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Development and External Validation of a Web-Based Application for the Prediction of Pneumonia-Associated ARDS. 基于web的肺炎相关ARDS预测应用程序的开发和外部验证。
IF 1.2 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-01-06 DOI: 10.3791/69738
Yu Bai, Meng Zhang, Jun Wan

Acute respiratory distress syndrome (ARDS) is a highly heterogeneous disease with clinical manifestations that may overlap with severe pneumonia, posing challenges for accurate differentiation. Therefore, early prediction and bedside rapid subtype clustering of ARDS patients are urgently needed. This study aims to develop a web-based system, which includes validated models of early bedside diagnosis and clinical subgroup classification, for predicting the development and phenotypes of pneumonia-associated ARDS. Diagnostic and subgroup models were developed and validated from the two large databases, Medical Information Mart for Intensive Care IV (MIMIC-IV) and Telehealth Intensive Care Unit (eICU) and were incorporated into a web-based prediction system. Data from patients with pneumonia hospitalized for more than 24 h between 2008 and 2019 were analyzed. The MIMIC-IV derivation cohort included 24,987 patients with pneumonia (14,121 with pneumonia-associated ARDS); the eICU verification cohort included 20,676 patients with pneumonia (9946 with pneumonia-associated ARDS). In diagnosis, the stacking method of machine learning performed best with an AUC of 0.919, an accuracy of 70.00%, a precision of 69.88% and a recall of 82.27% in the MIMIC-IV derivation cohort. The AUC, accuracy, precision, and recall of the eICU validation cohort were 0.915, 70.87%, 69.70% and 69.70% respectively. Pneumonia-associated ARDS was classified into three clinical phenotypes with different clinical characteristics and outcomes, all of which responded differently to treatment. Among patients in clusters 0 and 1, the in-hospital mortality rates were higher among those who received early corticosteroid treatment than among those who did not, whereas among patients in cluster 2, the in-hospital mortality rate was lower among those who received corticosteroids than among those who did not. We performed a web transformation of the diagnosis prediction and clinical subgroup classification of pneumonia-associated ARDS. Our web-based models of early bedside diagnosis and clinical subgroup classification of pneumonia-associated ARDS may assist clinicians in diagnosing and treating the disease and in promoting individualized precision treatment.

急性呼吸窘迫综合征(Acute respiratory distress syndrome, ARDS)是一种高度异质性的疾病,其临床表现可能与重症肺炎重叠,这给准确鉴别带来了挑战。因此,迫切需要对ARDS患者进行早期预测和床边快速分型。本研究旨在开发一个基于网络的系统,其中包括早期床边诊断和临床亚群分类的验证模型,用于预测肺炎相关ARDS的发展和表型。诊断和亚组模型从两个大型数据库中开发和验证,即重症监护医疗信息市场IV (MIMIC-IV)和远程医疗重症监护病房(eICU),并纳入基于网络的预测系统。分析了2008年至2019年期间住院超过24小时的肺炎患者的数据。MIMIC-IV衍生队列包括24,987例肺炎患者(14,121例与肺炎相关的ARDS);eICU验证队列包括20,676例肺炎患者(9946例肺炎相关ARDS)。在诊断中,机器学习的叠加方法在MIMIC-IV衍生队列中表现最好,AUC为0.919,准确率为70.00%,精密度为69.88%,召回率为82.27%。eICU验证队列的AUC、准确度、精密度和召回率分别为0.915、70.87%、69.70%和69.70%。肺炎相关ARDS分为三种临床表型,具有不同的临床特征和结局,对治疗的反应也不同。在第0组和第1组患者中,早期接受皮质类固醇治疗的患者的住院死亡率高于未接受治疗的患者,而在第2组患者中,接受皮质类固醇治疗的患者的住院死亡率低于未接受治疗的患者。我们对肺炎相关急性呼吸窘迫综合征的诊断预测和临床亚组分类进行了网络转换。我们的基于网络的肺炎相关ARDS早期床边诊断和临床亚组分类模型可以帮助临床医生诊断和治疗该疾病,并促进个体化精确治疗。
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引用次数: 0
Influence of Efgartigimod on Curative Efficacy and Inflammation Factors of Patients with Long Segmental Myelitis. 依夫加替莫德对长节段性脊髓炎疗效及炎症因素的影响。
IF 1.2 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-01-06 DOI: 10.3791/69263
Lei Wu, Ying Chen, Jun-Ming Zhang

