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Candida albicans metabolic adaptation gene SFU1 regulates dual-species biofilm with Streptococcus mutans. 白色念珠菌代谢适应基因SFU1调控变形链球菌双种生物膜。
IF 4.8 2区 医学 Q2 IMMUNOLOGY Pub Date : 2026-03-09 eCollection Date: 2026-01-01 DOI: 10.3389/fcimb.2026.1795742
Qian Jiang, Jiang Lin

Objective: To investigate the role of the iron-sulfur cluster assembly factor SFU1 in the virulence-related traits of Candida albicans, particularly its function within the cariogenic cross-kingdom biofilm formed with Streptococcus mutans.

Methods: The SFU1 deletion and complemented strains were constructed. Their effects on growth, acid production, morphogenesis, metabolic activity, ROS accumulation, and biofilm formation of C. albicans were evaluated. The roles of SFU1 in the development, architecture, and spatial distribution of the C. albicans-S. mutans dual-species biofilm were further analyzed. The cariogenic metabolite profile and matrix synthesis were assessed by measuring lactic acid production, lactate dehydrogenase activity, extracellular polysaccharide content, and expression levels of related genes.

Results: The SFU1 deletion strain exhibited inhibited hyphal formation, reduced metabolic activity, elevated intracellular ROS levels, impaired biofilm formation, and downregulated expression of hyphal and adhesion-related genes (ALS3, EFG1, UME6). In the cross-kingdom biofilm, the sfu1/sfu1 mutant failed to form hyphal networks, resulting in loose biofilm architecture, reduced biomass, and poor integration of S. mutans. Furthermore, the dual-species biofilm showed significantly decreased lactic acid and EPS production. Co-cultured S. mutans exhibited downregulated expression of EPS synthesis genes (gtfB/C) and upregulated expression of EPS degradation genes (dexA/B).

Conclusion: SFU1 modulates hyphal development, redox homeostasis, and biofilm formation in C. albicans, thereby profoundly affecting its pathogenic synergy with S. mutans. SFU1 deletion leads to disrupted architecture and attenuated cariogenic virulence of the dual-species biofilm. This study reveals the potential value of targeting fundamental metabolic pathways in C. albicans to interfere with the cariogenicity of cross-kingdom biofilms, and provides a novel perspective for the prevention and therapy of dental caries.

目的:探讨铁硫簇组装因子SFU1在白色念珠菌毒力相关性状中的作用,特别是其在与变形链球菌形成的致龋跨界生物膜中的作用。方法:构建SFU1缺失株和互补株。评估了它们对白色念珠菌生长、产酸、形态发生、代谢活性、ROS积累和生物膜形成的影响。SFU1在白色念珠菌的发育、结构和空间分布中的作用。进一步分析变形菌双种生物膜。通过测定乳酸产量、乳酸脱氢酶活性、胞外多糖含量和相关基因的表达水平来评估龋病代谢物谱和基质合成。结果:SFU1缺失菌株菌丝形成受到抑制,代谢活性降低,细胞内ROS水平升高,生物膜形成受损,菌丝和粘附相关基因(ALS3, EFG1, UME6)表达下调。在跨界生物膜中,sfu1/sfu1突变体未能形成菌丝网络,导致生物膜结构松散,生物量减少,变形链球菌整合不良。此外,双种生物膜显著降低了乳酸和EPS的产量。共培养的变形链球菌EPS合成基因gtfB/C表达下调,EPS降解基因dexA/B表达上调。结论:SFU1调节白色念珠菌菌丝发育、氧化还原稳态和生物膜形成,从而深刻影响其与变形链球菌的致病协同作用。SFU1缺失导致双物种生物膜的结构破坏和致病性减弱。本研究揭示了靶向白色念珠菌基础代谢途径干扰跨界生物膜致龋性的潜在价值,为龋齿的预防和治疗提供了新的视角。
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引用次数: 0
Low levels of the second messenger c-di-GMP enhance tolerance and resistance to meropenem in Pseudomonas aeruginosa. 低水平的第二信使c-二gmp可增强铜绿假单胞菌对美罗培南的耐受性和耐药性。
IF 4.8 2区 医学 Q2 IMMUNOLOGY Pub Date : 2026-03-09 eCollection Date: 2026-01-01 DOI: 10.3389/fcimb.2026.1775945
Tarcisio Brignoli, Silvia Ferrara, Edoardo Labrini, Giovanni Bertoni

Background: The carbapenem antibiotic meropenem is often used to treat life-threatening infections caused by Pseudomonas aeruginosa. Previous studies have shown that the susceptibility of P. aeruginosa to carbapenems is differentially regulated by the RNA chaperone Hfq, depending on the availability of preferred or less preferred carbon sources, a mechanism known as carbon catabolite repression (CCR). In this regulation, Hfq plays a CCR-conditioned repressive role on outer membrane porins that act as entry ports for carbapenems. In this study, we investigated whether meropenem response is modulated by the second messenger c-di-GMP, which is known to regulate several bacterial functions.

Methods: We used P. aeruginosa strains with high or low c-di-GMP levels and their Hfq-deficient derivatives to assess the role of c-di-GMP in modulating meropenem susceptibility and tolerance.

Results: We show that low intracellular c-di-GMP levels increase meropenem resistance and tolerance at sub-inhibitory concentrations, whereas high c-di-GMP diminishes both traits. Importantly, c-di-GMP status shapes the entire response trajectory, from exponential growth to the stationary phase. Furthermore, we show that c-di-GMP modulates meropenem response through mechanism(s) independent of Hfq-mediated porin repression and exerts a dominant effect over CCR-driven regulation.

Conclusion: This study supports the notion that P. aeruginosa meropenem susceptibility and tolerance are modulated by intracellular c-di-GMP concentrations, with low c-di-GMP levels promoting higher fitness. Our findings indicate that c-di-GMP exerts its regulatory effect through mechanisms distinct from Hfq-mediated porin control, underscoring the existence of parallel regulatory pathways that shape antibiotic response.

