disease-free survival

无病生存
  • 文章类型: Journal Article
    同源细胞在细胞结构(hoCIC)与肿瘤增殖有关,入侵,和转移,被认为是各种癌症的有希望的预后标志物。然而,hoCIC在非小细胞肺癌(NSCLC)中的作用尚不清楚.肿瘤组织切片取自411名NSCLC患者。我们分析了临床病理变量与hoCIC数量之间的关系。采用LASSO和多变量Cox回归分析确定NSCLC的预后因素。使用Kaplan-Meier曲线和对数秩检验评估hoCIC对总生存期(OS)和无病生存期(DFS)的影响。使用C索引开发并验证了OS和DFS的预后模型,时间依赖性曲线下面积(AUC),净重新分类改进(NRI),综合歧视改进(IDI),校准曲线和判定曲线分析(DCA)。在队列中,56%的患者有hoCIC,而44%的患者没有。值得注意的是,hoCIC主要发现于肿瘤浸润前沿。男性,吸烟,鳞状细胞癌,低分化,肿瘤大小≥3厘米,高级TNM阶段,淋巴结转移,胸膜侵犯,血管浸润,坏死,P53突变,和Ki-67的高表达被确定为hoCIC的相对危险因素。此外,HOCIC被发现是OS和DFS的重要预后因素,更高的HOCIC频率与较差的结果相关。我们构建了用于预测1-,3-,以及基于hoCIC的5年OS和DFS,校准曲线显示预测和实际结果之间的良好一致性。C指数的结果,时间依赖性AUC,NRI,IDI,和DCA分析表明,将hoCIC纳入预后模型可显着增强其预测能力和临床适用性。HoCIC显示了NSCLC患者OS和DFS的独立指示值。此外,hoCIC在肿瘤浸润前沿的频繁定位表明,hoCIC与肿瘤浸润和转移之间存在很强的相关性.
    Homotypic cell-in-cell structures (hoCICs) are associated with tumor proliferation, invasion, and metastasis and is considered a promising prognostic marker in various cancers. However, the role of hoCICs in non-small cell lung cancer (NSCLC) remains unclear. Tumor tissue sections were obtained from 411 NSCLC patients. We analyzed the relationship between clinicopathological variables and the number of hoCICs. LASSO and multivariate Cox regression analysis were employed to identify prognostic factors for NSCLC. The impact of hoCICs on overall survival (OS) and disease-free survival (DFS) was assessed using the Kaplan-Meier curves and log-rank test. Prognostic models for OS and DFS were developed and validated using the C-index, time-dependent area under the curve (AUC), net reclassification improvement (NRI), integrated discrimination improvement (IDI), calibration curves and decision curve analysis (DCA). Among the cohort, 56% of patients had hoCICs while 44% did not. Notably, hoCICs were primarily found at the tumor invasion front. Male gender, smoking, squamous cell carcinoma, low differentiation, tumor size ≥ 3 cm, advanced TNM stage, lymph node metastasis, pleural invasion, vascular invasion, necrosis, P53 mutation, and high expression of Ki-67 were identified as relative risk factors for hoCICs. Furthermore, hoCICs was found to be a significant prognostic factor for both OS and DFS, with higher frequencies of hoCICs correlating with poorer outcomes. We constructed nomograms for predicting 1-, 3-, and 5-year OS and DFS based on hoCICs, and the calibration curves showed good agreement between the predicted and actual outcomes. The results of the C-index, time-dependent AUC, NRI, IDI, and DCA analyses demonstrated that incorporating hoCICs into the prognostic model significantly enhanced its predictive power and clinical applicability. HoCICs indicated independent perdictive value for OS and DFS in patients with NSCLC. Furthermore, the frequent localization of hoCICs at the tumor invasion front suggested a strong association between hoCICs and tumor invasion as well as metastasis.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:为了确定可以预测FIGO2018IIICp宫颈癌(CC)患者预后的转移性淋巴结(nMLN)数量和淋巴结比率(LNR)的临界值。
