lymphatic metastasis

淋巴转移
  • 文章类型: Journal Article
    UNASSIGNED: In recent years, the incidence of Endometrial cancer (EC) has been on the rise due to high-fat, high-calorie diets and low-exercise lifestyles. However, the relationships between metabolic disorders and the progression of EC remain uncertain. The purpose of our study was to explore the potential association between obesity, hypertension, hyperglycemia and clinicopathologic characteristics in EC patients.
    UNASSIGNED: In categorical variables, Chi-square tests were used to calculate P values. Univariate logistic regression and multivariate logistic regression were used to identify the risk factors of myometrial invasion>1/2 and lymph node metastasis. Overall survival (OS) was estimated using the Kaplan-Meier method.
    UNASSIGNED: The study included 406 individuals with EC, 62.6% had type I and 37.4% had type II. Hypertension was seen in 132 (32.5%), hyperglycemia in 75 (18.5%), and overweight or obesity in 217 (53.4%). Hypertension, hyperglycemia, and obesity are strongly associated with the clinicopathologic features of EC. Multivariate logistic regression revealed that hyperglycemia (OR=2.439,95% CI: 1.025-5.804, P = 0.044) was a risk factor for myometrial invasion depth >1/2 in patients with type I EC, and hypertension (OR=32.124,95% CI: 3.287-313.992, P = 0.003) was a risk factor for lymph node metastasis in patients with type I EC. Survival analysis found that hyperglycemia (P < 0.001) and hypertension (P = 0.002) were associated with OS in type I EC. Neither hyperglycemia, hypertension, nor obesity were associated with the prognosis in type II EC.
    UNASSIGNED: Hyperglycemia was a risk factor for myometrial invasion depth >1/2 in patients with type I EC and hypertension was a risk factor for lymph node metastasis in patients with type I EC. Hypertension and hyperglycemia were associated with poor prognosis in patients with type I EC.
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  • 文章类型: Journal Article
    背景:本研究旨在构建基于阳性淋巴结数量的新型列线图,以预测胰头癌患者根治性手术后的总体生存率。
    方法:SEER数据库中的2271和973名患者被纳入开发集和验证集,分别。主要临床终点是OS(总生存期)。单因素和多因素Cox回归分析筛选OS的独立危险因素,然后使用独立的危险因素来构建新的列线图。C指数,校正曲线,和决策分析曲线用于评估列线图在开发和验证集中的预测能力。
    结果:经过多变量Cox回归分析,OS的独立危险因素包括年龄,肿瘤范围,化疗,肿瘤大小,LN(淋巴结)检查,LN阳性。使用OS的独立危险因素构建列线图。在开发和验证集中,OS的列线图的C指数为0.652[(95%置信区间(CI):0.639-0.666)]和0.661(95CI:0.641-0.680),分别。校准曲线和决策分析曲线证明了列线图具有良好的预测能力。
    结论:以LN阳性例数为基础的列线图可有效预测胰头癌患者术后的总生存期。
    BACKGROUND: This study aimed to construct a novel nomogram based on the number of positive lymph nodes to predict the overall survival of patients with pancreatic head cancer after radical surgery.
    METHODS: 2271 and 973 patients in the SEER Database were included in the development set and validation set, respectively. The primary clinical endpoint was OS (overall survival). Univariate and multivariate Cox regression analyses were used to screen independent risk factors of OS, and then independent risk factors were used to construct a novel nomogram. The C-index, calibration curves, and decision analysis curves were used to evaluate the predictive power of the nomogram in the development and validation sets.
    RESULTS: After multivariate Cox regression analysis, the independent risk factors for OS included age, tumor extent, chemotherapy, tumor size, LN (lymph nodes) examined, and LN positive. A nomogram was constructed by using independent risk factors for OS. The C-index of the nomogram for OS was 0.652 [(95% confidence interval (CI): 0.639-0.666)] and 0.661 (95%CI: 0.641-0.680) in the development and validation sets, respectively. The calibration curves and decision analysis curves proved that the nomogram had good predictive ability.