背景:碳青霉烯类抗生素美罗培南常用于治疗铜绿假单胞菌引起的危及生命的感染。先前的研究表明,P. aeruginosa对碳青霉烯类的敏感性受到RNA伴侣Hfq的不同调节,这取决于首选或不太首选碳源的可用性,这种机制被称为碳分解代谢抑制(CCR)。在这一调控中,Hfq对作为碳青霉烯类进入端口的外膜孔起ccr条件抑制作用。在这项研究中,我们研究了美罗培南反应是否受到第二信使c-di-GMP的调节,该信使c-di-GMP已知可调节几种细菌功能。方法:采用高、低c-二gmp水平的铜绿假单胞菌及其hfq缺陷衍生物,评价c-二gmp在调节美罗培南药敏和耐受性中的作用。结果:我们发现,低细胞内c-二gmp水平增加了亚抑制浓度下美罗培南的耐药性和耐受性,而高c-二gmp降低了这两种特性。重要的是,c-di-GMP状态决定了整个反应轨迹,从指数增长到平稳阶段。此外,我们发现c-di-GMP通过独立于hfq介导的孔蛋白抑制的机制调节美罗培南反应,并在ccr驱动的调控中发挥主导作用。结论:本研究支持了P. aeruginosa美罗培南敏感性和耐受性受细胞内c-di-GMP浓度调节的观点,低c-di-GMP水平有利于提高适应度。我们的研究结果表明,c-di-GMP通过不同于hfq介导的孔蛋白控制的机制发挥其调节作用,强调存在影响抗生素反应的平行调节途径。
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引用次数: 0
Temporal dynamics of gut microbiota and virome in preterm infants: insights from longitudinal metagenomic analysis. 早产儿肠道微生物群和病毒组的时间动态:来自纵向宏基因组分析的见解。
IF 4.8 2区 医学 Q2 IMMUNOLOGY Pub Date : 2026-03-09 eCollection Date: 2026-01-01 DOI: 10.3389/fcimb.2026.1598786
Jinjie Huang, Xudong Yan, Qian Su, Huiying Tu, Zhangbin Yu, Dong Liu, Benqing Wu

Introduction: Preterm infants exhibit heightened vulnerability to morbidity and mortality due to their underdeveloped immune systems and immature gastrointestinal tract. The gut microbiota plays a pivotal role in neonatal health, yet its establishment is influenced by multiple factors, including prematurity, antibiotic exposure, and feeding modalities. This study aimed to examine the interactions among gut bacteriophages, bacterial communities, and clinical variables in preterm infants to identify potential microbial biomarkers associated with health outcomes.

Methods: We employed metagenomic shotgun sequencing and co-occurrence network analysis to characterize the virome and bacterial communities in 12 preterm neonates at 14 and 28 days post-birth. This approach enabled the identification of dynamic microbial colonization patterns and key bacterial species and bacteriophages associated with clinical parameters.

Results: Staphylococcus epidermidis exhibited a significant decline over time, whereas Enterococcus faecalis and its associated bacteriophages showed progressive enrichment, becoming predominant by day 28. In contrast, the relative abundances of Clostridioides difficile and Klebsiella pneumoniae remained statistically stable between the two time points (14 vs. 28 days).

Discussion: These findings suggest that microbial changes during the first month of life may reflect a combination of host developmental processes and external influences, such as antibiotic exposure or delivery mode. The observed microbial signatures provide preliminary insights into early gut microbiota and virome development in preterm infants. However, their functional relevance and long-term stability require confirmation in larger, well-powered longitudinal studies with denser temporal sampling. The enrichment of Enterococcus faecalis may indicate its opportunistic colonization potential in the preterm gut and warrants further investigation regarding its role in gut homeostasis and immune system maturation.

导言:由于早产儿免疫系统发育不全和胃肠道发育不成熟,早产儿易患发病率和死亡率增高。肠道菌群在新生儿健康中起着关键作用,但其建立受到多种因素的影响,包括早产、抗生素暴露和喂养方式。本研究旨在研究早产儿肠道噬菌体、细菌群落和临床变量之间的相互作用,以确定与健康结局相关的潜在微生物生物标志物。方法:采用宏基因组霰弹枪测序和共现网络分析对12例早产儿出生后14天和28天的病毒组和细菌群落进行了分析。这种方法能够识别与临床参数相关的动态微生物定植模式和关键细菌种类和噬菌体。结果:随着时间的推移,表皮葡萄球菌表现出明显的下降,而粪肠球菌及其相关噬菌体表现出渐进式富集,在第28天成为优势。相比之下,艰难梭菌和肺炎克雷伯菌的相对丰度在两个时间点之间保持统计学稳定(14天vs. 28天)。讨论:这些发现表明,生命第一个月的微生物变化可能反映了宿主发育过程和外部影响(如抗生素暴露或递送方式)的结合。观察到的微生物特征为早产儿早期肠道微生物群和病毒群的发育提供了初步的见解。然而,它们的功能相关性和长期稳定性需要在更大、更有力的纵向研究和更密集的时间抽样中得到证实。粪肠球菌的富集可能表明其在早产儿肠道中的机会性定植潜力,值得进一步研究其在肠道稳态和免疫系统成熟中的作用。
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引用次数: 0
Systemic inflammation, multi-organ injury, and acute kidney risk in psittacosis pneumonia: a biomarker-driven clinical characterization. 鹦鹉热肺炎的全身性炎症、多器官损伤和急性肾脏风险:生物标志物驱动的临床特征。
IF 4.8 2区 医学 Q2 IMMUNOLOGY Pub Date : 2026-03-09 eCollection Date: 2026-01-01 DOI: 10.3389/fcimb.2026.1761465
Yang Song, Na Li, Wei Ni

Background: Psittacosis pneumonia, which is caused by Chlamydia psittaci, is a systemic inflammatory disease that often results in injury to multiple organs. Although liver and heart involvement are recognized, the incidence, risk factors, and predictors for acute kidney complications are not well known.

Methods: Our retrospective cohort study included 123 patients, comprising 47 individuals diagnosed with psittacosis pneumonia and 76 individuals with typical community-acquired pneumonia (CAP). These patients were admitted to Nanjing First Hospital, affiliated with Nanjing Medical University, between June 2019 and July 2024. The study conducted an analysis of clinical profiles, laboratory markers, and patient outcomes. The predictive efficacy of the Blood Urea Nitrogen to Albumin Ratio (BAR) and Lactate Dehydrogenase (LDH) in forecasting acute kidney injury (AKI) was assessed through the application of receiver operating characteristic (ROC) curve analysis.

Results: In comparison to typical CAP, psittacosis pneumonia is characterized by markedly elevated systemic inflammation, as evidenced by increased levels of procalcitonin (PCT), C-reactive protein (CRP), and interleukin-6 (IL-6). Additionally, it presents with more severe lymphocytopenia, hypoalbuminemia, and extensive multi-organ damage, with a pronounced impact on hepatic and myocardial tissues. The incidence of AKI was significantly greater in the psittacosis group compared to the control group (34.0% versus 12.1%, P=0.003). In the psittacosis cohort, AKI demonstrated an independent association with increased levels of LDH (P = 0.01) and the BAR (P < 0.001), whereas no such association was observed with traditional inflammatory markers. The BAR (AUC = 0.88) and LDH (AUC = 0.79) demonstrated effective predictive capabilities for AKI, with their combined application enhancing sensitivity to 85.71% and specificity to 87.50%. The implementation of targeted therapy using omadacycline resulted in prompt clinical and biochemical improvements across all patients.

