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基于权重分配的直肠癌病理完全反应预测算法
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作者 李兰兰 徐斌 +1 位作者 李娟 王大彪 《计算机仿真》 2024年第4期314-319,共6页
研究的目的是建立一个深度学习模型,用于进行直肠癌患者新辅助放化疗后的病理完全反应的预测。回顾性分析了99例直肠癌患者的MR影像资料,并按照训练组(71例)和测试组(28例)进行划分构成数据集。通过U-Net定位分割出肿瘤大致区域,在预测... 研究的目的是建立一个深度学习模型,用于进行直肠癌患者新辅助放化疗后的病理完全反应的预测。回顾性分析了99例直肠癌患者的MR影像资料,并按照训练组(71例)和测试组(28例)进行划分构成数据集。通过U-Net定位分割出肿瘤大致区域,在预测阶段通过改变神经网络卷积层数和切片大小得到了9个基础预测模型,并且利用权重分配法对预测得分进行修正。在验证组9个模型中,切片大小为256*256时,包含4个卷积层的模型整体性能最好,3折交叉验证中平均准确率、特异性和敏感性分别达到了0.714、0.717和0.708。研究构建的模型可以作为辅助工具对结直肠癌晚期患者对新辅助治疗的病理反应进行预测,预测精度较好,可为临床治疗提供参考。 展开更多
关键词 直肠癌 神经网络 新辅助放化疗 磁共振图像 病理完全反应预测
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多标志物联合检测肺癌及其对肺癌病理类型预测的价值分析 被引量:2
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作者 曾汉华 温雅 《中国医药科学》 2020年第2期19-22,共4页
目的研究CEA、CYFRA21-1、NSE和SCC四种肿瘤标志物(TM)对肺癌的诊断价值及其与病理类型的关系。方法回顾性分析2017年1月~2018年12月在我院首诊245例肺癌及100例良性肺部疾病患者的临床资料。其中鳞癌(SC)79例,腺癌(AC)127例,小细胞肺癌... 目的研究CEA、CYFRA21-1、NSE和SCC四种肿瘤标志物(TM)对肺癌的诊断价值及其与病理类型的关系。方法回顾性分析2017年1月~2018年12月在我院首诊245例肺癌及100例良性肺部疾病患者的临床资料。其中鳞癌(SC)79例,腺癌(AC)127例,小细胞肺癌(SCLC)39例。比较四种TM在不同病理类型肺癌患者中的血清学水平及阳性率,采用判别分析法建立Fisher判别函数诊断肺癌并预测肺癌病理类型。结果三个肺癌组CEA、CYFRA21-1、NSE和鳞癌组SCC血清学水平和阳性率均显著高于对照组(P<0.05)。四种TM联合诊断肺癌的敏感度为94.09%、特异度为79.63%、诊断正确率为89.57%。F1=-0.664+0.004 X1+0.027 X2+0.017X3+0.092X4(F1>0为肺癌,F1<0为良性)、F2=1.522+0.002X1+0.032X2-0.044X3+0.075X4(F2>0为NSCLC,F2<0为SCLC)、F3=0.045-0.004X1+0.003X2-0.015X3+0.203X4(F3>0为鳞癌,F3<0为腺癌)诊断准确率分别为90.43%、89.80%、74.76%。结论肿瘤标志物判别分析法进行肺癌诊断和病理类型预测有一定的临床应用价值。 展开更多
关键词 肺癌 肿瘤标志物 判别分析法 病理类型预测
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个体化医疗时代诊断病理学面临的机遇和挑战 被引量:1
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作者 官兵 周晓军 《临床与实验病理学杂志》 CAS CSCD 北大核心 2010年第3期255-257,共3页
关键词 病理 个体化医疗 个体化预测病理 伴随诊断
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双能CT在结直肠癌临床应用中的研究进展
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作者 赵薇 任建军 +3 位作者 赵磊 高伟 王泽锋 郝粉娥 《中国CT和MRI杂志》 2023年第10期174-176,共3页
双能CT具有扫描速度快、图像质量好、辐射剂量低、能够提供多种参数等优点,可以同时获取形态学和功能学信息,目前在结直肠癌定性诊断、临床分期、预测病理特征、疗效评价等方面有较多研究,本文综述了双能CT在结直肠癌临床应用中的研究... 双能CT具有扫描速度快、图像质量好、辐射剂量低、能够提供多种参数等优点,可以同时获取形态学和功能学信息,目前在结直肠癌定性诊断、临床分期、预测病理特征、疗效评价等方面有较多研究,本文综述了双能CT在结直肠癌临床应用中的研究进展。 展开更多
关键词 双能CT 结直肠癌 临床分期 病理预测 疗效评价
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Predictive biomarker and clinicopathological characteristics analysis for recurrence of early gastric cancer
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作者 Jiyuan Yang Zhiqiang Cai +3 位作者 Wei Du Junchuan Li Tingxuan Chen Yunhua Xu 《The Chinese-German Journal of Clinical Oncology》 CAS 2011年第7期394-398,共5页
Objective: The aim of this study was to identify the correlation between the clinicopathological characteristics and recurrence in early gastric cancer (EGC), what's more, we attempt to look for a predictive bioma... Objective: The aim of this study was to identify the correlation between the clinicopathological characteristics and recurrence in early gastric cancer (EGC), what's more, we attempt to look for a predictive biomarker to predict and treat for re-currence of EGC. Methods: This study retrospectively analyzed 178 early gastric cancer patients who had the complete post-operative and follow-up medical records in the First Affiliated Hospital of Yangtze University (China) between January 1995 to December 2005. All of