    方法:接受根治性子宫切除术伴盆腔淋巴结清扫术的CC患者被确定为倾向评分匹配(PSM)队列研究。进行受试者工作特征(ROC)曲线分析以确定临界nMLN和LNR值。使用Kaplan-Meier和Cox比例风险回归分析比较了5年总生存率(OS)和无病生存率(DFS)。
    结果:本研究包括2004年至2018年间来自47家中国医院的3,135名FIGO2018IIICp期CC患者。基于ROC曲线分析,nMLN和LNR的截止值分别为3.5和0.11。最终队列包括nMLN≤3(n=2,378)和nMLN>3(n=757)组和LNR≤0.11(n=1,748)和LNR>0.11(n=1,387)组。nMLN≤3与nMLN>3之间的生存率存在显着差异(PSM后,操作系统:76.8%vs67.9%,P=0.003;风险比[HR]:1.411,95%置信区间[CI]:1.108-1.798,P=0.005;DFS:65.5%vs55.3%,P<0.001;HR:1.428,95%CI:1.175-1.735,P<0.001),LNR≤0.11且LNR>0.11(PSM后,操作系统:82.5%vs76.9%,P=0.010;HR:1.407,95%CI:1.103-1.794,P=0.006;DFS:72.8%vs65.1%,P=0.002;HR:1.347,95%CI:1.110-1.633,P=0.002)组。
    结论:本研究发现nMLN>3和LNR>0.11与CC患者的不良预后相关。
    BACKGROUND: To identify the cut-off values for the number of metastatic lymph nodes (nMLN) and lymph node ratio (LNR) that can predict outcomes in patients with FIGO 2018 IIICp cervical cancer (CC).
    METHODS: Patients with CC who underwent radical hysterectomy with pelvic lymphadenectomy were identified for a propensity score-matched (PSM) cohort study. A receiver operating characteristic (ROC) curve analysis was performed to determine the critical nMLN and LNR values. Five-year overall survival (OS) and disease-free survival (DFS) rates were compared using Kaplan-Meier and Cox proportional hazard regression analyses.
    RESULTS: This study included 3,135 CC patients with stage FIGO 2018 IIICp from 47 Chinese hospitals between 2004 and 2018. Based on ROC curve analysis, the cut-off values for nMLN and LNR were 3.5 and 0.11, respectively. The final cohort consisted of nMLN ≤ 3 (n = 2,378) and nMLN > 3 (n = 757) groups and LNR ≤ 0.11 (n = 1,748) and LNR > 0.11 (n = 1,387) groups. Significant differences were found in survival between the nMLN ≤ 3 vs the nMLN > 3 (post-PSM, OS: 76.8% vs 67.9%, P = 0.003; hazard ratio [HR]: 1.411, 95% confidence interval [CI]: 1.108-1.798, P = 0.005; DFS: 65.5% vs 55.3%, P < 0.001; HR: 1.428, 95% CI: 1.175-1.735, P < 0.001), and the LNR ≤ 0.11 and LNR > 0.11 (post-PSM, OS: 82.5% vs 76.9%, P = 0.010; HR: 1.407, 95% CI: 1.103-1.794, P = 0.006; DFS: 72.8% vs 65.1%, P = 0.002; HR: 1.347, 95% CI: 1.110-1.633, P = 0.002) groups.
    CONCLUSIONS: This study found that nMLN > 3 and LNR > 0.11 were associated with poor prognosis in CC patients.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    目的:分析经口微创手术(TMIS)治疗声门上喉癌(SGLC)的肿瘤和功能结果,并探讨独立的预后因素。
    方法:纳入接受TMIS治疗的70例SGLC患者。总生存期(OS),无复发生存率(RFS),并对术后功能进行分析。
    结果:62例患者为早期阶段(Tis,T1和T2)和8例患者为T3。11例患者接受术前诱导化疗(IC)。60例患者接受经口激光显微手术(TLM),10例患者接受经口机器人手术(TORS).58名患者通过水吞咽测试获得1级评分,49例患者分0级,粗糙度,呼吸,虚弱,应变。1年、3年和5年OS均为95.450%,84.877%,和78.026%,RFS为89.167%,78.052%,和75.451%。Kaplan-Meier生存分析显示N分期和临床分期与OS相关,吸烟,临床分期,手术切缘,Ki-67指数与RFS相关。术前IC或直接手术无显著差异,TLM,或TORS。Cox分析显示,吸烟和手术切缘是RFS的独立预后因素。
    结论:阳性边缘,Ki-67指数≥40%和P53(+)和Ki-67指数≥40%是SGLC患者复发的较差因素。吸烟和手术切缘是影响复发的独立预后因素。
    OBJECTIVE: To analyze oncological and functional results of transoral minimally invasive surgery (TMIS) for supraglottic laryngeal carcinoma (SGLC), and investigate independent prognostic factors.