The paper aims to evaluate the efficacy and impact of efgartigimod on clinical outcomes and inflammatory markers in patients with antibody-negative long-segment myelitis (LETM).This retrospective study enrolled 47 patients diagnosed with antibody-negative LETM, including 36 in the control group who received methylprednisolone alone and 11 in the observation group who received a combination of efgartigimod and methylprednisolone. Comparisons of the expanded disability status scale (EDSS), clinical frailty scale (CFS), and Health Survey Short Form-36 (SF-36) scores between the two groups were conducted. Concentrations of interleukin-6 (IL-6), IL-10, and IL-41 were detected using enzyme-linked immunosorbent assay (ELISA), and their correlations with EDSS scores were also evaluated. The potential predictors of therapeutic efficacy were identified using univariate and multivariate logistic regression analyses.Efgartigimod significantly reduced EDSS and CFS scores after 1 month of treatment, with the observation group demonstrating greater improvements than the control group. Efgartigimod improved the quality of life as assessed by the SF-36, with significant increases in physical functioning (PF) and vitality (VT) scores in the observation group (p < 0.05). Efgartigimod decreased serum cytokine (IL-41, IL-10, and IL-6) levels and EDSS scores at the time of treatment (p < 0.05). Serum cytokine levels were positively correlated with EDSS scores. The group (treatment strategy) and length of the involved segment were predictive factors of drug efficacy.Efgartigimod demonstrated significant efficacy and safety for the treatment of LETM. Efgartigimod lowered serum concentrations of IL-6, IL-41, and IL-10 in LETM patients. The levels of IL-6, IL-41, and IL-10 correlated with EDSS scores, indicating their potential as predictive biomarkers for disease severity and treatment efficacy in LETM.

本文旨在评价依加替莫德对抗体阴性长段脊髓炎(LETM)患者临床转归和炎症标志物的疗效及影响。本回顾性研究纳入了47例抗体阴性LETM患者,其中36例为对照组,单独接受甲泼尼龙治疗,11例为观察组,接受依加替莫德和甲泼尼龙联合治疗。比较两组患者的扩展残疾状态量表(EDSS)、临床虚弱量表(CFS)和健康调查简表-36 (SF-36)得分。采用酶联免疫吸附试验(ELISA)检测白细胞介素-6 (IL-6)、IL-10和IL-41的浓度,并评估其与EDSS评分的相关性。使用单变量和多变量逻辑回归分析确定治疗效果的潜在预测因素。治疗1个月后,Efgartigimod显著降低EDSS和CFS评分,观察组优于对照组。Efgartigimod改善了SF-36评估的生活质量,观察组的身体功能(PF)和活力(VT)评分显著提高(p < 0.05)。依加替莫降低治疗时血清细胞因子(IL-41、IL-10、IL-6)水平及EDSS评分(p < 0.05)。血清细胞因子水平与EDSS评分呈正相关。分组(治疗策略)和受累节段长度是药物疗效的预测因素。艾夫加替莫德治疗LETM具有显著的疗效和安全性。依加替莫降低了LETM患者血清中IL-6、IL-41和IL-10的浓度。IL-6、IL-41和IL-10的水平与EDSS评分相关,表明它们有可能作为LETM疾病严重程度和治疗效果的预测性生物标志物。
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引用次数: 0
Whole-cell Super-Resolution Imaging via DNA-PAINT on a Spinning Disk Confocal with Optical Photon Reassignment. 基于DNA-PAINT的旋转圆盘共聚焦光光子重分配全细胞超分辨率成像。
IF 1.2 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-01-06 DOI: 10.3791/69531
Cecilia Zaza, Miruna Tanase, Olivia P L Dalby, Sabrina Simoncelli

Single-molecule localization microscopy (SMLM) enables nanoscale imaging of cellular structures but is typically restricted to imaging near the coverslip due to the limitations of total internal reflection fluorescence (TIRF) and highly inclined and optical sheet (HILO) illumination. Here, a protocol that leverages a spinning disk confocal microscope equipped with optical photon reassignment (SDC-OPR) to perform SMLM in whole cells is presented. This method enables high-precision single-molecule imaging throughout the full cell volume using DNA points accumulation for imaging in nanoscale topography (DNA-PAINT) without the need for custom optics or complex illumination schemes. The protocol provides a stepwise guide on configuring a commercially available spinning disk microscope (e.g., CSU-W1 SoRA) for SMLM imaging, including acquisition parameters optimized for deep imaging. Sample preparation steps are outlined for labeling intracellular targets with DNA-conjugated probes to perform DNA-PAINT imaging, including strategies for multicolor imaging of several targets. Image acquisition is followed by single-molecule localization and reconstruction using standard software packages. Critical considerations for minimizing background, optimizing lateral resolution, and ensuring imaging quality across the full cell depth are also discussed. This accessible protocol allows researchers to perform deep, whole-cell SMLM using standard confocal equipment, expanding the range of biological questions addressable by single-molecule imaging beyond the near-membrane regions.