    CONCLUSIONS: The nomogram based on the number of positive LN can effectively predict the overall survival of patients with pancreatic head cancer after surgery.
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  • 文章类型: Journal Article
    目的:术前预测早期乳腺癌患者的腋窝淋巴结(ALN)负担对于个体化治疗至关重要。本研究旨在开发一种MRI影像组学模型,用于评估早期乳腺癌的ALN负担,并通过整合放射基因组数据为预测提供生物学可解释性。
    方法:本研究回顾性分析了来自四个中心的1211例早期乳腺癌患者,由癌症影像档案(TCIA)和杜克大学(DUKE)的数据补充。从动态对比增强的MRI图像中提取MRI影像特征,并通过反向传播神经网络算法构建ALN负担相关的radscore。开发了临床和联合模型,整合ALN相关临床变量和radscore。Kaplan-Meier曲线和对数秩检验用于评估中心I和DUKE队列中预测的高和低ALN负荷组之间的预后差异。基于转录组TCIA和TCIA乳腺癌数据集的基因集富集和免疫浸润分析用于研究ALN相关radscore的生物学意义。
    结果:MRI影像组学模型在三个验证队列中显示了0.781-0.809的曲线下面积。预测的高危人群预后较差(两个队列的log-rankP<0.05)。放射基因组分析显示,高radscore组的迁移途径上调和细胞分化途径下调。免疫浸润分析证实了放射学特征反映肿瘤微环境异质性的能力。
    结论:MRI影像组学模型可有效预测早期乳腺癌的ALN负荷和预后。此外,放射基因组分析揭示了与radscore相关的关键细胞和免疫模式。
    OBJECTIVE: Preoperative prediction of axillary lymph node (ALN) burden in patients with early-stage breast cancer is pivotal for individualised treatment. This study aimed to develop a MRI radiomics model for evaluating the ALN burden in early-stage breast cancer and to provide biological interpretability to predictions by integrating radiogenomic data.
    METHODS: This study retrospectively analyzed 1211 patients with early-stage breast cancer from four centers, supplemented by data from The Cancer Imaging Archive (TCIA) and Duke University (DUKE). MRI radiomic features were extracted from dynamic contrast-enhanced MRI images and an ALN burden-related radscore was constructed by the backpropagation neural network algorithm. Clinical and combined models were developed, integrating ALN-related clinical variables and radscore. The Kaplan-Meier curve and log-rank test were used to assess the prognostic differences between the predicted high- and low-ALN burden groups in both Center I and DUKE cohorts. Gene set enrichment and immune infiltration analyses based on transcriptomic TCIA and TCIA Breast Cancer dataset were used to investigate the biological significance of the ALN-related radscore.
    RESULTS: The MRI radiomics model demonstrated an area under the curve of 0.781-0.809 in three validation cohorts. The predicted high-risk population demonstrated a poorer prognosis (log-rank P < .05 in both cohorts). Radiogenomic analysis revealed migration pathway upregulation and cell differentiation pathway downregulation in the high radscore groups. Immune infiltration analysis confirmed the ability of radiological features to reflect the heterogeneity of the tumor microenvironment.
    CONCLUSIONS: The MRI radiomics model effectively predicted the ALN burden and prognosis of early-stage breast cancer. Moreover, radiogenomic analysis revealed key cellular and immune patterns associated with the radscore.
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  • 文章类型: Journal Article
    本研究描述了一名男性成人胫骨近端骨肉瘤的病例,用内置假体和化疗进行保肢治疗。病人出现了一种不寻常的转移模式,损害了肝脏,骨头,腹股沟淋巴结,无胫骨局部复发或肺转移。骨肉瘤(OS)是成人多发性骨髓瘤之后的第二常见原发性骨肿瘤。在疾病进展的情况下,频繁的转移部位是肺和骨。肺外转移是罕见的。新的化疗方案的发展提高了骨肉瘤患者的预期寿命,但也改变了通常的转移模式。导致不寻常的转移部位。
    The present study describes the case of a male adult with an osteosarcoma in the proximal tibia, treated with limb salvage with endoprosthesis and chemotherapy. The patient developed an unusual metastatic pattern compromising the liver, bone, and inguinal lymph nodes, without local recurrence in the tibia or pulmonary metastases. Osteosarcoma (OS) is the second most frequent primary bone tumor after multiple myeloma in adults. Frequent sites of metastases in case of disease progression are the lungs and bone. Extrapulmonary metastases are rare. The development of new schemes of chemotherapy have improved life expectancy in osteosarcoma patients but have also altered the usual patterns of metastases, resulting in unusual metastatic locations.