    METHODS: Seventy SGLC patients treated with TMIS were included. The overall survival (OS), recurrence-free survival (RFS), and postoperative functions were analyzed.
    RESULTS: Sixty-two patients were early-stage (Tis, T1, and T2) and eight patients were T3. Eleven patients received preoperative induction chemotherapy (IC). Sixty patients received transoral laser microsurgery (TLM), and 10 patients received transoral robotic surgery (TORS). Fifty-eight patients were scored Grade-1 by water swallow test, and 49 patients were scored Grade 0 by grade, roughness, breathiness, asthenia, strain. The 1, 3, and 5 year OS of all were 95.450%, 84.877%, and 78.026%, and RFS were 89.167%, 78.052%, and 75.451% respectively. Kaplan-Meier survival analysis showed N stage and clinical stage were associated with OS, smoking, clinical stage, surgical margins, and Ki-67 index were associated with RFS. There were no significant differences in preoperative IC or direct surgery, TLM, or TORS. Cox analyses showed smoking and surgical margins were independent prognosis factors for RFS.
    CONCLUSIONS: The positive margin, Ki-67 index ≥40% and P53(+)&Ki-67 index ≥40% are worse factors affecting recurrence for SGLC patients. Both smoking and surgical margins are independent prognostic factors affecting recurrence.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    目的:研究盆腔放疗对复发性宫颈癌患者化疗期间骨髓抑制的影响。方法和材料:对129例复发性宫颈癌患者进行回顾性分析,其中77例有盆腔放疗史,52例无盆腔放疗史的患者作为对照组。所有患者接受紫杉醇联合卡铂(TC)化疗方案,每21天5-6次。血液毒性,包括红细胞计数,白细胞和中性粒细胞和血小板,使用不良事件通用术语标准(4.0版)定义。年龄之间的关系,身体质量指数,无病生存,病理类型,FIGO阶段,放疗方式及化疗期间骨髓抑制程度进行统计学分析,分别,所有复发性宫颈癌患者。结果:77例有放疗史的患者中,73例复发患者(94.8%)出现骨髓抑制,然后进行化疗。未经放疗的复发性宫颈癌患者(n=52)在化疗后出现骨髓抑制的风险较低(n=39,75.0%,P<0.05)。有或没有放疗史的复发性宫颈患者化疗后出现严重骨髓抑制(Ⅲ~Ⅳ级)的概率分别为41.6%和13.5%,分别为(P<0.05)。在单变量分析中,放疗方法与复发性宫颈癌患者III-IV级骨髓抑制发生率相关(P=0.005).在多变量分析中,放疗方式和扩展视野放疗是III-IV级骨髓抑制的危险因素(χ2=16.975,P=0.001)。白细胞计数无显著差异,观察有和没有放疗的患者在化疗前复发时的血红蛋白和血小板。白细胞计数减少,中性粒细胞和血小板计数的绝对值复合大多数类型的III和IV级骨髓抑制。结论:既往盆腔放疗可显著增加复发宫颈癌患者化疗期间骨髓抑制的发生率。在治疗复发的宫颈癌患者时,化疗前放疗,特别是对于那些有经验的外部束放射治疗,建议给予必要的关注和及时的干预,以确保完成化疗和临床疗效。
    Purpose: To study the effects of prior pelvic radiotherapy on bone marrow suppression in recurrent cervical cancer patients during chemotherapy. Methods and materials: The cases of 129 patients with recurrent cervical cancer were reviewed, of which 77 patients had pelvic radiotherapy history and another 52 patients with no pelvic radiotherapy history were used as control group. All patients received a chemotherapy regimen of paclitaxel combined with carboplatin (TC) per 21 days for 5-6 times. Hematologic toxicity, including count of red blood cell, white blood cell and neutrophil cell and platelet, was defined by using Common Terminology Criteria for Adverse Events (version 4.0). The relationship between age, body mass index, disease free survival, pathological types, FIGO stages, radiotherapy methods and the degree of bone marrow suppression during chemotherapy was statistically analyzed, respectively, for all recurrent cervical cancer patients. Results: Among 77 patients with previous radiotherapy history, 73 recurrent patients (94.8%) had bone marrow suppression followed by chemotherapy. Recurrent cervical cancer patients without prior radiotherapy (n=52) showed a lower risk of bone marrow suppression followed by chemotherapy (n=39, 75.0%, P < 0.05). The probability of severe bone marrow