单分子定位显微镜(SMLM)能够实现细胞结构的纳米级成像,但由于全内反射荧光(TIRF)和高倾斜光学片(HILO)照明的限制,通常仅限于在盖盖附近成像。本文提出了一种利用配备光学光子重分配(SDC-OPR)的旋转盘共聚焦显微镜对整个细胞进行SMLM的方案。这种方法可以在整个细胞体积内使用DNA点积累进行纳米级地形成像(DNA- paint),而无需定制光学元件或复杂的照明方案,实现高精度的单分子成像。该协议提供了一个逐步配置用于SMLM成像的市售旋转磁盘显微镜(例如,CSU-W1 SoRA)的指南,包括针对深度成像优化的采集参数。概述了用dna偶联探针标记细胞内靶标以进行DNA-PAINT成像的样品制备步骤,包括几种靶标的多色成像策略。图像采集后,使用标准软件包进行单分子定位和重建。还讨论了最小化背景、优化横向分辨率和确保整个细胞深度的成像质量的关键考虑因素。这种可访问的协议允许研究人员使用标准共聚焦设备进行深度,全细胞SMLM,扩大了单分子成像超越近膜区域可解决的生物学问题的范围。
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引用次数: 0
Molecular Mechanisms of DBNL in Heart Failure: From Macrophage Immunometabolism to Therapeutic Implications. DBNL在心力衰竭中的分子机制:从巨噬细胞免疫代谢到治疗意义。
IF 1.2 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-01-02 DOI: 10.3791/69756
Binbin Cao, Zehao Zhao, Cui Li, Jiahui Li, Jia Su, Xiaomin Chen

Heart failure (HF) remains a major global health challenge, with limited effective treatments targeting its core pathophysiological mechanisms. In this study, an integrated multiomics approach combining Mendelian randomization (MR) and single-cell RNA sequencing (scRNA-seq) was used to identify potential biomarkers and therapeutic targets for HF. We utilized data from genome-wide association studies (GWASs), expression quantitative trait loci (eQTLs), methylation quantitative trait loci (mQTLs), and protein quantitative trait loci (pQTLs) to investigate the genetic mechanisms of HF. Single-cell RNA sequencing was performed to analyse gene expression in cardiac macrophages, and pseudotime analysis was used to study the dynamic regulation of DBNL during macrophage differentiation. Molecular docking and dynamics simulations identified pirinixic acid (WY-14643; PubChem CID: 4594; synonyms: 50892-23-4; WY-14643) as a potential regulator of DBNL. Multiomics analysis revealed that DBNL (Drebrin-like) is a key gene associated with HF risk. Single-cell RNA sequencing revealed that DBNL is expressed mainly in cardiac macrophages and is upregulated under pathological conditions. The expression of DBNL by macrophages is associated with immune metabolism and profibrotic pathways, particularly the IL-6/JAK/STAT3, PI3K/AKT/mTOR, and TGF-β signalling pathways. Pseudotime analysis indicated that DBNL has a dynamic regulatory effect on macrophage differentiation, especially in chronic inflammation. Molecular docking and dynamic simulations have shown that pyridine acid has a potential role in regulating DBNL. This study elucidates the role of DBNL in the progression of heart failure and suggests its potential as a therapeutic target. Importantly, the therapeutic relevance is inferred from computational predictions. These findings offer novel insights into immune metabolism and macrophage-mediated intercellular communication, establishing a theoretical basis for future applications in the optimization of DBNL-targeted drugs and functional research. Nonetheless, additional experimental validation and preclinical studies are needed to substantiate the clinical efficacy of DBNL as a therapeutic target.

