastases. Their integration with clinical scores using RPA produces highly accurate predictive models and practical decision aids, advocating for a biology-augmented approach to personalize patient management.

肝细胞癌(HCC)预后较差,尤其是脊柱转移。目前的预后评分(如修订的Tokuhashi,新英格兰脊柱转移评分)缺乏肿瘤微环境(TME)分子亚型的整合,限制了它们在精准医学中的应用。本研究评估了这些亚型的预后价值,以及它们是否增强了现有的评分系统。在一项针对117例接受脊柱转移手术的HCC患者(2009-2024)的单中心回顾性队列研究中,将患者分为三种TME亚型:免疫炎症型(n = 39)、免疫排除型(n = 53)和免疫无型(n = 25)。采用Kaplan-Meier和Cox回归分析总生存期(OS)。采用随时间变化的ROC曲线评估四项预后评分的判别能力。递归划分分析(RPA)将分子亚型与临床评分相结合,形成新的决策树。该队列的中位生存期为13.1个月。TME亚型是一个强大的独立预后因素,免疫炎症、免疫排斥和免疫荒漠亚型的中位生存期分别为17.2个月、12.1个月和8.8个月(P 0.92)。RPA生成了临床可操作的决策树,定义了三个不同的预后组。基于tme的分子亚型是HCC伴脊柱转移的关键独立生存决定因素。它们与使用RPA的临床评分相结合,产生了高度准确的预测模型和实用的决策辅助,倡导采用生物学增强方法来个性化患者管理。
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引用次数: 0
Machine learning model of clinical laboratory data for 30-day mortality of patients with hodgkin's lymphoma in ICU: a retrospective study based on MIMIC-IV database. ICU霍奇金淋巴瘤患者30天死亡率临床实验室数据的机器学习模型:基于MIMIC-IV数据库的回顾性研究
IF 3.5 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-08 DOI: 10.1007/s10238-025-01973-9
Minghui Chang, Zheng Xu, Lingyu Xu, Chenyu Li, Xingguo Song, Limin Niu

Prognostic stratification of Hodgkin lymphoma (HL) patients in ICU remains challenging, with conventional scoring systems often overlooking pathophysiological biomarkers. This retrospective cohort study analyzed 1,908 HL patients from the MIMIC-IV database. Multivariate logistic regression and machine learning (ML, gradient-boosting (GBM) was optimized with LASSO regularization) were employed to identify 30-day mortality predictors, validated through SHAP interpretability, calibration curves, and decision curve analysis. Multi-organ dysfunction (AST, BUN, T-Bil), systemic inflammation (NLR, WBC) and APTT emerged as critical mortality determinants, and selected for model construction. GBM achieved superior discrimination (training AUC = 0.89; test AUC = 0.75), SHAP analysis, calibration curve and decision curve analysis (DCA) confirmed clinical utility, outperforming empirical intervention strategies. This study establishes a biomarker-driven ML framework for HL prognosis, integrating renal, hepatic, and inflammatory markers into actionable risk stratification. thereby providing a scientific basis for comprehensive HL management.

ICU霍奇金淋巴瘤(HL)患者的预后分层仍然具有挑战性,传统的评分系统经常忽略病理生理生物标志物。这项回顾性队列研究分析了MIMIC-IV数据库中的1908例HL患者。采用多元逻辑回归和机器学习(ML,梯度增强(GBM)通过LASSO正则化优化)来确定30天死亡率预测因子,并通过SHAP可解释性、校准曲线和决策曲线分析进行验证。多器官功能障碍(AST, BUN, T-Bil),全身性炎症(NLR, WBC)和APTT是死亡率的关键决定因素,并被选择用于模型构建。GBM具有较好的鉴别效果(训练AUC = 0.89,检验AUC = 0.75), SHAP分析、校准曲线和决策曲线分析(DCA)证实了临床效用,优于经验干预策略。本研究建立了一个生物标志物驱动的HL预后ML框架,将肾脏、肝脏和炎症标志物整合到可操作的风险分层中。从而为HL的综合管理提供科学依据。
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引用次数: 0
Multi-omics profiling and AI-driven clinically deployable risk models in MGUS and smoldering myeloma. MGUS和阴燃骨髓瘤的多组学分析和人工智能驱动的临床可部署风险模型。
IF 3.5 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-08 DOI: 10.1007/s10238-025-01987-3
Yanyun Wu, Dongliang Zhang, Jingyao Jiang, Linghui Zheng, Zhiming Zhou, Zhenxing Zhang, Sina Nouri