suppression (grade III-IV) after chemotherapy in recurrent cervical patients with or without history of radiotherapy was 41.6% and 13.5%, respectively (P < 0.05). In univariate analysis, radiotherapy methods were associated with the incidence of grade III-IV bone marrow suppression in recurrent cervical cancer patients (P=0.005). In multivariate analysis, radiotherapy methods and extended-field radiotherapy were the risk factor of grade III-IV bone marrow suppression (χ2=16.975, P=0.001). No significant differences in the counts of white blood cell, hemoglobin and platelet were observed before chemotherapy at relapse between patients with and without prior radiotherapy. Reduction of white blood cell counts, absolute value of neutrophil cell and platelet counts composited majority type of grade III and IV bone marrow suppression. Conclusions: The prior pelvic radiotherapy significantly increased the incidence of bone marrow suppression during chemotherapy in recurrent cervical cancer patients. When treating recurrent cervical cancer patients with chemotherapy who had prior radiotherapy, especially for those experienced external beam radiation therapy, essential attention and timely intervention are recommended to ensure completion of chemotherapy and clinical efficacy.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:对免疫细胞(EDRIC)的估计放射剂量已被证明与接受明确胸部放疗的患者的总生存期(OS)相关。然而,规划目标量(PTV)可能是一个混杂因素。我们评估了EDRIC对接受同质PTV术后放疗(PORT)的非小细胞肺癌(NSCLC)患者的预后价值。
    方法:纳入2004年至2019年接受PORT的NSCLC患者。EDRIC是根据肺部的辐射分数和平均剂量计算的,心,剩下的尸体。EDRIC和OS之间的相关性,无病生存率(DFS),无局部区域生存(LRFS),使用单变量和多变量Cox模型分析无远处转移生存期(DMFS)。进行Kaplan-Meier分析以评估低EDRIC组和高EDRIC组之间的生存差异。
    结果:总计,对345例患者进行分析。平均EDRIC为6.26Gy。多变量分析显示,就OS而言,较高的EDRIC与较差的结果相关(风险比[HR]1.207,P=.007),DFS(HR1.129,P=.015),LRFS(HR1.211,P=.002),和DMFS(HR1.131,P=0.057)。在低EDRIC和高EDRIC组中,三年OS分别为81.2%和74.0%,DFS39.8%和35.0%,LRFS70.4%和60.5%,DMFS分别为73.9%和63.1%,分别。
    结论:EDRIC是接受PORT的NSCLC患者生存的独立预后因素。对免疫系统的较高剂量的辐射与肿瘤进展和较差的存活率相关。在放射治疗计划期间,应考虑有免疫系统风险的器官。
    BACKGROUND: The estimated dose of radiation to immune cells (EDRIC) has been shown to correlate with the overall survival (OS) of patients who receive definitive thoracic radiotherapy. However, the planning target volume (PTV) may be a confounding factor. We assessed the prognostic value of EDRIC for non-small cell lung cancer (NSCLC) in patients who underwent postoperative radiotherapy (PORT) with homogeneous PTV.
    METHODS: Patients with NSCLC who underwent PORT between 2004 and 2019 were included. EDRIC was computed as a function of the number of radiation fractions and mean doses to the lungs, heart, and remaining body. The correlations between EDRIC and OS, disease-free survival (DFS), locoregional-free survival (LRFS), and distant metastasis-free survival (DMFS) were analyzed using univariate and multivariate Cox models. Kaplan-Meier analysis was performed to assess the survival difference between low- and high-EDRIC groups.
    RESULTS: In total, 345 patients were analyzed. The mean EDRIC was 6.26 Gy. Multivariate analysis showed that higher EDRIC was associated with worse outcomes in terms of OS (hazard ratio [HR] 1.207, P = .007), DFS (HR 1.129, P = .015), LRFS (HR 1.211, P = .002), and DMFS (HR 1.131, P = .057). In the low- and high-EDRIC groups, the 3-year OS was 81.2% and 74.0%, DFS 39.8% and 35.0%, LRFS 70.4% and 60.5%, and DMFS 73.9% and 63.1%, respectively.