心力衰竭(HF)仍然是一个主要的全球健康挑战,针对其核心病理生理机制的有效治疗有限。在这项研究中,采用综合多组学方法结合孟德尔随机化(MR)和单细胞RNA测序(scRNA-seq)来鉴定HF的潜在生物标志物和治疗靶点。我们利用全基因组关联研究(GWASs)、表达数量性状位点(eQTLs)、甲基化数量性状位点(mQTLs)和蛋白质数量性状位点(pQTLs)的数据来研究HF的遗传机制。通过单细胞RNA测序分析心脏巨噬细胞基因表达,伪时间分析研究巨噬细胞分化过程中DBNL的动态调控。分子对接和动力学模拟鉴定了吡立昔酸(WY-14643; PubChem CID: 4594;同义词:50892-23-4;WY-14643)是DBNL的潜在调节剂。多组学分析显示DBNL (Drebrin-like)是与HF风险相关的关键基因。单细胞RNA测序结果显示,DBNL主要在心脏巨噬细胞中表达,病理状态下表达上调。巨噬细胞表达DBNL与免疫代谢和纤维化通路有关,特别是IL-6/JAK/STAT3、PI3K/AKT/mTOR和TGF-β信号通路。伪时间分析表明,DBNL对巨噬细胞分化具有动态调节作用,特别是在慢性炎症中。分子对接和动力学模拟表明,吡啶酸在DBNL中具有潜在的调控作用。本研究阐明了DBNL在心力衰竭进展中的作用,并提示其作为治疗靶点的潜力。重要的是,治疗相关性是从计算预测中推断出来的。这些发现为免疫代谢和巨噬细胞介导的细胞间通讯提供了新的见解,为未来在dbnl靶向药物优化和功能研究中的应用奠定了理论基础。然而,需要进一步的实验验证和临床前研究来证实DBNL作为治疗靶点的临床疗效。
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引用次数: 0
Improving CRISPR-Cas9 Screens in CAR T Cells: A Refined Method for Library Preparation. 改进CAR - T细胞中的CRISPR-Cas9筛选:一种改进的文库制备方法
IF 1.2 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-01-02 DOI: 10.3791/69721
Maider Garnica, Patxi San Martin-Uriz, Paula Rodriguez-Marquez, Maria E Calleja-Cervantes, Saray Rodriguez-Diaz, Rebeca Martinez-Turrillas, Mikel Hernaez, Felipe Prosper, Juan R Rodriguez-Madoz

Chimeric antigen receptor (CAR) T cell therapies have demonstrated remarkable efficacy in several hematological malignancies, yet their success has not been fully replicated in solid tumors. Moreover, even in hematological cancers, relapse after CAR T cell infusion continues to compromise long-term outcomes. These challenges highlight the urgent need to develop strategies that enhance CAR T cell efficacy, persistence, overcoming tumor and microenvironment-mediated resistance. Clustered regularly interspaced short palindromic repeats (CRISPR)-Cas9-based screening platforms provide a powerful approach to systematically identify genes that regulate CAR T cell function. By linking genetic perturbations to phenotypic outcomes, these assays enable the discovery of pathways controlling activation, proliferation, memory formation, and cytotoxicity. Standard workflows involve transduction of substantial numbers of cells with a single guide RNA (sgRNA) library, Cas9-mediated editing, selection of edited cells, and PCR amplification of sgRNA cassettes from genomic DNA (gDNA) prior to sequencing. However, PCR amplification using large amounts of gDNA poses significant challenges and often fails to selectively amplify and retrieve sgRNAs. Here, we describe an optimized CRISPR-Cas9 knockout screening protocol, which we have tested on primary human CAR T cells. The method here incorporates an intermediate step during sgRNA library preparation that reduces gDNA carryover through enzymatic digestion and selective pulldown of the sgRNA cassette, thereby increasing the efficiency of the first PCR amplification. This modification allowed us to retrieve sgRNA information across our CAR T cell screens, which had remained elusive in our previous attempts using traditional 1 and 2-step PCR amplification protocols. In conclusion, this optimized workflow facilitates CRISPR screening library preparation in challenging samples and enables the identification of key genetic determinants that can be targeted to improve therapeutic efficacy.