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  • 文章类型: Journal Article
    背景:评估乳腺癌皮肤复发患者免疫浸润和淋巴管浸润的分布特征。
    方法:我们回顾性分析了2001年1月至2019年4月接受原发性乳腺癌根治性手术并出现皮肤复发的患者的临床病理资料。免疫和淋巴血管生物标志物在原发性乳腺癌中定量,皮肤病变和内脏转移病变。使用Wilcoxon符号秩检验和Kruskal-Wallis单向ANOVA对匹配组织之间的生物标志物分布的差异进行统计学分析。
    结果:本研究共回顾了71例女性乳腺癌患者。我们的研究发现,原发性肿瘤标本中各种淋巴细胞免疫标志物的表达水平高于皮肤复发。原发性乳腺癌中CD8、CD57和CD31的表达高于皮肤组织。与内脏转移性病变相比,D2-40在皮肤中高表达,而CD8呈下降趋势。在皮肤标本中,CD8的表达(P<0.001),瘤内区域的FOXP3(P=0.006)和CD68(P<0.001)较高,肿瘤周围区CD57表达较高(P<0.001)。分析同一患者皮肤进展不同时间点的标本,发现随着疾病的进展,肿瘤周围CD4的表达降低(P=0.044)。D2-40和CD163在皮肤病变中的低表达表明DFS降低。
    结论:乳腺癌皮肤复发的免疫微环境可能处于抑制状态,这种抑制可能会随着疾病的进展而加剧。皮肤复发的模式可能更倾向于淋巴侵入。我们的研究为这种疾病的生物学行为及其对免疫疗法的反应提供了新的见解。
    BACKGROUND: To assess the distribution characteristics of immune infiltration and lymphovascular invasion in breast cancer skin recurrence patients.
    METHODS: We retrospectively analyzed the clinicopathological data of patients who underwent radical surgery for primary breast cancer and experienced skin recurrence between January 2001 and April 2019. Immune and lymphovascular biomarkers were quantified in primary breast cancers, skin lesions and visceral metastatic lesions. Differences in biomarkers distribution between matched tissues were statistically analyzed using the Wilcoxon signed-rank test and Kruskal-Wallis one-way ANOVA.
    RESULTS: A total of 71 female breast cancer patients were reviewed in this study. Our study found that the expression levels of various lymphocyte immune markers in primary tumor specimens were higher than those in skin recurrences. The expression of CD8, CD57 and CD31 in primary breast cancer was higher than those in the skin. Compared to visceral metastatic lesions, D2-40 was highly expressed in the skin, while CD8 tended to decrease. In the skin specimens, the expression of CD8 (P < 0.001), FOXP3 (P = 0.006) and CD68 (P < 0.001) in the intratumoral area was higher, while the expression of CD57 (P < 0.001) was higher in the peritumoral area. Analyzing specimens from the same patient at different time points of skin progression, it was found that the expression of peritumoral CD4 decreased (P = 0.044) as the disease progressed. The low expression of D2-40 and CD163 in the skin lesions suggested a decrease in DFS.
    CONCLUSIONS: The immune microenvironment of breast cancer skin recurrence may be in a state of suppression, and this suppression may intensify with disease progression. The pattern of skin recurrence may be more inclined toward lymphatic invasion. Our study provides new insights into the biological behaviors of this disease and its response to immunotherapy.