Conclusion: Psittacosis pneumonia constitutes a distinct systemic immuno-inflammatory syndrome that presents a significant risk for AKI. The composite biomarker BAR and the cellular injury marker LDH demonstrate superior predictive capabilities for AKI compared to traditional inflammatory indices, thereby providing accessible tools for early risk stratification. These findings emphasize the necessity of recognizing psittacosis as a unique clinical entity and advocate for vigilant monitoring of renal function in affected patients.

背景:由鹦鹉热衣原体引起的肺炎鹦鹉热病是一种全身性炎症性疾病,常导致多脏器损伤。虽然肝脏和心脏受累是公认的,但急性肾脏并发症的发生率、危险因素和预测因素尚不清楚。方法:回顾性队列研究纳入123例患者,其中47例诊断为鹦鹉热肺炎,76例诊断为典型社区获得性肺炎(CAP)。这些患者于2019年6月至2024年7月入住南京医科大学附属南京第一医院。该研究对临床资料、实验室标记物和患者结果进行了分析。应用受试者工作特征(ROC)曲线分析,评价血尿素氮白蛋白比(BAR)和乳酸脱氢酶(LDH)对急性肾损伤(AKI)的预测效果。结果:与典型的CAP相比,鹦鹉热肺炎的特点是全身性炎症明显升高,如降钙素原(PCT)、c反应蛋白(CRP)和白细胞介素-6 (IL-6)水平升高。此外,它表现为更严重的淋巴细胞减少、低白蛋白血症和广泛的多器官损害,对肝脏和心肌组织有明显的影响。鹦鹉热组AKI发生率明显高于对照组(34.0% vs 12.1%, P=0.003)。在鹦鹉热队列中,AKI与LDH水平升高(P = 0.01)和BAR水平升高(P < 0.001)独立相关,而与传统炎症标志物没有观察到这种关联。BAR (AUC = 0.88)和LDH (AUC = 0.79)对AKI具有有效的预测能力,其联合应用的敏感性为85.71%,特异性为87.50%。使用奥马达环素靶向治疗的实施使所有患者的临床和生化都得到了迅速改善。结论:肺炎鹦鹉热是一种独特的系统性免疫炎症综合征,具有显著的AKI风险。与传统的炎症指标相比,复合生物标志物BAR和细胞损伤标志物LDH对AKI的预测能力更强,从而为早期风险分层提供了方便的工具。这些发现强调了认识到鹦鹉热作为一种独特的临床实体的必要性,并提倡对受影响患者的肾功能进行警惕监测。
{"title":"Systemic inflammation, multi-organ injury, and acute kidney risk in psittacosis pneumonia: a biomarker-driven clinical characterization.","authors":"Yang Song, Na Li, Wei Ni","doi":"10.3389/fcimb.2026.1761465","DOIUrl":"https://doi.org/10.3389/fcimb.2026.1761465","url":null,"abstract":"<p><strong>Background: </strong>Psittacosis pneumonia, which is caused by Chlamydia psittaci, is a systemic inflammatory disease that often results in injury to multiple organs. Although liver and heart involvement are recognized, the incidence, risk factors, and predictors for acute kidney complications are not well known.</p><p><strong>Methods: </strong>Our retrospective cohort study included 123 patients, comprising 47 individuals diagnosed with psittacosis pneumonia and 76 individuals with typical community-acquired pneumonia (CAP). These patients were admitted to Nanjing First Hospital, affiliated with Nanjing Medical University, between June 2019 and July 2024. The study conducted an analysis of clinical profiles, laboratory markers, and patient outcomes. The predictive efficacy of the Blood Urea Nitrogen to Albumin Ratio (BAR) and Lactate Dehydrogenase (LDH) in forecasting acute kidney injury (AKI) was assessed through the application of receiver operating characteristic (ROC) curve analysis.</p><p><strong>Results: </strong>In comparison to typical CAP, psittacosis pneumonia is characterized by markedly elevated systemic inflammation, as evidenced by increased levels of procalcitonin (PCT), C-reactive protein (CRP), and interleukin-6 (IL-6). Additionally, it presents with more severe lymphocytopenia, hypoalbuminemia, and extensive multi-organ damage, with a pronounced impact on hepatic and myocardial tissues. The incidence of AKI was significantly greater in the psittacosis group compared to the control group (34.0% versus 12.1%, <i>P=</i>0.003). In the psittacosis cohort, AKI demonstrated an independent association with increased levels of LDH (<i>P</i> = 0.01) and the BAR (<i>P</i> < 0.001), whereas no such association was observed with traditional inflammatory markers. The BAR (AUC = 0.88) and LDH (AUC = 0.79) demonstrated effective predictive capabilities for AKI, with their combined application enhancing sensitivity to 85.71% and specificity to 87.50%. The implementation of targeted therapy using omadacycline resulted in prompt clinical and biochemical improvements across all patients.</p><p><strong>Conclusion: </strong>Psittacosis pneumonia constitutes a distinct systemic immuno-inflammatory syndrome that presents a significant risk for AKI. The composite biomarker BAR and the cellular injury marker LDH demonstrate superior predictive capabilities for AKI compared to traditional inflammatory indices, thereby providing accessible tools for early risk stratification. These findings emphasize the necessity of recognizing psittacosis as a unique clinical entity and advocate for vigilant monitoring of renal function in affected patients.</p>","PeriodicalId":12458,"journal":{"name":"Frontiers in Cellular and Infection Microbiology","volume":"16 ","pages":"1761465"},"PeriodicalIF":4.8,"publicationDate":"2026-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13006624/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147510058","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
From proteomics to colloidal gold tests for urinary thrombomodulin: a prospective cohort study on accurate sepsis screening. 从蛋白质组学到胶体金测试尿血栓调节素:一项准确的败血症筛查的前瞻性队列研究。
IF 4.8 2区 医学 Q2 IMMUNOLOGY Pub Date : 2026-03-09 eCollection Date: 2026-01-01 DOI: 10.3389/fcimb.2026.1779950
Qi Chen, Junjie Zeng, Lincui Zhong, Ziwei Jiang, Longping He, Qingwei Lin, Qingbo Zeng, Jie Liu, Huancai Yin, Jingchun Song
<p><strong>Background: </strong>To develop a new non-invasive screening method for sepsis by detecting urine samples.</p><p><strong>Methods: </strong>A prospective study was conducted to collect urine samples from a cohort of 22 individuals diagnosed with sepsis and admitted to the Intensive Care Unit (ICU) of a university-affiliated teaching hospital in China. Utilizing proteomic and bioinformatics analyses, we sought to identify potential biomarkers indicative of sepsis. These biomarkers were subsequently validated using serum and urine samples from 31 patients with septic shock, 83 patients with sepsis, and 50 healthy controls. Receiver operating characteristic (ROC) curves were employed to determine the optimal cutoff values for these biomarkers. Based on the diagnostic thresholds derived from ROC analysis, colloidal gold test strips were developed and applied to screen a cohort of 92 ICU patients. The diagnostic accuracy of these test strips was rigorously assessed by comparing their results with those from immunofluorescence assays.</p><p><strong>Results: </strong>Data-independent acquisition (DIA) proteomics analysis of urine samples identified 2,846 proteins, with stringent filtration criteria (fold change > 2 or < 0.5, P-value < 0.05) yielding 178 differentially expressed proteins (DEPs). Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis revealed significant enrichment of DEPs in pathways associated with "cell adhesion molecules," "lysosomes," and metabolic processes. The Boruta algorithm, integrating Random Forest and Support Vector Machine (SVM) analysis, identified urinary thrombomodulin (TM) as a key candidate molecule. Immunofluorescence analysis for validation trial showed rising trend in blood TM levels across disease severities: 7.55 (6.58-8.72) TU/mL in healthy controls, 10.08 (8.00-14.15) TU/mL in general sepsis, and 12.30 (7.54-18.68) TU/mL in septic shock. Conversely, urinary TM levels decreased: 23.65 (18.08-31.06) TU/mL, 17.70 (13.80-28.80) TU/mL, and 5.84 (4.00-11.59) TU/mL, respectively. At a urinary TM threshold of 15.46 TU/mL, the ROC AUC for sepsis diagnosis is 0.72, with 57% sensitivity and 88% specificity (P<0.05), showing no significant difference comparable to blood TM (P>0.05). For septic shock diagnosis and 28-day mortality prediction, a urinary TM threshold of 11.85 TU/mL yields an ROC AUC of 0.92, with 93% sensitivity and 81% specificity, outperforming blood TM (P<0.05). A urinary TM colloidal gold test strip, which turns red at TM levels above 15.46 TU/mL, was developed and validated on urine samples from 43 sepsis and 49 non-sepsis patients, achieving 86.1% sensitivity, 77.6% specificity and an overall accuracy of 81.5% for sepsis diagnosis. The Kappa test validated the concordance of the colloidal gold strip test with Sepsis 3.0 diagnostic criteria, while the McNemar test indicated no significant difference in sepsis diagnosis efficacy between the strip test and chemiluminescent immu
目的:建立一种新的无创尿样筛查脓毒症的方法。方法:对中国某大学附属教学医院重症监护病房(ICU)收治的22例败血症患者进行前瞻性研究,收集其尿液样本。利用蛋白质组学和生物信息学分析,我们试图确定潜在的指示败血症的生物标志物。这些生物标志物随后使用31名感染性休克患者、83名败血症患者和50名健康对照者的血清和尿液样本进行验证。采用受试者工作特征(ROC)曲线确定这些生物标志物的最佳截止值。根据ROC分析得出的诊断阈值,我们开发了胶体金试纸条,并将其用于筛查92名ICU患者。通过将这些试纸的结果与免疫荧光测定的结果进行比较,严格评估了这些试纸的诊断准确性。结果:尿液样本的数据独立采集(DIA)蛋白质组学分析鉴定出2,846个蛋白质,严格的过滤标准(倍数变化> 2或< 0.5,p值< 0.05)产生178个差异表达蛋白(dep)。京都基因与基因组百科(KEGG)途径富集分析显示,DEPs在与“细胞粘附分子”、“溶酶体”和代谢过程相关的途径中显著富集。结合随机森林(Random Forest)和支持向量机(Support Vector Machine, SVM)分析的Boruta算法将尿血栓调节蛋白(thrombomodulin, TM)确定为关键候选分子。验证试验的免疫荧光分析显示,不同疾病严重程度的血液TM水平呈上升趋势:健康对照组为7.55 (6.58-8.72)TU/mL,一般败血症为10.08 (8.00-14.15)TU/mL,感染性休克为12.30 (7.54-18.68)TU/mL。相反,尿TM水平下降:分别为23.65 (18.08-31.06)TU/mL、17.70 (13.80-28.80)TU/mL和5.84 (4.00-11.59)TU/mL。在尿TM阈值为15.46 TU/mL时,诊断败血症的ROC AUC为0.72,敏感性为57%,特异性为88% (P0.05)。对于脓毒性休克的诊断和28天死亡率的预测,尿TM阈值为11.85 TU/mL, ROC AUC为0.92,灵敏度为93%,特异性为81%,优于血TM (p结论:尿试纸检测TM为脓毒症的筛查提供了一种精确、方便、实用的方法。
{"title":"From proteomics to colloidal gold tests for urinary thrombomodulin: a prospective cohort study on accurate sepsis screening.","authors":"Qi Chen, Junjie Zeng, Lincui Zhong, Ziwei Jiang, Longping He, Qingwei Lin, Qingbo Zeng, Jie Liu, Huancai Yin, Jingchun Song","doi":"10.3389/fcimb.2026.1779950","DOIUrl":"https://doi.org/10.3389/fcimb.2026.1779950","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;To develop a new non-invasive screening method for sepsis by detecting urine samples.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;A prospective study was conducted to collect urine samples from a cohort of 22 individuals diagnosed with sepsis and admitted to the Intensive Care Unit (ICU) of a university-affiliated teaching hospital in China. Utilizing proteomic and bioinformatics analyses, we sought to identify potential biomarkers indicative of sepsis. These biomarkers were subsequently validated using serum and urine samples from 31 patients with septic shock, 83 patients with sepsis, and 50 healthy controls. Receiver operating characteristic (ROC) curves were employed to determine the optimal cutoff values for these biomarkers. Based on the diagnostic thresholds derived from ROC analysis, colloidal gold test strips were developed and applied to screen a cohort of 92 ICU patients. The diagnostic accuracy of these test strips was rigorously assessed by comparing their results with those from immunofluorescence assays.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;Data-independent acquisition (DIA) proteomics analysis of urine samples identified 2,846 proteins, with stringent filtration criteria (fold change &gt; 2 or &lt; 0.5, P-value &lt; 0.05) yielding 178 differentially expressed proteins (DEPs). Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis revealed significant enrichment of DEPs in pathways associated with \"cell adhesion molecules,\" \"lysosomes,\" and metabolic processes. The Boruta algorithm, integrating Random Forest and Support Vector Machine (SVM) analysis, identified urinary thrombomodulin (TM) as a key candidate molecule. Immunofluorescence analysis for validation trial showed rising trend in blood TM levels across disease severities: 7.55 (6.58-8.72) TU/mL in healthy controls, 10.08 (8.00-14.15) TU/mL in general sepsis, and 12.30 (7.54-18.68) TU/mL in septic shock. Conversely, urinary TM levels decreased: 23.65 (18.08-31.06) TU/mL, 17.70 (13.80-28.80) TU/mL, and 5.84 (4.00-11.59) TU/mL, respectively. At a urinary TM threshold of 15.46 TU/mL, the ROC AUC for sepsis diagnosis is 0.72, with 57% sensitivity and 88% specificity (P&lt;0.05), showing no significant difference comparable to blood TM (P&gt;0.05). For septic shock diagnosis and 28-day mortality prediction, a urinary TM threshold of 11.85 TU/mL yields an ROC AUC of 0.92, with 93% sensitivity and 81% specificity, outperforming blood TM (P&lt;0.05). A urinary TM colloidal gold test strip, which turns red at TM levels above 15.46 TU/mL, was developed and validated on urine samples from 43 sepsis and 49 non-sepsis patients, achieving 86.1% sensitivity, 77.6% specificity and an overall accuracy of 81.5% for sepsis diagnosis. The Kappa test validated the concordance of the colloidal gold strip test with Sepsis 3.0 diagnostic criteria, while the McNemar test indicated no significant difference in sepsis diagnosis efficacy between the strip test and chemiluminescent immu","PeriodicalId":12458,"journal":{"name":"Frontiers in Cellular and Infection Microbiology","volume":"16 ","pages":"1779950"},"PeriodicalIF":4.8,"publicationDate":"2026-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13006627/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147510877","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Carbapenem-resistant Salmonella Derby harboring a plasmid carrying bla NDM-1 from a clinical case in China. 碳青霉烯耐药德比沙门氏菌携带中国临床病例bla NDM-1质粒。
IF 4.8 2区 医学 Q2 IMMUNOLOGY Pub Date : 2026-03-09 eCollection Date: 2026-01-01 DOI: 10.3389/fcimb.2026.1765519
Mengyuan Wang, Chunhua Han, Mingju Hao, Wenxue Zhang, Shifu Wang