them were followed-up to December 2009 regularly. Computer tomography (CT), endoscopy, and single photon emission computed tomography (SPET-CT) were used to diagnose for recurrence of EGC. Immunohistochem-istry (IHC) and fluorescence in situ hybridization (FISH) were used for the detection of cerbB2. Chi-square test was applied to this study for statistics analysis. Results: Fourteen patients had recurrence. Eighteen patients were cerbB2-positive, including twelve recurrence patients and six norecurrence patients. Sex, tumor depth, and lymph node metastasis were related to the recurrence of EGC. Also, cerbB2-positive patients had the higher recurrence rate compared to the cerbB2-negative patients. Conclusion: Recurrence of EGC after curative resection can be predicted by using some clinicopathological characteristics. CerbB2 can be used as a predictive biomarker for recurrence of EGC. 展开更多
关键词 early gastric cancer (EGC) RECURRENCE gene CERBB2 immunohistochemistry (IHC) fluorescence in situ hybridization (FISH)
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Application of Computed Tomographic Colonography in Diagnosis of Colonic Polyps 被引量:1
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作者 Ming-wei Qin Wei-dong Pan Guan-ning Cong Yun Wang Yun-qing Zhang Ji-xiang Liang 《Chinese Medical Sciences Journal》 CAS CSCD 2009年第1期36-40,共5页
Objective To assess the clinical values of computed tomographic colonography (CTC) in diagnosis of colonic polyps. Methods Forty-two patients who were clinically suspicious of colonic polyps or underwent colonic po... Objective To assess the clinical values of computed tomographic colonography (CTC) in diagnosis of colonic polyps. Methods Forty-two patients who were clinically suspicious of colonic polyps or underwent colonic polyps screening received examinations with both CTC and conventional colonoscopy. Sixteen- or 64-slice spiral computed tomography and professional imaging processing techniques were used for evaluation. Per-polyp and per-patient results were analyzed. Those by per-polyp were subsequently divided into ≥10 mm group, 5-10 mm group, and ≤5 mm group. Sensitivity, positive predictive value (PPV), specificity, negative predictive value (NPV), and accuracy were calculated using statistical method for diagnostic studies, with conventional colonoscopy as a gold standard. Results Ninety and 61 polyps were found by CTC and conventional colonoscopy, respectively. The per-polyp sensitivity/PPV were 80.3%/55.6% in total, and 100%/92.9%, 93.8%/65.2%, and 68.8%/ 41.5% in the ≥10 mm group, 5-10 mm group, and ≤5 turn group, respectively. The per-patient sensitivity, PPV, specificity, NPV, and accuracy were 97.1%, 89.5%, 42.9%, 75.0%, and 88.1%, respectively. Conclusion CTC can clearly reveal the morphology of colonic polyps and be used as a routine monitoring method for the clinical diagnosis of polyps. 展开更多
关键词 colonic polyp X-ray computed tomography COLONOSCOPY
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Predictive factors for liver dysfunction and failure after hepatectomy:Analysis of 467 patients with hepatocellular carcinoma
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作者 Guangjin Du Liqun Wu +2 位作者 Chengzhan Zhu Rong Ye Xin Yi 《The Chinese-German Journal of Clinical Oncology》 CAS 2012年第4期210-213,共4页