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  • 文章类型: Journal Article
    在食管腺癌中,淋巴结转移的存在可预测患者即使在根治性切除后也能生存。目前,没有高度准确的标志物来检测淋巴结转移的存在。SEMA3F/NRP2轴最初是在轴突引导中表征的,最近的证据表明它显著参与淋巴管生成,血管生成,和致癌作用。因此,本研究的目的是阐明SEMA3F及其受体NRP2在食管腺癌中的作用。我们对在科隆大学医院接受Ivor-Lewis食管切除术的776例食管腺癌患者的SEMA3F和NRP2蛋白表达进行了免疫组织化学评估。使用QuPath数字分析总癌细胞计数和阳性癌细胞计数,并由有经验的病理学家验证以确保准确性。阳性表达被确定为超过第50百分位数阈值的细胞百分比。在我们的队列中,显示SEMA3F阳性表达的患者经历显著降低的pT-和pN-阶段。相比之下,NRP2阳性表达与淋巴结转移有关。存活分析显示NRP2的表达状态对患者存活没有影响。然而,SEMA3F阳性与良好的患者生存结局相关(中位OS:38.9vs.26.5个月)。此外,SEMA3F可以被证实为肿瘤早期患者更好生存的独立因素(pT1N0-3:HR=0.505,p=0.014,pT1-4N0:HR=0.664,p=0.024,pT1N0:HR=0.483,p=0.040)。总之,SEMA3F是早期食管腺癌患者预后良好的独立预测因子。此外,NRP2表达与淋巴结转移发生的较高风险有关。我们假设低SEMA3F表达可以识别早期肿瘤患者,这些患者可能受益于更积极的治疗选择或强化的随访。此外,应探索SEMA3F及其相关途径作为潜在的肿瘤抑制剂。
    In esophageal adenocarcinoma, the presence of lymph node metastases predicts patients\' survival even after curative resection. Currently, there is no highly accurate marker for detecting the presence of lymph node metastasis. The SEMA3F/NRP2 axis was initially characterized in axon guidance and recent evidence has revealed its significant involvement in lymphangiogenesis, angiogenesis, and carcinogenesis. Hence, the objective of this study was to elucidate the roles of SEMA3F and its receptor NRP2 in esophageal adenocarcinoma. We conducted an immunohistochemical evaluation of SEMA3F and NRP2 protein expression in 776 patients with esophageal adenocarcinoma who underwent Ivor-Lewis esophagectomy at the University Hospital of Cologne. Total and positive cancer cell counts were digitally analyzed using QuPath and verified by experienced pathologists to ensure accuracy. Positive expression was determined as a cell percentage exceeding the 50th percentile threshold. In our cohort, patients exhibiting SEMA3F positive expression experience significantly lower pT- and pN-stages. In contrast, positive NRP2 expression is associated with the presence of lymph node metastases. Survival analyses showed that the expression status of NRP2 had no impact on patient survival. However, SEMA3F positivity was associated with a favorable patient survival outcome (median OS: 38.9 vs. 26.5 months). Furthermore, SEMA3F could be confirmed as an independent factor for better patient survival in patients with early tumor stage (pT1N0-3: HR = 0.505, p = 0.014, pT1-4N0: HR = 0.664, p = 0.024, pT1N0: HR = 0.483, p = 0.040). In summary, SEMA3F emerges as an independent predictor for a favorable prognosis in patients with early-stage esophageal adenocarcinoma. Additionally, NRP2 expression is linked to a higher risk of lymph node metastases occurrence. We hypothesize that low SEMA3F expression could identify patients with early-stage tumors who might benefit from more aggressive treatment options or intensified follow-up. Furthermore, SEMA3F and its associated pathways should be explored as potential tumor-suppressing agents.