Objective: The increasing antimicrobial resistance in non-typhoidal Salmonella (NTS) poses a growing challenge to clinical therapy. This study reports, for the first time, a carbapenem-resistant Salmonella enterica serovar Derby isolate. Although serovar Derby accounts for a relatively small proportion of clinical NTS infections, elucidating the mechanism, origin, and dissemination potential of its carbapenem resistance is crucial for enhancing surveillance and prevention strategies against resistant NTS.

Methods: Antimicrobial susceptibility testing was performed using commercial broth microdilution panels with the Beckman Coulter WalkAway 96 PLUS system. Whole-genome sequencing (WGS) and S1-pulsed-field gel electrophoresis (PFGE) were employed to characterize the chromosomes and plasmids of isolates. Conjugation assays were conducted to evaluate plasmid mobility. Additionally, the NCBI Genome and Pathogens databases were used to identify carbapenemase-producing Salmonella strains.

Results: A patient with aplastic anemia was admitted with abdominal pain and received successive treatments. During periods of recurrent fever, carbapenem-resistant S. Derby (CS_CRSA) and Escherichia coli (CS_CREco) were isolated from rectal swabs. WGS revealed that both strains carried a nearly identical IncFII plasmid (80,195/80,198 bp) harboring bla NDM-1 and qnrS1 genes. This plasmid contained a complete conjugation module, and could be transferred from CS_CRSA and CS_CREco to the recipient at efficiencies of (4.50 ± 1.29)×10-2 and (3.17 ± 0.74)×10-1. Comparative analysis showed its high similarity to a resistance plasmid of Salmonella enterica serovar Typhimurium isolated from Zhejiang, China. As of June 25, 2025, 35 fully assembled Salmonella enterica strains carrying carbapenemase genes were identified, predominantly S. Typhimurium and its variants. Phylogenetic analysis indicated that most carbapenemase-producing Salmonella (CPSA) strains were scattered, while clonal dissemination was observed in some serotypes.

Conclusion: This study reports a clinical isolate of carbapenem-resistant S. Derby, likely resulting from horizontal transfer of a bla NDM-1 -carrying plasmid, which indicates that carbapenem resistance is extending to less common and low virulence serovars of Salmonella. The emergence of such strains poses a challenge to patient care, especially for immunocompromised populations suffering from invasive infections. Additionally, clonal dissemination of CPSA in certain serotypes warrants heightened vigilance and preventive measures.