    CONCLUSIONS: EDRIC is an independent prognostic factor for survival in patients with NSCLC undergoing PORT. Higher doses of radiation to the immune system are associated with tumor progression and poor survival. Organs at risk for the immune system should be considered during radiotherapy planning.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Letter
    暂无摘要。
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    目的:本研究旨在基于18F-氟代脱氧葡萄糖正电子发射断层扫描(18F-FDGPET/CT)的影像组学特征和临床参数建立临床列线图模型,以预测II/III期结直肠腺癌患者的无病生存期(DFS)。了解和预测这些患者的DFS是优化治疗策略的关键。
    方法:回顾性分析2011年7月至2021年7月附属第六医院332例。中山大学,PET/CT评估影像组学特征和临床病理特征。单变量Cox回归,最小绝对收缩和选择算子(LASSO)Cox,和多变量Cox回归确定了复发相关的影像组学特征。我们使用加权影像组学评分(Rad-score)和独立危险因素构建列线图。评估涉及与时间相关的受试者工作特性(ROC)曲线,校正曲线,和决策曲线分析(DCA)。
    结果:列线图,结合Rad-score,pN,和pT对II/III期结直肠腺癌的DFS具有强大的预测能力。训练队列曲线下面积(AUC)分别为1年、2年和3年的0.78、0.80和0.86,分别,验证队列AUC分别为0.79,0.75和0.73.DCA和校准曲线证实了列线图的临床相关性。
    结论:基于18F-FDGPET/CT的放射组学列线图,包括Rad-score,pN,和pT,有效预测II/III期结直肠腺癌的肿瘤复发,显着增强预后分层。我们的发现强调了该列线图作为临床决策指导以改善患者预后的潜力。
    OBJECTIVE: This study aimed to establish a clinical nomogram model based on a radiomics signatures derived from 18F-fluorodeoxyglucose positron-emission tomography (18F-FDG PET/CT) and clinical parameters to predict disease-free survival (DFS) in patients with stage II/III colorectal adenocarcinoma. Understanding and predicting DFS in these patients is key to optimizing treatment strategies.
    METHODS: A retrospective analysis included 332 cases from July 2011 to July 2021 at The Sixth Affiliated Hospital, Sun Yat-sen University, with PET/CT assessing radiomics features and clinicopathological features. Univariate Cox regression, the least absolute shrinkage and selection operator (LASSO) Cox, and multivariable Cox regression identified recurrence-related radiomics features. We used a weighted radiomics score (Rad-score) and independent risk factors to construct a nomogram. Evaluation involved time-dependent receiver operating characteristic (ROC) curves, calibration curves, and decision curve analysis (DCA).
    RESULTS: The nomogram, incorporating Rad-score, pN, and pT demonstrated robust predictive ability for DFS in stage II/III colorectal adenocarcinoma. Training cohort areas under the curve (AUCs) were 0.78, 0.80, and 0.86 at 1, 2, and 3 years, respectively, and validation cohort AUCs were 0.79, 0.75, and 0.73. DCA and calibration curves affirmed the nomogram\'s clinical relevance.
    CONCLUSIONS: The 18F-FDG PET/CT based radiomics nomogram, including Rad-score, pN, and pT, effectively predicted tumor recurrence in stage II/III colorectal adenocarcinoma, significantly enhancing prognostic stratification. Our findings highlight the potential of this nomogram as a guide for clinical decision making to improve patient outcomes.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    目的:探讨诱导化疗(IC)对局部晚期鼻咽癌(LANPC)患者生存结局的影响,并根据IC的不同反应评价在同步放化疗(CCRT)中加用尼妥珠单抗的疗效。
    方法:我们回顾性纳入了III-IVA期NPC患者,这些患者在CCRT期间接受了有或没有尼妥珠单抗的IC治疗。统计分析包括卡方检验,倾向得分匹配,Kaplan-Meier生存分析,和Cox比例风险模型。
    结果:在383名确定的患者中,216例(56.4%)在CCRT期间接受了尼妥珠单抗,而167人(43.6%)没有。在IC之后,269例(70.2%)患者出现完全缓解(CR)或部分缓解(PR),114例(29.8%)疾病稳定(SD)或疾病进展(PD)。对IC的反应独立地影响无病生存期(DFS)和总生存期(OS)。实现CR/PR的患者3年DFS显着升高(80.3%vs.70.6%,P=0.031)和OS(90.9%vs.83.2%,P=0.038)比具有SD/PD的那些。在CCRT期间添加尼妥珠单抗显着改善CR/PR患者的DFS(P=0.006)和OS(P=0.037),但对于SD/PD患者则没有。
    结论:本研究强调了IC反应在LANPC中的重要性,并强调了在CCRT期间尼妥珠单抗对改善CR/PR患者生存结果的潜在益处。为SD/PD患者量身定制的治疗方法需要进一步研究。
    OBJECTIVE: To investigate the impact of response to induction chemotherapy (IC) on survival outcomes in patients with locally advanced nasopharyngeal carcinoma (LANPC) and evaluate the efficacy of adding nimotuzumab to concurrent chemoradiotherapy (CCRT) based on different responses to IC.