嵌合抗原受体(CAR) T细胞疗法在几种血液系统恶性肿瘤中显示出显着的疗效,但其成功尚未在实体肿瘤中完全复制。此外,即使在血液学癌症中,CAR - T细胞输注后的复发仍然会损害长期预后。这些挑战凸显了迫切需要开发增强CAR - T细胞疗效、持久性、克服肿瘤和微环境介导的耐药性的策略。聚类规则间隔短回文重复序列(CRISPR)- cas9筛选平台为系统鉴定调节CAR - T细胞功能的基因提供了一种强大的方法。通过将遗传扰动与表型结果联系起来,这些检测能够发现控制激活、增殖、记忆形成和细胞毒性的途径。标准工作流程包括使用单个引导RNA (sgRNA)文库转导大量细胞,cas9介导的编辑,编辑细胞的选择,以及测序前从基因组DNA (gDNA)中PCR扩增sgRNA磁带。然而,使用大量gDNA的PCR扩增带来了重大挑战,并且通常无法选择性地扩增和检索sgrna。在这里,我们描述了一种优化的CRISPR-Cas9敲除筛选方案,我们已经在原代人CAR - T细胞上进行了测试。该方法在sgRNA文库制备过程中加入了一个中间步骤,通过酶切和选择性下拉sgRNA盒来减少gDNA的携带,从而提高了第一次PCR扩增的效率。这种修饰使我们能够在CAR - T细胞筛选中检索sgRNA信息,这在我们以前使用传统的1步和2步PCR扩增方案的尝试中仍然难以捉摸。总之,这种优化的工作流程有助于在具有挑战性的样品中制备CRISPR筛选文库,并能够识别可靶向的关键遗传决定因素,以提高治疗效果。
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引用次数: 0
Real-Time PCR Quantification of Red Complex Bacterial DNA and Periodontal Status in Removable Partial Denture Wearers. 可摘局部义齿佩戴者红色复合体细菌DNA与牙周状况的实时荧光定量分析。
IF 1.2 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-01-02 DOI: 10.3791/69774
Enis Veseli, Kelvin I Afrashtehfar, Argjira Veseli

The insertion of removable partial dentures (RPDs) in the oral cavity is associated with changes in the oral microflora over time. However, there is a paucity of literature examining the presence of red complex bacteria (RCB) in these patients. Given RCB's established role in the development of periodontitis, peri-implantitis, and various systemic diseases, investigating the impact of RPDs on these bacteria is crucial. This study aims to quantify the subgingival burden of RCB-Porphyromonas gingivalis, Tannerella forsythia, and Treponema denticola-in abutment teeth of partially edentulous patients rehabilitated with RPDs, using real-time polymerase chain reaction (RT-PCR). A secondary objective was to assess the periodontal status of abutment and non-abutment teeth and to determine the correlations between microbial load and clinical periodontal indices. Thirty participants requiring RPDs were enrolled. Deoxyribonucleic acid (DNA) was isolated from bacterial samples obtained from abutment teeth before (T0) and 3 months post-insertion (T3). RCB quantification was performed via RT-PCR and expressed as "Lg (genome equivalents/sample)". Clinical parameters-plaque index (PI), gingival index (GI), probing depth (PD), and tooth mobility (TM)-were recorded for abutment and non-abutment teeth at both timepoints. Abutment teeth demonstrated statistically significant increases in RCB loads across all three target species from T0 to T3: P. gingivalis (1.99 ± 2.01 vs 3.64 ± 2.21, p = 0.00003), T. forsythia (2.20 ± 2.17 vs 3.56 ± 2.33, p = 0.00009), and T. denticola (0.82 ± 1.41 vs 2.35 ± 2.21, p = 0.0001). While periodontal parameters were elevated in abutment versus non-abutment teeth post-treatment, differences did not reach statistical significance. Among pathogens, T. forsythia exhibited the strongest positive correlation with periodontal indices. Short-term use of RPDs is associated with a significant increase in RCB colonization of abutment teeth, suggesting early microbial and inflammatory shifts that may precede clinically evident periodontal breakdown.

