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IntroductionPredicting pathological complete response (pCR) for patients receiving neoadjuvant chemotherapy (NAC) is crucial in establishing individualized treatment. Whole-slide images (WSIs) of tumor tissues reflect the histopathologic information of the tumor, which is important for therapeutic response effectiveness. In this study, we aimed to investigate whether predictive information for pCR could be detected from WSIs.Materials and methodsWe retrospectively collected data from four cohorts of 874 patients diagnosed with biopsy-proven breast cancer. A deep learning pathological model (DLPM) was constructed to predict pCR using biopsy WSIs in the primary cohort, and it was then validated in three external cohorts. The DLPM could generate a deep learning pathological score (DLPs) for each patient; stromal tumor-infiltrating lymphocytes (TILs) were selected for comparison with DLPs.ResultsThe WSI feature-based DLPM showed good predictive performance with the highest area under the curve (AUC) of 0.72 among the cohorts. Alternatively, the combination of the DLPM and clinical characteristics offered a better prediction performance (AUC >0.70) in all cohorts. We also evaluated the performance of DLPM in three different breast subtypes with the best prediction for the triple-negative breast cancer (TNBC) subtype (AUC: 0.73). Moreover, DLPM combined with clinical characteristics and stromal TILs achieved the highest AUC in the primary cohort (AUC: 0.82) and validation cohort 1 (AUC: 0.80).ConclusionOur study suggested that WSIs integrated with deep learning could potentially predict pCR to NAC in breast cancer. The predictive performance will be improved by combining clinical characteristics. DLPs from DLPM can provide more information compared to stromal TILs for pCR prediction. 相似文献
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Sim Sai TIN Viroj WIWANITKIT 《Revista do Instituto de Medicina Tropical de S?o Paulo》2015,57(2):184-Apr;57(2):184
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BackgroundPeriodontitis is associated with the pathogenesis of atherosclerotic plaque, and hypersensitive C reactive protein (hs-CRP) and lipoprotein-associated phospholipase A2 (Lp-PLA2) are the serum biomarkers of the stability of atherosclerotic plaque. Whether periodontitis is associated with the serum level of hs-CRP and Lp-PLA2 of acute ischemic stroke remains unclear.Material and MethodsWe recruited 103 cases with acute ischemic stroke within 7 days after stroke onset. Pocket depth and clinical attachment loss were assessed by oral examination to define the severe periodontitis. Demographic information including gender, age and body weight index, income level, education level, past medical history include smoking history, drinking history, ischemic stroke history, coronary heart disease, hypertension, diabetes and hyperlipidemia were collected, and serum biomarkers including white blood cell (WBC), fibrinogen, total cholesterol (TC), triglyceride (TG), lower density lipoprotein (LDL-C), high density lipoprotein (HDL-C), hs-CRP, HemoglobinA1c (HbAlc), Homocysteine (HCY) and Lp-PLA2 were tested.Results65 (63.1%) cases were diagnosed as severe periodontitis. Severe periodontitis group showed more male, age, drinking history, higher levels of hs-CRP and Lp-PLA2. Multivariate logistic regression showed that severe periodontitis was were significantly associated with hs-CRP (OR = 2.367, 95%CI: 1.182–4.738; P = .015) and Lp-PLA2 (OR = 2.577, 95% CI: 1.010–6.574; P = .048).ConclusionsSevere periodontitis is independently associated with the serum Level of hs-CRP and Lp-PLA2 in patients with acute ischemic stroke. Whether the improvement of periodontitis could decrease the occurrence and re-occurrence of ischemic stroke by stablizating atherosclerotic plaque need be further studied in future. 相似文献
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目的探讨系统化护理对强化超滤治疗高血压患者临床疗效的影响。方法选取血液透析的尿毒症合并高血压的临床患者58例,随机均分为护理组和对照组,其中对照组接受常规护理,护理组接受系统化护理模式护理;研究结束时候比较两组患者的临床症状改善情况、干体质量和并发症发生情况。结果治疗28周后与对照组相比,实验室检查结果无明显差异,但护理组患者的干体质量和血压较治疗前降低更明显。结论系统化护理模式有助于促进强化超滤透析的治疗效果,降低患者的干体质量,控制血压,减少并发症发生率,值得在临床推广应用。 相似文献
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Quantitative chemical exchange saturation transfer (qCEST) MRI – omega plot analysis of RF‐spillover‐corrected inverse CEST ratio asymmetry for simultaneous determination of labile proton ratio and exchange rate
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Renhua Wu Gang Xiao Iris Yuwen Zhou Chongzhao Ran Phillip Zhe Sun 《NMR in biomedicine》2015,28(3):376-383
Chemical exchange saturation transfer (CEST) MRI is sensitive to labile proton concentration and exchange rate, thus allowing measurement of dilute CEST agent and microenvironmental properties. However, CEST measurement depends not only on the CEST agent properties but also on the experimental conditions. Quantitative CEST (qCEST) analysis has been proposed to address the limitation of the commonly used simplistic CEST‐weighted calculation. Recent research has shown that the concomitant direct RF saturation (spillover) effect can be corrected using an inverse CEST ratio calculation. We postulated that a simplified qCEST analysis is feasible with omega plot analysis of the inverse CEST asymmetry calculation. Specifically, simulations showed that the numerically derived labile proton ratio and exchange rate were in good agreement with input values. In addition, the qCEST analysis was confirmed experimentally in a phantom with concurrent variation in CEST agent concentration and pH. Also, we demonstrated that the derived labile proton ratio increased linearly with creatine concentration (P < 0.01) while the pH‐dependent exchange rate followed a dominantly base‐catalyzed exchange relationship (P < 0.01). In summary, our study verified that a simplified qCEST analysis can simultaneously determine labile proton ratio and exchange rate in a relatively complex in vitro CEST system. Copyright © 2015 John Wiley & Sons, Ltd. 相似文献
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医疗护理安全与护士的职业道德 总被引:4,自引:0,他引:4
目的:探讨医疗护理安全与护士职业道德水平的关系。方法:分析目前护理不安全因素,寻找相应对策。结果:医疗护理安全大大提高,医疗纠纷发生率明显下降。结论:在医疗护理安全活动中,护理安全担当着一个重要角色。通过对护士进行职业道德教育、素质教育及法制教育等措施,提高了医疗、护理安全,减少了医疗纠纷发生。 相似文献
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目的:观察针药结合治疗假性延髓麻痹的疗效。方法:采用完全随机抽样法分为针刺组50例,对照组48例。针刺组在西医治疗的同时,应用针刺进行综合治疗;对照组单纯接受西医药物治疗。结果:针刺组有效率为92.0%,对照组为62.5%。两组疗效差异具有非常显著性意义(P〈0.01)。结论:针药结合治疗假性延髓麻痹效果明显优于单纯西药治疗。 相似文献
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目的探讨参麦注射液治疗老年哮喘的临床价值。方法选择60例老年哮喘,随机分为参麦治疗组和常规对照组进行临床观察。结果参麦组肺功能(FVC、FEVI、VC、FEV%)在治疗后较治疗前明显增加,并有显著差异(p<0.01);对照组治疗前后对比差异无显著性(P>0.05);两组组间比较有显著性差异(P<0.05)。参麦组临床疗效及总有效率明显优于对照组(p<0.01),差异十分显著。结论参麦注射液对改善老年哮喘肺功能及缓解哮喘症状有较好疗效。 相似文献