AI总结:根据所提供的医学论文列表,这些研究主要聚焦于**癌症的预后模型开发与验证**,涵盖了多种肿瘤类型,包括乳腺癌、结直肠癌、胃癌、膀胱癌、卵巢癌、肝细胞癌、甲状腺癌、宫颈癌、胰腺癌、食管癌等。多数论文围绕以下几个核心方向展开:1. **多组学数据整合分析**:许多研究利用基因表达、蛋白质组学、代谢组学、免疫组化及影像数据(如PET特征)构建预测模型,探索分子标志物(如免疫相关基因、自噬相关基因、铁死亡相关基因)对患者生存期和复发风险的影响。2. **机器学习与生物信息学方法应用**:大量论文采用LASSO回归、Cox比例风险模型、随机森林、支持向量机、深度学习等算法筛选关键特征,并建立预测模型,部分研究结合外部数据集进行模型验证,以提升泛化能力。3. **免疫微环境与预后关联**:多个研究关注肿瘤微环境中免疫细胞浸润状态、免疫检查点表达、炎症因子水平等因素,探讨其在个体化治疗中的预后价值,尤其在免疫治疗响应预测方面的潜力。4. **临床病理因素与分子标志物联合建模**:不少论文将传统临床变量(如TNM分期、年龄、性别、组织学分级)与新型分子标志物结合,构建综合预后评分系统,提高预测精度。5. **特定信号通路与机制研究**:一些研究基于已知生物学通路(如糖酵解、Wnt/β-catenin、mTOR、Notch等)构建功能富集模型,揭示潜在的分子机制及其与预后的关系。总体来看,这些论文反映了当前肿瘤精准医学的研究热点,即通过整合多层次生物医学数据,结合先进统计与人工智能方法,开发具有临床实用价值的个体化预后评估工具,为肿瘤患者的分层管理、治疗决策和新药研发提供依据。
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共3篇 平均IF=5.3 (5.3-9.1)更多分析
  • 1区Q1影响因子: 5.3
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    1. Insights From the Ventricular Fibrillation Waveform Into the Mechanism of Survival Benefit From Bystander Cardiopulmonary Resuscitation.
    1. 从心室颤动波形了解旁观者心肺复苏的存活机制。
    作者:Bessen Brooke , Coult Jason , Blackwood Jennifer , Hsu Cindy H , Kudenchuk Peter , Rea Thomas , Kwok Heemun
    期刊:Journal of the American Heart Association
    日期:2021-09-25
    DOI :10.1161/JAHA.121.020825
    Background The mechanism by which bystander cardiopulmonary resuscitation (CPR) improves survival following out-of-hospital cardiac arrest is unclear. We hypothesized that ventricular fibrillation (VF) waveform measures, as surrogates of myocardial physiology, mediate the relationship between bystander CPR and survival. Methods and Results We performed a retrospective cohort study of adult, bystander-witnessed patients with out-of-hospital cardiac arrest with an initial rhythm of VF who were treated by a metropolitan emergency medical services system from 2005 to 2018. Patient, resuscitation, and outcome variables were extracted from emergency medical services and hospital records. A total of 3 VF waveform measures (amplitude spectrum area, peak frequency, and median peak amplitude) were computed from a 3-second ECG segment before the initial shock. Multivariable logistic regression estimated the association between bystander CPR and survival to hospital discharge adjusted for Utstein elements. Causal mediation analysis quantified the proportion of survival benefit that was mediated by each VF waveform measure. Of 1069 patients, survival to hospital discharge was significantly higher among the 814 patients who received bystander CPR than those who did not (0.52 versus 0.43, respectively; <0.01). The multivariable-adjusted odds ratio for bystander CPR and survival was 1.6 (95% CI, 1.2, 2.1), and each VF waveform measure attenuated this association. Depending on the specific waveform measure, the proportion of mediation varied: 53% for amplitude spectrum area, 31% for peak frequency, and 29% for median peak amplitude. Conclusions Bystander CPR correlated with more robust initial VF waveform measures, which in turn mediated up to one-half of the survival benefit associated with bystander CPR. These results provide insight into the biological mechanism of bystander CPR in VF out-of-hospital cardiac arrest.
  • 1区Q1影响因子: 5.3
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    2. Prevention of Heart Failure in Hypertension-Disentangling the Role of Evolving Left Ventricular Hypertrophy and Blood Pressure Lowering: The ALLHAT Study.