目的:非伤寒沙门氏菌(NTS)耐药性的增加对临床治疗提出了越来越大的挑战。本研究首次报道了一株耐碳青霉烯的肠沙门氏菌血清型德比分离株。尽管血清Derby在临床NTS感染中所占比例相对较小,但阐明其碳青霉烯类耐药性的机制、来源和传播潜力对于加强耐药NTS的监测和预防策略至关重要。方法:采用商用肉汤微量稀释板,采用Beckman Coulter WalkAway 96 PLUS系统进行药敏试验。采用全基因组测序(WGS)和s1脉冲场凝胶电泳(PFGE)对分离菌株的染色体和质粒进行了鉴定。用偶联法测定质粒的迁移率。此外,利用NCBI基因组和病原体数据库鉴定产生碳青霉烯酶的沙门氏菌菌株。结果:1例再生障碍性贫血患者因腹痛入院,接受连续治疗。在反复发热期间,从直肠拭子中分离出耐碳青霉烯类德比链球菌(CS_CRSA)和大肠杆菌(CS_CREco)。WGS结果显示,这两个菌株携带一个几乎相同的IncFII质粒(80,195/80,198 bp),含有bla NDM-1和qnrS1基因。该质粒包含完整的偶联模块,能以(4.50±1.29)×10-2和(3.17±0.74)×10-1的效率从CS_CRSA和CS_CREco转移到受体。结果表明,该菌株与浙江产肠炎沙门氏菌血清型鼠伤寒沙门氏菌的耐药质粒具有较高的相似性。截至2025年6月25日,已鉴定出35株完全组装的携带碳青霉烯酶基因的肠沙门氏菌菌株,主要是鼠伤寒沙门氏菌及其变种。系统发育分析表明,产碳青霉烯酶沙门氏菌(CPSA)多数呈分散分布,部分血清型存在克隆传播。结论:本研究报道了一株碳青霉烯耐药S. Derby临床分离株,可能是由携带bla NDM-1的质粒水平转移引起的,这表明碳青霉烯耐药正在扩展到不常见的低毒力沙门氏菌血清型。这些菌株的出现对患者护理提出了挑战,特别是对遭受侵袭性感染的免疫功能低下人群。此外,CPSA在某些血清型中的克隆传播需要提高警惕和预防措施。
{"title":"Carbapenem-resistant <i>Salmonella</i> Derby harboring a plasmid carrying <i>bla</i> <sub>NDM-1</sub> from a clinical case in China.","authors":"Mengyuan Wang, Chunhua Han, Mingju Hao, Wenxue Zhang, Shifu Wang","doi":"10.3389/fcimb.2026.1765519","DOIUrl":"https://doi.org/10.3389/fcimb.2026.1765519","url":null,"abstract":"<p><strong>Objective: </strong>The increasing antimicrobial resistance in non-typhoidal <i>Salmonella</i> (NTS) poses a growing challenge to clinical therapy. This study reports, for the first time, a carbapenem-resistant <i>Salmonella enterica</i> serovar Derby isolate. Although serovar Derby accounts for a relatively small proportion of clinical NTS infections, elucidating the mechanism, origin, and dissemination potential of its carbapenem resistance is crucial for enhancing surveillance and prevention strategies against resistant NTS.</p><p><strong>Methods: </strong>Antimicrobial susceptibility testing was performed using commercial broth microdilution panels with the Beckman Coulter WalkAway 96 PLUS system. Whole-genome sequencing (WGS) and S1-pulsed-field gel electrophoresis (PFGE) were employed to characterize the chromosomes and plasmids of isolates. Conjugation assays were conducted to evaluate plasmid mobility. Additionally, the NCBI Genome and Pathogens databases were used to identify carbapenemase-producing <i>Salmonella</i> strains.</p><p><strong>Results: </strong>A patient with aplastic anemia was admitted with abdominal pain and received successive treatments. During periods of recurrent fever, carbapenem-resistant <i>S.</i> Derby (CS_CRSA) and <i>Escherichia coli</i> (CS_CREco) were isolated from rectal swabs. WGS revealed that both strains carried a nearly identical IncFII plasmid (80,195/80,198 bp) harboring <i>bla</i> <sub>NDM-1</sub> and <i>qnrS1</i> genes. This plasmid contained a complete conjugation module, and could be transferred from CS_CRSA and CS_CREco to the recipient at efficiencies of (4.50 ± 1.29)×10<sup>-2</sup> and (3.17 ± 0.74)×10<sup>-1</sup>. Comparative analysis showed its high similarity to a resistance plasmid of <i>Salmonella enterica</i> serovar Typhimurium isolated from Zhejiang, China. As of June 25, 2025, 35 fully assembled <i>Salmonella enterica</i> strains carrying carbapenemase genes were identified, predominantly <i>S.</i> Typhimurium and its variants. Phylogenetic analysis indicated that most carbapenemase-producing <i>Salmonella</i> (CPSA) strains were scattered, while clonal dissemination was observed in some serotypes.</p><p><strong>Conclusion: </strong>This study reports a clinical isolate of carbapenem-resistant <i>S.</i> Derby, likely resulting from horizontal transfer of a <i>bla</i> <sub>NDM-1</sub> <i>-</i>carrying plasmid, which indicates that carbapenem resistance is extending to less common and low virulence serovars of <i>Salmonella</i>. The emergence of such strains poses a challenge to patient care, especially for immunocompromised populations suffering from invasive infections. Additionally, clonal dissemination of CPSA in certain serotypes warrants heightened vigilance and preventive measures.</p>","PeriodicalId":12458,"journal":{"name":"Frontiers in Cellular and Infection Microbiology","volume":"16 ","pages":"1765519"},"PeriodicalIF":4.8,"publicationDate":"2026-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13006696/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147510885","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Two decades of mucormycosis: molecular epidemiology and antifungal susceptibility trends in Türkiye. 毛霉病的二十年:分子流行病学和抗真菌敏感性趋势。
IF 4.8 2区 医学 Q2 IMMUNOLOGY Pub Date : 2026-03-06 eCollection Date: 2026-01-01 DOI: 10.3389/fcimb.2026.1771517
Ayşen İkkan, Osman Merdan, Seçil Ak-Aksoy, Zeinep Chavouz Ametoglou, İmran Sağlık, Hazel Öztürk-Belik, Büşra Çalışır, Özlem Saraydaroğlu, Samet Kızıl, Beyhan Bülbül, Esra Kazak, Beyza Ener

Background: Mucormycosis is a life-threatening invasive fungal infection that mainly affects individuals with weakened immune systems. Despite its clinical importance, data from Türkiye on the epidemiology and antifungal susceptibility of fungi belonging to the order Mucorales are scarce. This study aimed to describe the clinical, epidemiological, and mycological features of mucormycosis over a twenty-year period at a tertiary care hospital.

Methods: All cases of mucormycosis diagnosed between 2003 and 2022 at Bursa Uludağ University Hospital were retrospectively evaluated. Cases were classified as proven or probable according to international definitions. Molecular identification was based on internal transcribed spacer sequencing. Large subunit ribosomal DNA region sequencing and whole-genome sequencing were performed when necessary. Antifungal susceptibility testing for amphotericin B and posaconazole was performed according to the Clinical and Laboratory Standards Institute M38 guideline. Statistical analyses included chi-square, Fisher's exact, Spearman's correlation, and Wilcoxon signed-rank tests.

Results: A total of 187 cases were identified, comprising 134 proven and 53 probable. Rhino-cerebral infection was the most frequent form, followed by pulmonary disease. Hematologic malignancy was the most common underlying condition, and mortality was 52.9 percent. Molecular identification was achieved for 99 isolates, with Rhizopus arrhizus predominant and Rhizomucor pusillus second. Posaconazole exhibited greater in vitro activity than amphotericin B (p < 0.001), while Cunninghamella species showed elevated amphotericin B minimum inhibitory concentrations.

Conclusion: This single-center study provides the most comprehensive data on mucormycosis in Türkiye and highlights the importance of molecular surveillance to guide antifungal therapy and monitor regional variations.