Monoclonal gammopathy of undetermined significance (MGUS), smoldering multiple myeloma (SMM), and multiple myeloma (MM) form a continuum of plasma cell disorders, with progression from MGUS to MM being difficult to predict. Current risk stratification models, largely based on clinical, laboratory, and cytogenetic markers, fail to capture the molecular complexity underlying disease progression, limiting their predictive accuracy. Recent advancements in multi-omics technologies, encompassing genomics, transcriptomics, proteomics, and metabolomics, have provided deeper insights into the molecular drivers of these conditions. The integration of artificial intelligence (AI) and machine learning (ML) further enhances this understanding, offering new avenues for dynamic, personalized risk prediction. AI-based approaches that incorporate multi-omics data have the potential to identify novel biomarkers and predict disease outcomes with greater precision. These advancements could revolutionize risk stratification by providing a more individualized and dynamic framework for patient monitoring and treatment. However, the clinical adoption of AI and multi-omics tools is fraught with challenges, including the integration of complex data types, the need for standardized protocols, and concerns surrounding data privacy and algorithmic bias. Furthermore, evolving regulatory frameworks must accommodate the continuous learning capabilities of AI systems. This article explores the current limitations of risk stratification models in MGUS and SMM and examines the potential of multi-omics and AI to improve predictive accuracy. It also discusses the technical, ethical, and regulatory hurdles that must be overcome to enable the clinical implementation of these technologies, offering a roadmap for their future integration into patient care.

未确定意义单克隆γ病(MGUS)、阴烧型多发性骨髓瘤(SMM)和多发性骨髓瘤(MM)形成了浆细胞疾病的连续体,从MGUS到MM的进展很难预测。目前的风险分层模型主要基于临床、实验室和细胞遗传学标记,无法捕捉疾病进展背后的分子复杂性,限制了其预测准确性。包括基因组学、转录组学、蛋白质组学和代谢组学在内的多组学技术的最新进展,为这些疾病的分子驱动因素提供了更深入的见解。人工智能(AI)和机器学习(ML)的集成进一步增强了这种理解,为动态、个性化的风险预测提供了新的途径。结合多组学数据的基于人工智能的方法有可能识别新的生物标志物,并以更高的精度预测疾病结果。这些进步可以通过为患者监测和治疗提供更加个性化和动态的框架来彻底改变风险分层。然而,人工智能和多组学工具的临床应用充满了挑战,包括复杂数据类型的集成,标准化协议的需求,以及对数据隐私和算法偏见的担忧。此外,不断发展的监管框架必须适应人工智能系统的持续学习能力。本文探讨了目前MGUS和SMM风险分层模型的局限性,并探讨了多组学和人工智能在提高预测准确性方面的潜力。它还讨论了必须克服的技术、伦理和监管障碍,以实现这些技术的临床实施,为它们未来整合到患者护理中提供了路线图。
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引用次数: 0
LncRNA NEAT1 restrains the malignant biological characteristics of acute myeloid leukemia via regulating CTCF/CXCR2 axis. LncRNA NEAT1通过调控CTCF/CXCR2轴抑制急性髓系白血病的恶性生物学特性。
IF 3.5 4区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2025-12-07 DOI: 10.1007/s10238-025-01975-7
Yanquan Liu, Zuotao Li, Jingdong Zhang, Jianzhen Shen, Hehui Zhang, Yue Yin, Lei Sun, Huanwen Tang
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引用次数: 0
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Clinical and Experimental Medicine
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