Objective: The aim of our study was to analyze hepatic dysfunction and failure after hepatocellular carcinoma (HCC) resection and relationship of clinical and pathological factors. Methods: Clinical and pathologic... Objective: The aim of our study was to analyze hepatic dysfunction and failure after hepatocellular carcinoma (HCC) resection and relationship of clinical and pathological factors. Methods: Clinical and pathological data of 467 HCC patients was retrospectively reviewed, who underwent liver resection from January 2002 to December 2008 in the Affiliated Hospital of Medical College, Qingdao University, and the post-resectional liver dysfunction and failure risk factors were analyzed by univariate and multivariate analysis. Results: The morbidity of post-resectional liver dysfunction and failure was 1.7% and 2.1%. The post-resectional liver dysfunction and failure after HCC hepatectomy into the statistical analysis: univariate analysis revealed preoperative platelet level (〈 100 × 10^9), serum albumin level (〈 35 g/L), serum gamma-Glutamyl transferase (〉 64 U/L), Child-Pugh classification (B), MELD score (≥ 9), intraoperative bleeding (-〉 1000 mL), blood transfusion were positive factors, multivariate analysis (Logistic) revealed that preoperative platelet level (0.983, 95% CI = 0.971-0.995) and intraoperative blood transfusion (3.145, 95% CI = 1.027-12.028) were independent risk factors for post-resectional liver dysfunction and failure. Conclusion: Prevented liver failure and liver dysfunction occurring after liver resection, it is the key to accurate preoperative assessment of liver function and the patient's reserved liver functional, precise hepatectomy and reasonable blockage of hepatic inflow. 展开更多
关键词 carcinoma hepatocellular HEPATECTOMY hepatic dysfunction and failure
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Study on the onset temperature of a standing-wave thermoacoustic engine based on circuit network theory 被引量:2
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作者 QIU LiMin LAI BiHui +3 位作者 ZHAO YiTao SUN DaMing ZHANG XueJun LI YanFeng 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第10期2864-2868,共5页
Onset mechanism is one of the most fundamental issues in thermoacoustic field.However,the onset conditions and the phenomena happening in the onset process have not been well explained theoretically.In this paper,a no... Onset mechanism is one of the most fundamental issues in thermoacoustic field.However,the onset conditions and the phenomena happening in the onset process have not been well explained theoretically.In this paper,a novel model based on the circuit network analogy is proposed to predict the onset temperature of a standing-wave thermoacoustic engine.The activity and instability criteria are proposed to be the onset criteria in the model.The influences of the porosity of the heat exchanger and the stack,and the length of the resonant tube on the onset temperature are analyzed.The calculated results are in agreement with the experimental results,which indicates that the activity and instability criteria can be used to predict the onset conditions of a thermoacoustic engine. 展开更多
关键词 STANDING-WAVE thermoacoustic engine activity criterion instability criterion onset temperature
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