背景:毛霉病是一种危及生命的侵袭性真菌感染,主要影响免疫系统较弱的个体。尽管具有临床重要性,但来自 rkiye的关于Mucorales目的真菌的流行病学和抗真菌敏感性的数据很少。本研究旨在描述20年来三级医院毛霉病的临床、流行病学和真菌学特征。方法:回顾性分析2003年至2022年在乌鲁达乌尔萨大学医院诊断的所有毛霉病病例。根据国际定义,将病例分为已证实病例和可能病例。分子鉴定基于内部转录间隔序列测序。必要时进行大亚基核糖体DNA区域测序和全基因组测序。两性霉素B和泊沙康唑的药敏试验按照临床与实验室标准学会M38指南进行。统计分析包括卡方检验、Fisher精确检验、Spearman相关检验和Wilcoxon符号秩检验。结果:共发现187例,其中确诊134例,疑似53例。鼻-脑感染是最常见的形式,其次是肺部疾病。血液恶性肿瘤是最常见的潜在疾病,死亡率为52.9%。对99株分离物进行了分子鉴定,以阿根霉为优势菌株,其次为蒲氏根霉。泊沙康唑的体外活性高于两性霉素B (p < 0.001),而坎宁哈默氏菌的最低抑制浓度升高。结论:这项单中心研究提供了最全面的基耶岛毛霉菌病数据,强调了分子监测对指导抗真菌治疗和监测区域差异的重要性。
{"title":"Two decades of mucormycosis: molecular epidemiology and antifungal susceptibility trends in Türkiye.","authors":"Ayşen İkkan, Osman Merdan, Seçil Ak-Aksoy, Zeinep Chavouz Ametoglou, İmran Sağlık, Hazel Öztürk-Belik, Büşra Çalışır, Özlem Saraydaroğlu, Samet Kızıl, Beyhan Bülbül, Esra Kazak, Beyza Ener","doi":"10.3389/fcimb.2026.1771517","DOIUrl":"https://doi.org/10.3389/fcimb.2026.1771517","url":null,"abstract":"<p><strong>Background: </strong>Mucormycosis is a life-threatening invasive fungal infection that mainly affects individuals with weakened immune systems. Despite its clinical importance, data from Türkiye on the epidemiology and antifungal susceptibility of fungi belonging to the order Mucorales are scarce. This study aimed to describe the clinical, epidemiological, and mycological features of mucormycosis over a twenty-year period at a tertiary care hospital.</p><p><strong>Methods: </strong>All cases of mucormycosis diagnosed between 2003 and 2022 at Bursa Uludağ University Hospital were retrospectively evaluated. Cases were classified as proven or probable according to international definitions. Molecular identification was based on internal transcribed spacer sequencing. Large subunit ribosomal DNA region sequencing and whole-genome sequencing were performed when necessary. Antifungal susceptibility testing for amphotericin B and posaconazole was performed according to the Clinical and Laboratory Standards Institute M38 guideline. Statistical analyses included chi-square, Fisher's exact, Spearman's correlation, and Wilcoxon signed-rank tests.</p><p><strong>Results: </strong>A total of 187 cases were identified, comprising 134 proven and 53 probable. Rhino-cerebral infection was the most frequent form, followed by pulmonary disease. Hematologic malignancy was the most common underlying condition, and mortality was 52.9 percent. Molecular identification was achieved for 99 isolates, with <i>Rhizopus arrhizus</i> predominant and <i>Rhizomucor pusillus</i> second. Posaconazole exhibited greater <i>in vitro</i> activity than amphotericin B (p < 0.001), while <i>Cunninghamella</i> species showed elevated amphotericin B minimum inhibitory concentrations.</p><p><strong>Conclusion: </strong>This single-center study provides the most comprehensive data on mucormycosis in Türkiye and highlights the importance of molecular surveillance to guide antifungal therapy and monitor regional variations.</p>","PeriodicalId":12458,"journal":{"name":"Frontiers in Cellular and Infection Microbiology","volume":"16 ","pages":"1771517"},"PeriodicalIF":4.8,"publicationDate":"2026-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13002783/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147498169","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction: IFN-treated macrophage-derived exosomes prevent HBV-HCC migration and invasion via regulating miR-106b-3p/PCGF3/PI3K/AKT signaling axis. 更正:ifn处理巨噬细胞来源的外泌体通过调节miR-106b-3p/PCGF3/PI3K/AKT信号轴阻止HBV-HCC的迁移和侵袭。
IF 4.8 2区 医学 Q2 IMMUNOLOGY Pub Date : 2026-03-06 eCollection Date: 2026-01-01 DOI: 10.3389/fcimb.2026.1793060
Jing Chen, Qi Yin, Shiheng Xu, Xiaoqing Tan, Yu Liang, Chaohui Chen, Li Li, Tao Zhang, Tao Shen

[This corrects the article DOI: 10.3389/fcimb.2024.1421195.].

[这更正了文章DOI: 10.3389/fcimb.2024.1421195.]。
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引用次数: 0
Based a machine learning approach to investigate the factors influencing nirmatrelvir/ritonavir exposure in human plasma: a multicenter, observational study. 基于机器学习方法研究影响人血浆中尼马特瑞韦/利托那韦暴露的因素:一项多中心观察性研究。
IF 4.8 2区 医学 Q2 IMMUNOLOGY Pub Date : 2026-03-06 eCollection Date: 2026-01-01 DOI: 10.3389/fcimb.2026.1744619
Yue Zhang, Xiner Yang, Liang Sun, Runcong Zhang, Weibin Fan, Nengming Lin, Bin Lin

Objectives: Nirmatrelvir/ritonavir (N/R) is an effective antiviral for treating COVID-19. However, evidence supporting therapeutic drug monitoring (TDM) for N/R remains limited, potentially increasing the risk of adverse reactions and compromising efficacy. This study aims to identify factors influencing N/R plasma exposure and to develop and internally validate a machine learning model for predicting N/R concentrations, thereby supporting individualized therapy.

Methods: We retrospectively analyzed data from 139 patients who received N/R at two centers. Baseline clinical and laboratory variables were collected, and steady-state trough concentrations of nirmatrelvir and ritonavir were measured on day 3 of treatment. Logistic regression was used to examine the association between drug concentration and prognosis. After excluding highly correlated features, a random forest model identified key factors affecting drug exposure. An XGBoost regression model was then constructed with the selected features, and its predictive performance was evaluated using mean absolute error (MAE), mean squared error (MSE), root mean squared error (RMSE), and R². Five-fold cross-validation was applied for internal validation.

Results: Nirmatrelvir trough concentration was not predictive of patient outcomes (AUC = 0.467). Six factors were consistently identified as important determinants of N/R exposure: estimated glomerular filtration rate (eGFR), creatine kinase (CK), aspartate aminotransferase (AST), alanine aminotransferase (ALT), lymphocyte count (Lymph), and procalcitonin (PCT). Ultimately, the evaluation of the predictive model resulted in a mean absolute error (MAE) of 0.717, mean squared error (MSE) of 1.328, root mean squared error (RMSE) of 1.152, and coefficient of determination (R-squared) of 0.779. The prediction model performs well and can provide risk prediction for medication management for N/R, as well as assist in personalized medication.