    METHODS: We retrospectively included patients with stage III-IVA NPC who underwent IC with and without nimotuzumab during CCRT. Statistical analysis included the chi-square test, propensity score matching, Kaplan-Meier survival analysis, and Cox proportional hazards model.
    RESULTS: Among 383 identified patients, 216 (56.4%) received nimotuzumab during CCRT, while 167 (43.6%) did not. Following IC, 269 (70.2%) patients showed a complete response (CR) or partial response (PR), and 114 (29.8%) had stable disease (SD) or progressive disease (PD). The response to IC independently influenced disease-free survival (DFS) and overall survival (OS). Patients achieving CR/PR demonstrated significantly higher 3-year DFS (80.3% vs. 70.6%, P = 0.031) and OS (90.9% vs. 83.2%, P = 0.038) than those with SD/PD. The addition of nimotuzumab during CCRT significantly improved DFS (P = 0.006) and OS (P = 0.037) for CR/PR patients but not for those with SD/PD.
    CONCLUSIONS: This study emphasizes the importance of IC response in LANPC and highlights the potential benefits of nimotuzumab during CCRT for improving survival outcomes in CR/PR patients. Tailored treatment approaches for SD/PD patients warrant further investigation.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    目的:基于磁共振成像(MRI)的影像组学方法和深度学习方法在宫颈腺癌(AC)中的作用尚未探讨。在这里,我们旨在基于MRI影像组学和临床特征为AC患者建立预后预测模型.
    方法:收集并分析了一百九十七例宫颈AC患者的临床和病理资料。对于每个病人来说,从T2加权MRI图像中提取107个影像组学特征。使用Spearman相关和随机森林(RF)算法进行特征选择,并利用支持向量机(SVM)技术建立预测模型。深度学习模型还通过卷积神经网络(CNN)使用T2加权MRI图像和临床病理特征进行了训练。Kaplan-Meier曲线使用显著特征进行分析。此外,来自另一组56例AC患者的信息被用于独立验证.
    结果:共107个影像组学特征和6个临床病理特征(年龄,FIGO阶段,分化,侵入深度,淋巴管间隙侵犯(LVSI),和淋巴结转移(LNM)包括在分析中。在预测三年时,4年,和5年DFS,仅针对影像组学特征进行训练的模型的AUC值为0.659(95CI:0.620-0.716),0.791(95CI:0.603-0.922),和0.853(95CI:0.745-0.912),分别。然而,组合模型,结合影像组学和临床病理特征,AUC值为0.934(95CI:0.885-0.981),优于影像组学模型,0.937(95CI:0.867-0.995),和0.916(95CI:0.857-0.970),分别。对于深度学习模型,基于MRI的模型在3年DFS中获得了0.857、0.777和0.828的AUC,4年DFS和5年DFS预测,分别。组合的深度学习模型获得了改进的性能,AUC为0.903。0.862和0.969。在独立测试集中,组合模型在3年DFS下的AUC为0.873、0.858和0.914,4年DFS和5年DFS预测,分别。
    结论:我们证明了基于MRI的影像组学与宫颈腺癌临床病理特征整合的预后价值。当与临床数据相结合时,影像组学和深度学习模型都显示出改进的预测性能。强调多模式方法在患者管理中的重要性。
    OBJECTIVE: The roles of magnetic resonance imaging (MRI) -based radiomics approach and deep learning approach in cervical adenocarcinoma (AC) have not been explored. Herein, we aim to develop prognosis-predictive models based on MRI-radiomics and clinical features for AC patients.