可摘局部义齿在口腔内的植入与口腔菌群的变化有关。然而,在这些患者中检查红色复合体细菌(RCB)存在的文献很少。鉴于RCB在牙周炎、种植周炎和各种全身性疾病的发展中所起的作用,研究rpd对这些细菌的影响至关重要。本研究旨在利用实时聚合酶链反应(RT-PCR)定量分析部分无牙患者行rpd康复后基牙中rcb -牙龈卟啉单胞菌、连珠单宁菌和牙密螺旋体的龈下负担。次要目的是评估基牙和非基牙的牙周状况,并确定微生物负荷与临床牙周指标之间的相关性。30名需要rpd的参与者入组。从基牙植入前(T0)和植入后3个月(T3)的细菌样本中分离脱氧核糖核酸(DNA)。RCB定量通过RT-PCR进行,表达为“Lg(基因组当量/样本)”。在两个时间点记录基牙和非基牙的临床参数-菌斑指数(PI)、牙龈指数(GI)、探探深度(PD)和牙齿活动性(TM)。从T0到T3,三种靶种基牙的RCB负荷均有统计学意义上的增加:牙龈牙(1.99±2.01 vs 3.64±2.21,p = 0.00003)、连翘牙(2.20±2.17 vs 3.56±2.33,p = 0.00009)和齿牙牙(0.82±1.41 vs 2.35±2.21,p = 0.0001)。治疗后基牙组与非基牙组牙周参数均升高,但差异无统计学意义。病原菌中,连翘与牙周指数的正相关最强。短期使用rpd与基牙RCB定植显著增加相关,提示早期微生物和炎症转移可能先于临床明显的牙周破坏。
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引用次数: 0
Microbial DNA Analysis in the Field Using a Biological Extraction Field Kit and a Field qPCR Unit. 使用生物提取现场试剂盒和现场qPCR装置进行现场微生物DNA分析。
IF 1.2 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-01-02 DOI: 10.3791/69713
Sam Rosolina, Adam Partin, Charles Slater, Dora Taggart

As quantitative PCR (qPCR) is adopted more widely across industries, the capacity to extract and analyze DNA in remote settings without logistical hurdles is becoming essential. One clear example is the need for straightforward tools to quantify contaminant-degrading bacteria at remote sites affected by train derailments or petroleum releases, enabling timely assessment of risk and environmental impact. To reliably achieve this, the processes must be portable and lightweight, user-friendly for non-scientists, resistant to contamination, and capable of delivering rapid results while still maintaining rigorous quality control. Although options for both nucleic acid extraction and qPCR analysis outside of the laboratory have existed for years, only recently have advances in technology enabled the development of field-deployable systems capable of reliable and accurate performance. In this study, we demonstrate the use of a field DNA extraction kit coupled with portable qPCR instruments under realistic environmental conditions. Field trials conducted at ambient outdoor temperatures of approximately 30 °C demonstrated DNA yields and amplification efficiencies comparable to those obtained in controlled laboratory settings. Importantly, results obtained in the field demonstrated equivalent sensitivity and reproducibility, confirming that portable workflows can provide high-quality data without the need for conventional laboratory infrastructure. These findings highlight the potential for decentralized molecular analyses that expand the reach of qPCR into remote and resource-limited settings while maintaining the accuracy and reliability required for decision-making.

随着定量PCR (qPCR)在各行各业的应用越来越广泛,在远程环境中提取和分析DNA而没有后勤障碍的能力变得至关重要。一个明显的例子是,需要一种简单的工具来量化受火车出轨或石油泄漏影响的偏远地区的污染物降解细菌,从而能够及时评估风险和环境影响。为了可靠地实现这一目标,该过程必须轻便轻便,对非科学家用户友好,耐污染,能够在保持严格质量控制的同时提供快速结果。尽管在实验室之外核酸提取和qPCR分析的选择已经存在多年,但直到最近技术的进步才使能够可靠和准确性能的现场部署系统的开发成为可能。在本研究中,我们演示了在实际环境条件下使用现场DNA提取试剂盒和便携式qPCR仪器。在室外环境温度约30°C下进行的现场试验表明,DNA产量和扩增效率与在受控实验室环境下获得的结果相当。重要的是,在现场获得的结果显示出同等的灵敏度和可重复性,证实便携式工作流程可以在不需要传统实验室基础设施的情况下提供高质量的数据。这些发现突出了分散分子分析的潜力,将qPCR的范围扩展到偏远和资源有限的环境中,同时保持决策所需的准确性和可靠性。
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引用次数: 0
Enhancing Fairness in Large Language Models for Clinical Artificial Intelligence Applications Through Fine-Tuning and Prompting. 通过微调和提示提高临床人工智能应用大型语言模型的公平性。
IF 1.2 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-01-02 DOI: 10.3791/69132
Pradeep Kamboj, Shailender Kumar, Vikram Goyal