Conclusions: We identified a set of variables that affect the treatment of N/R through therapeutic drug monitoring and established a machine learning model capable of predicting N/R concentrations with satisfactory performance. These findings provide a basis for integrating TDM with multivariable prediction tools to personalize N/R dosing and improve medication safety.

目的:尼马特利韦/利托那韦(N/R)是治疗COVID-19的有效抗病毒药物。然而,支持对N/R进行治疗性药物监测(TDM)的证据仍然有限,这可能会增加不良反应的风险并影响疗效。本研究旨在确定影响N/R血浆暴露的因素,并开发和内部验证预测N/R浓度的机器学习模型,从而支持个体化治疗。方法:我们回顾性分析了两个中心139例接受N/R治疗的患者的资料。收集基线临床和实验室变量,并在治疗第3天测量尼马特利韦和利托那韦的稳态谷浓度。采用Logistic回归分析药物浓度与预后的关系。在排除了高度相关的特征后,随机森林模型确定了影响药物暴露的关键因素。然后利用所选特征构建XGBoost回归模型,并使用平均绝对误差(MAE)、均方误差(MSE)、均方根误差(RMSE)和R²对其预测性能进行评价。内部验证采用五重交叉验证。结果:尼马特瑞韦谷浓度不能预测患者预后(AUC = 0.467)。六个因素被一致认定为N/R暴露的重要决定因素:估计肾小球滤过率(eGFR)、肌酸激酶(CK)、天冬氨酸转氨酶(AST)、丙氨酸转氨酶(ALT)、淋巴细胞计数(淋巴)和降钙素原(PCT)。预测模型的平均绝对误差(MAE)为0.717,均方误差(MSE)为1.328,均方根误差(RMSE)为1.152,决定系数(R-squared)为0.779。该预测模型性能良好,可为N/R用药管理提供风险预测,并可辅助个性化用药。结论:我们通过治疗药物监测确定了一组影响N/R治疗的变量,并建立了能够预测N/R浓度的机器学习模型,并取得了令人满意的效果。这些发现为将TDM与多变量预测工具相结合以个性化N/R剂量和提高用药安全性提供了基础。
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引用次数: 0
Inflammatory biomarkers and physiological reserve: an explainable machine learning model for predicting postoperative pulmonary complications in elderly laparoscopic surgery. 炎症生物标志物和生理储备:预测老年腹腔镜手术术后肺部并发症的可解释机器学习模型。
IF 4.8 2区 医学 Q2 IMMUNOLOGY Pub Date : 2026-03-06 eCollection Date: 2026-01-01 DOI: 10.3389/fcimb.2026.1677260
Di Liu, Fei Jiang, Hui Huang, Yong Yang, Min Ye, Lei Zou

Introduction: Postoperative pulmonary complications (PPCs) significantly impact the prognosis of elderly patients undergoing laparoscopic surgery, yet reliable tools for early risk stratification are lacking. This study aimed to develop and externally validate a machine learning (ML) model to predict PPCs using preoperative and intraoperative data available at the point of surgical closure.

Methods: A multicenter retrospective cohort study was conducted involving 1,415 elderly patients (age >60 years) from two tertiary hospitals in China. The primary outcome was clinically significant PPCs (Clavien-Dindo Grade ≥ II) within 7 days postoperatively. Nine ML algorithms were trained and optimized using a nested 5-fold cross-validation framework. The Synthetic Minority Over-sampling Technique (SMOTE) and Boruta algorithm were employed to address class imbalance and feature selection, respectively. The model's performance was evaluated in an internal development cohort and an independent external validation cohort (n=102).

Results: Among the evaluated algorithms, the Gradient Boosting Machine (GBM) demonstrated superior performance, achieving an Area Under the Curve (AUC) of 0.691(95% CI: 0.617-0.762) (Sensitivity 65.2%, Specificity 83.4%) in the internal cohort, Notably, the model exhibited superior performance in the external validation cohort with an AUC: 0.755 (95% CI: 0.652-0.849), indicating excellent generalizability without overfitting. The decision curve analysis confirmed that the GBM model provided a higher net clinical benefit than the default strategies. SHAP (SHapley Additive exPlanations) analysis identified Surgery Duration, Preoperative Albumin, and inflammatory markers (CRP, WBC) as top predictors, reflecting the interplay between surgical stress and physiological reserve. Decision Curve Analysis (DCA) confirmed the model's clinical utility, showing a net benefit across a threshold probability range of 30%-90%.

Conclusion: The GBM-based dynamic model offers a robust, interpretable, and generalizable tool for the early prediction of PPCs in elderly laparoscopic surgery patients. By enabling risk assessment immediately upon surgical completion, this tool facilitates the shift from reactive treatment to proactive prevention and personalized perioperative management.

术后肺部并发症(PPCs)显著影响老年腹腔镜手术患者的预后,但缺乏可靠的早期风险分层工具。本研究旨在开发和外部验证机器学习(ML)模型,利用手术结束时可用的术前和术中数据预测PPCs。方法:采用多中心回顾性队列研究,纳入中国两家三级医院的1415例老年患者(年龄0 ~ 60岁)。主要终点是术后7天内临床显著PPCs (Clavien-Dindo分级≥II)。使用嵌套的5倍交叉验证框架对9种ML算法进行了训练和优化。采用合成少数派过采样技术(SMOTE)和Boruta算法分别解决分类不平衡和特征选择问题。模型的性能在内部开发队列和独立的外部验证队列(n=102)中进行评估。结果:在评估的算法中,梯度增强机(Gradient Boosting Machine, GBM)表现优异,在内部队列中曲线下面积(Area Under the Curve, AUC)为0.691(95% CI: 0.617-0.762)(灵敏度65.2%,特异性83.4%),在外部验证队列中表现优异,AUC为0.755 (95% CI: 0.652-0.849),表明该模型具有良好的泛化性,没有过拟合。决策曲线分析证实,与默认策略相比,GBM模型提供了更高的净临床效益。SHAP (SHapley Additive explanation)分析确定手术时间、术前白蛋白和炎症标志物(CRP、WBC)是最重要的预测因子,反映了手术应激和生理储备之间的相互作用。决策曲线分析(DCA)证实了该模型的临床效用,显示净效益在阈值概率范围为30%-90%。结论:基于gbm的动态模型为老年腹腔镜手术患者PPCs的早期预测提供了一个可靠、可解释和可推广的工具。通过在手术完成后立即进行风险评估,该工具促进了从被动治疗到主动预防和个性化围手术期管理的转变。
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