    METHODS: Clinical and pathological information from one hundred and ninety-seven patients with cervical AC was collected and analyzed. For each patient, 107 radiomics features were extracted from T2-weighted MRI images. Feature selection was performed using Spearman correlation and random forest (RF) algorithms, and predictive models were built using support vector machine (SVM) technique. Deep learning models were also trained with T2-weighted MRI images and clinicopathological features through Convolutional Neural Network (CNN). Kaplan-Meier curve was analyzed using significant features. In addition, information from another group of 56 AC patients was used for the independent validation.
    RESULTS: A total of 107 radiomics features and 6 clinicopathological features (age, FIGO stage, differentiation, invasion depth, lymphovascular space invasion (LVSI), and lymph node metastasis (LNM) were included in the analysis. When predicting the 3-year, 4-year, and 5-year DFS, the model trained solely on radiomics features achieved AUC values of 0.659 (95%CI: 0.620-0.716), 0.791 (95%CI: 0.603-0.922), and 0.853 (95%CI: 0.745-0.912), respectively. However, the combined model, incorporating both radiomics and clinicopathological features, outperformed the radiomics model with AUC values of 0.934 (95%CI: 0.885-0.981), 0.937 (95%CI: 0.867-0.995), and 0.916 (95%CI: 0.857-0.970), respectively. For deep learning models, the MRI-based models achieved an AUC of 0.857, 0.777 and 0.828 for 3-year DFS, 4-year DFS and 5-year DFS prediction, respectively. And the combined deep learning models got a improved performance, the AUCs were 0.903. 0.862 and 0.969. In the independent test set, the combined model achieved an AUC of 0.873, 0.858 and 0.914 for 3-year DFS, 4-year DFS and 5-year DFS prediction, respectively.
    CONCLUSIONS: We demonstrated the prognostic value of integrating MRI-based radiomics and clinicopathological features in cervical adenocarcinoma. Both radiomics and deep learning models showed improved predictive performance when combined with clinical data, emphasizing the importance of a multimodal approach in patient management.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:白蛋白-胆红素(ALBI)评分是肝功能的血清生化指标,已被证明在多种癌症中具有预后价值。在结直肠癌(CRC)中,高ALBI评分往往与较差的生存率相关.
    目的:探讨行根治性手术的CRC患者术前ALBI评分与预后的相关性。
    方法:纳入2011年1月至2020年1月在单一临床中心接受CRC根治术的患者。ALBI评分按式计算(log10胆红素×0.66)+(白蛋白×-0.085),分组患者的临界值为-2.8.短期结果,总生存期(OS),计算无病生存期(DFS)。
    结果:本研究共纳入4025例接受根治性手术的CRC患者,低ALBI组1908例,高ALBI组2117例。Cox回归分析显示,年龄,肿瘤大小,肿瘤分期,ALBI得分,总体并发症是OS的独立危险因素;年龄,肿瘤分期,ALBI得分,总体并发症被确定为DFS的独立危险因素.
    结论:术前ALBI评分高与短期不良结局相关,ALBI评分是CRC根治术患者OS和DFS的独立危险因素。
    BACKGROUND: The albumin-bilirubin (ALBI) score is a serum biochemical indicator of liver function and has been proven to have prognostic value in a variety of cancers. In colorectal cancer (CRC), a high ALBI score tends to be associated with poorer survival.
    OBJECTIVE: To investigate the correlation between the preoperative ALBI score and outcomes in CRC patients who underwent radical surgery.
    METHODS: Patients who underwent radical CRC surgery between January 2011 and January 2020 at a single clinical center were included. The ALBI score was calculated by the formula (log10 bilirubin × 0.66) + (albumin × -0.085), and the cutoff value for grouping patients was -2.8. The short-term outcomes, overall survival (OS), and disease-free survival (DFS) were calculated.
    RESULTS: A total of 4025 CRC patients who underwent radical surgery were enrolled in this study, and there were 1908 patients in the low ALBI group and 2117 patients in the high ALBI group. Cox regression analysis revealed that age, tumor size, tumor stage, ALBI score, and overall complications were independent risk factors for OS; age, tumor stage, ALBI score, and overall complications were identified as independent risk factors for DFS.
    CONCLUSIONS: A high preoperative ALBI score is correlated with adverse short-term outcomes, and the ALBI score is an independent risk factor for OS and DFS in patients with CRC undergoing radical surgery.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号