Large Language Models (LLMs) are increasingly being applied to sensitive domains such as medical care, which pose multiple technical and ethical challenges. The most immediate issues include biases built into these models, which are trained on large datasets that may reflect societal prejudices. Such biases can yield outputs that are unfair, ungeneralizable, or even harmful, rendering them clinically inapplicable in the real world and noncompliant with ethical and regulatory constraints. We examine how well bias suppression works when fine-tuned models are prompted across four critical categories (gender, race, profession, and religion). We manually curate a diverse inference dataset and create twelve prompt variants -- six of which are debiased -- to test the outputs of three open-source LLMs: Llama2-7B, Mistral-7B, and Dolly-7B. The fairness and interpretability of the outputs are evaluated using a bias-scoring metric, where lower scores indicate better fairness and interpretability. We also note that debiased prompts reduce bias, and fine-tuning the model performs even better. The results emphasize the critical importance of timely action, model robustness, and ongoing ethical scrutiny for trustworthy and fair LLM deployment in real-world settings, such as medical imaging, and the maintenance of Electronic Health Records (EHR).

大型语言模型(llm)越来越多地应用于敏感领域,如医疗保健,这带来了多重技术和道德挑战。最直接的问题包括这些模型中内置的偏见,这些模型是在可能反映社会偏见的大型数据集上训练的。这种偏见可能产生不公平的、不可概括的、甚至有害的结果,使它们在临床上不适用于现实世界,不符合伦理和监管约束。我们研究了在四个关键类别(性别、种族、职业和宗教)中提示微调模型时,偏见抑制的效果如何。我们手动创建了一个多样化的推理数据集,并创建了12个提示变量(其中6个是去偏的),以测试三个开源llm的输出:Llama2-7B、Mistral-7B和Dolly-7B。使用偏差评分指标评估输出的公平性和可解释性,其中较低的分数表明更好的公平性和可解释性。我们还注意到,去偏见提示减少了偏见,微调模型的性能甚至更好。研究结果强调了及时行动、模型稳健性和持续的道德审查对于在现实环境(如医学成像和电子健康记录(EHR)的维护)中可信和公平的法学硕士部署的重要性。
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引用次数: 0
Clinical Outcomes of Sanshen Fuzheng Decoction in Preventing Chemotherapy-induced Neutropenia in Ovarian Cancer. 三参扶正汤预防化疗性卵巢癌中性粒细胞减少的临床疗效。
IF 1.2 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-01-02 DOI: 10.3791/69163
Lixia Xu, Junwu Zhong, Hengduan Zhang

This study aimed to explore the clinical value of Sanshen Fuzheng Decoction in the secondary prevention of chemotherapy-induced neutropenia in patients with malignant ovarian tumors. Sixty patients with primary ovarian cancer who received postoperative chemotherapy between January 2022 and January 2023 were enrolled. Using a random number table, they were equally divided into a treatment group and a control group (n = 30 each). The control group received standard paclitaxel plus carboplatin (TP) chemotherapy (paclitaxel + carboplatin), while the treatment group received TP combined with Sanshen Fuzheng Decoction. Baseline indicators were not significantly different between groups before chemotherapy (P > 0.05). On days 3, 7, 10, 14, and 20 post chemotherapy, both groups showed increased hemoglobin (Hb), red blood cell (RBC), neutrophil (NE) counts, interleukin-2 (IL-2), and interleukin-6 (IL-6), and decreased white blood cell (WBC), lymphocyte (LYM), and platelet (PLT) counts. Compared to the control group, the treatment group showed significantly greater increases in Hb, RBC, NE, interleukin-2 (IL-2), and interleukin-6 (IL-6), and the decrease in LYM was more obvious, while the decrease in WBC and PLT was smaller (all P < 0.05). The total dose of recombinant human granulocyte colony-stimulating factor (rhG-CSF) and the duration of leukopenia were significantly lower in the treatment group (P < 0.05). Additionally, more improvement in Traditional Chinese Medicine (TCM) symptom scores (fatigue, weakness, sweating, dizziness, pale complexion) was observed in the treatment group. The incidence of chemotherapy-related toxic side effects was significantly lower in the treatment group (P < 0.05). No significant differences were observed in liver/kidney function, febrile neutropenia, or absolute neutrophil count (ANC) reduction (P > 0.05). San shen Fu zheng Decoction, as an adjunct to chemotherapy in ovarian cancer, showed potential benefits in improving hematological recovery, reducing rhG-CSF use, and alleviating treatment-related symptoms.