    2. ALLHAT研究:高血压心力衰竭的预防:分离左室肥厚和血压降低的作用。
    作者:Johnson Kyle , Oparil Suzanne , Davis Barry R , Tereshchenko Larisa G
    期刊:Journal of the American Heart Association
    日期:2019-04-16
    DOI :10.1161/JAHA.119.011961
    Background Hypertension is a known risk factor for heart failure ( HF ), possibly via the mechanism of cardiac remodeling and left ventricular hypertrophy ( LVH ). We studied the extent to which blood pressure ( BP ) change and evolving LVH contribute to the effect that lisinopril, doxazosin, and amlodipine have on HF compared with chlorthalidone. Methods and Results We conducted causal mediation analysis of ALLHAT (Antihypertensive and Lipid-Lowering Treatment to Prevent Heart Attack Trial) data (1994-2002; in-trial follow-up). ALLHAT participants with available serial ECG s and BP measurements were included (n=29 892; mean age 67±4 years; 32% black; 56% men): 11 008 were randomized to chlorthalidone, 5967 to doxazosin, 6593 to amlodipine, and 6324 to lisinopril. Evolving ECG LVH and BP lowering served as mediators. Incident symptomatic HF was the primary outcome. Linear regression (for mediator) and logistic regression (for outcome) models were adjusted for mediator-outcome confounders (demographic and clinical characteristics known to be associated both with both LVH /hypertension and HF ). A large majority of participants (96%) had ECG LVH status unchanged, but 4% developed evolving ECG LVH . On average, BP decreased by 11/7 mm Hg. In adjusted Cox regression analyses, progressing ECG LVH (hazard ratio [ HR ] 1.78 [95% CI 1.43-2.22]), resolving ECG LVH ( HR 1.33 [95% CI 1.03-1.70]), and baseline ECG LVH (1.17 [95% CI 1.04-1.31]) carried risk of incident HF . After full adjustment, evolving ECG LVH mediated 4% of the effect of doxazosin on HF . Systolic BP lowering mediated 12% of the effect of doxazosin, and diastolic BP lowering mediated 10% of the effect of doxazosin, 7% of the effect of amlodipine, and borderline 9% of the effect of lisinopril on HF . Conclusions Evolving ECG LVH and BP change account for 4% to 13% of the mechanism by which antihypertensive medications prevent HF . Clinical Trial Registration URL : http://www.clinicaltrials.gov . Unique identifier: NCT 00000542.
  • 1区Q1影响因子: 9.1
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    3. Preoperative Cognitive Abnormality, Intraoperative Electroencephalogram Suppression, and Postoperative Delirium: A Mediation Analysis.
    3. 术前认知异常,术中脑电图抑制和术后谵妄:中介分析。
    作者:Fritz Bradley A , King Christopher R , Ben Abdallah Arbi , Lin Nan , Mickle Angela M , Budelier Thaddeus P , Oberhaus Jordan , Park Daniel , Maybrier Hannah R , Wildes Troy S , Avidan Michael S , Apakama Ginika , Aranake-Chrisinger Amrita , Bolzenius Jacob , Burton Jamila , Cui Victoria , Emmert Daniel A , Goswami Shreya , Graetz Thomas J , Gupta Shelly , Jordan Katherine , Kronzer Alex , McKinnon Sherry L , Muench Maxwell R , Murphy Matthew R , Palanca Ben J , Patel Aamil , Spencer James W , Stevens Tracey W , Strutz Patricia , Tedeschi Catherine M , Torres Brian A , Trammel Emma R , Upadhyayula Ravi T , Winter Anke C , Jacobsohn Eric , Fong Tamara , Gallagher Jackie , Inouye Sharon K , Schmitt Eva M , Somerville Emily , Stark Susan , Lenze Eric J , Melby Spencer J , Tappenden Jennifer ,
    期刊:Anesthesiology
    日期:2020-06-01
    DOI :10.1097/ALN.0000000000003181
    BACKGROUND:Postoperative delirium is a common complication that hinders recovery after surgery. Intraoperative electroencephalogram suppression has been linked to postoperative delirium, but it is unknown if this relationship is causal or if electroencephalogram suppression is merely a marker of underlying cognitive abnormalities. The hypothesis of this study was that intraoperative electroencephalogram suppression mediates a nonzero portion of the effect between preoperative abnormal cognition and postoperative delirium. METHODS:This is a prespecified secondary analysis of the Electroencephalography Guidance of Anesthesia to Alleviate Geriatric Syndromes (ENGAGES) randomized trial, which enrolled patients age 60 yr or older undergoing surgery with general anesthesia at a single academic medical center between January 2015 and May 2018. Patients were randomized to electroencephalogram-guided anesthesia or usual care. Preoperative abnormal cognition was defined as a composite of previous delirium, Short Blessed Test cognitive score greater than 4 points, or Eight Item Interview to Differentiate Aging and Dementia score greater than 1 point. Duration of intraoperative electroencephalogram suppression was defined as number of minutes with suppression ratio greater than 1%. Postoperative delirium was detected via Confusion Assessment Method or chart review on postoperative days 1 to 5. RESULTS:Among 1,113 patients, 430 patients showed evidence of preoperative abnormal cognition. These patients had an increased incidence of postoperative delirium (151 of 430 [35%] vs.123 of 683 [18%], P < 0.001). Of this 17.2% total effect size (99.5% CI, 9.3 to 25.1%), an absolute 2.4% (99.5% CI, 0.6 to 4.8%) was an indirect effect mediated by electroencephalogram suppression, while an absolute 14.8% (99.5% CI, 7.2 to 22.5%) was a direct effect of preoperative abnormal cognition. Randomization to electroencephalogram-guided anesthesia did not change the mediated effect size (P = 0.078 for moderation). CONCLUSIONS:A small portion of the total effect of preoperative abnormal cognition on postoperative delirium was mediated by electroencephalogram suppression. Study precision was too low to determine if the intervention changed the mediated effect.
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