本研究旨在探讨三参扶正汤在卵巢恶性肿瘤患者化疗性中性粒细胞减少二级预防中的临床价值。在2022年1月至2023年1月期间接受术后化疗的60例原发性卵巢癌患者入组。采用随机数字表法将患者平均分为治疗组和对照组各30人。对照组采用标准紫杉醇加卡铂(TP)化疗方案(紫杉醇+卡铂),治疗组采用TP联合三神扶正汤。化疗前各组基线指标差异无统计学意义(P < 0.05)。化疗后第3、7、10、14和20天,两组患者血红蛋白(Hb)、红细胞(RBC)、中性粒细胞(NE)、白细胞介素-2 (IL-2)和白细胞介素-6 (IL-6)计数均升高,白细胞(WBC)、淋巴细胞(LYM)和血小板(PLT)计数下降。与对照组相比,治疗组患者Hb、RBC、NE、白细胞介素-2 (IL-2)、白细胞介素-6 (IL-6)升高明显,LYM下降更为明显,WBC、PLT下降较小(P < 0.05)。治疗组重组人粒细胞集落刺激因子(rhG-CSF)总剂量和白细胞减少持续时间均显著降低(P < 0.05)。治疗组中医症状评分(疲劳、乏力、出汗、头晕、面色苍白)改善明显。治疗组化疗相关毒副反应发生率明显低于对照组(P < 0.05)。两组肝肾功能、发热性中性粒细胞减少、绝对中性粒细胞计数(ANC)降低无显著差异(P < 0.05)。三参补正汤作为卵巢癌化疗的辅助治疗,在改善血液学恢复、减少rhG-CSF使用和缓解治疗相关症状方面显示出潜在的益处。
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引用次数: 0
In Vivo Telemetry to Record Long-Term Cardiovascular Parameters, Temperature, and Activity in Spinal Cord Injury Rat Models. 活体遥测记录脊髓损伤大鼠模型的长期心血管参数、温度和活动。
IF 1.2 4区 综合性期刊 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-01-02 DOI: 10.3791/69714
Sajeev Kaur, Anna M Baur, Jillian A Condrey, Dorottya P Gal, Samir P Patel, John C Gensel

Higher-level spinal cord injury (SCI) above thoracic level 6 (T6) disrupts autonomic function and contributes to secondary complications, including fluctuations in blood pressure, heart rate, and temperature. In rats, the placement of telemetric implants in the descending aorta offers a robust methodology for assessing various cardiovascular parameters, such as systolic and diastolic pressure, mean arterial pressure, and heart rate. Core body temperature and animal activity can also be recorded following telemetric implant placement. A rat with a telemetric implant is kept on the receiver plate connected to a computer system for recording various parameters. Continuous long-term recordings at defined time intervals allow for the quantification of injury-induced physiological disruptions, including day-night variations in cardiovascular function. Comparing pre-injury (baseline) and post-injury recordings enables researchers to assess the impact of SCI on these physiological metrics. This methodology paper outlines a detailed, step-by-step procedure for telemetric implant placement in the descending aorta (using mono-occlusion of the artery) of the rat, as well as continuous telemetry recording following severe-high thoracic (T3) SCI. We discuss the challenges typically encountered while performing this procedure, as well as a dedicated troubleshooting section. The data acquisition process using Ponemah software and its various applications are also discussed. Rats display SCI-associated cardiovascular, temperature, and activity abnormalities, and telemetric implants are effective devices for studying these post-injury complications and evaluating potential treatments.

高于胸椎第6节段(T6)的高水平脊髓损伤(SCI)破坏自主神经功能并导致继发性并发症,包括血压、心率和体温的波动。在大鼠中,在降主动脉放置遥测植入物为评估各种心血管参数提供了一种可靠的方法,如收缩压和舒张压、平均动脉压和心率。在遥测植入物放置后,也可以记录核心体温和动物活动。一只装有遥测植入物的大鼠被放在与计算机系统相连的接收板上,用于记录各种参数。在规定的时间间隔内进行连续的长期记录,可以量化损伤引起的生理破坏,包括心血管功能的昼夜变化。比较损伤前(基线)和损伤后的记录使研究人员能够评估脊髓损伤对这些生理指标的影响。本文概述了在大鼠降主动脉(单动脉闭塞)放置遥测植入物的详细步骤,以及在严重高位胸段(T3)脊髓损伤后的连续遥测记录。我们将讨论在执行此过程时通常遇到的挑战,以及专门的故障排除部分。讨论了Ponemah软件的数据采集过程及其各种应用。大鼠表现出与sci相关的心血管、体温和活动异常,遥测植入物是研究这些损伤后并发症和评估潜在治疗方法的有效设备。
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