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  • 文章类型: Journal Article
    目的:我们为可切除的非小细胞肺癌(NSCLC)建立了一种新的手术方法,其中包括切除受影响的肺叶和区域淋巴结而不分离,即整体手术。我们通过与常规手术进行比较,介绍了技术细节以及早期和晚期结果。
    方法:我们回顾性分析I-III期非小细胞肺癌行肺叶切除、肺门和纵隔淋巴结清扫术的患者。基于人口统计学变量进行倾向得分匹配分析。
    结果:倾向得分匹配产生317对。整体手术与更长的手术时间无关,术中出血量较多,或术后并发症的频率更高。两组之间的淋巴结切除数(P=0.277)和N分期频率(P=0.587)没有差异。然而,与传统手术相比,整体手术的总生存率更高(P=0.012).根据分层分析,在病理性N阳性疾病中,整块手术相对于传统手术的生存优势显着(P=0.005),而在病理性N阴性疾病中消失(P=0.147)。
    结论:En整块手术是可行的,可以在N阳性NSCLC患者中进行。
    OBJECTIVE: We established a novel surgical procedure for resectable non-small-cell lung cancer (NSCLC), which involves resection of the affected lobe and regional lymph nodes without separation, namely en bloc surgery. We introduced the technical details and early and late outcomes by comparing them with those of conventional surgery.
    METHODS: We retrospectively analyzed patients who underwent lobectomy with hilar and mediastinal lymph node dissection for stages I-III NSCLC. A propensity score-matched analysis was performed based on demographic variables.
    RESULTS: Propensity score-matching yielded 317 pairs. En bloc surgery was not associated with a longer operation time, a higher amount of intraoperative bleeding, or a higher frequency of postoperative complications. The number of resected lymph nodes (P = 0.277) and frequency of N upstaging (P = 0.587) did not differ between the groups. However, en bloc surgery was associated with higher overall survival in comparison to conventional surgery (P = 0.012). According to a stratification analysis, the survival advantage of en bloc surgery over conventional surgery was remarkable in pathological N-positive disease (P = 0.005), whereas it disappeared in pathological N-negative disease (P = 0.147).
    CONCLUSIONS: En bloc surgery is feasible and can be performed in patients with possible N-positive NSCLC.
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  • 文章类型: Journal Article
    对于体格检查淋巴结阴性但放射学发现淋巴结异常(cN0/rNa)的乳腺癌患者,NCCN和ASCO指南推荐前哨淋巴结活检(SLNB)作为一线腋窝分期.然而,首先接受手术的患者可能会升级到病理II-III状态,这些患者恰好是新辅助治疗(NAT)的适应性人群。关于cN0/rNa患者的最佳管理尚无共识。目的是探索这些患者的最佳管理策略。我们从2014年6月至2022年10月对1414例cN0/rNa患者进行了回顾性真实世界研究。首次手术的患者为1003例,NAT后手术的患者为411例。我们分析了这些病人的实际情况,比较两组的腋窝肿瘤负荷。此外,我们比较了两种策略下腋窝手术和区域淋巴结照射(RNI)降级的获益比.在首次接受手术的1003名患者中,细针穿刺(FNA)的阳性和阴性率分别为18.5%和81.5%,分别。66.1%≤2个淋巴结+。有40.8%的FNA+患者可免ALND先行手术。411例患者在NAT后接受手术,FNA阳性和阴性率分别为60.8%和49.2%,分别。54.4%的FNA+患者达到腋窝病理性完全缓解(apCR),NAT后可省略ALND。在HER2+/TNBC亚型中apCR为67.3%。根据NSABP-B51试验,有0和54.4%的FNA+患者可以省略RNI在手术前和NAT后,分别。在1-2例前哨淋巴结(SLN)阳性患者中,中位随访49个月,仅SLNB和SLNB-ALND的生存获益无差异.与无RNI的1-2例SLN+患者相比,RNI可以带来更好的侵袭性无病生存率(97.38%vs.89.36%,P=0.046)和乳腺癌特殊生存率(100%vs.94.68%,P=0.020)。当在cN0/rNa患者中检测到1-2个阳性SLN时,执行SLNB省略ALND是安全的。有HER2+/TNBC亚型的患者在NAT后接受手术,有更多机会从双重降级中获益,包括腋窝手术和RNI降级。
    For breast cancer patients with physical exam node negative but radiological finding node abnormal (cN0/rNa), the NCCN and ASCO guidelines recommend sentinel lymph node biopsy (SLNB) as the first-line axillary staging. However, patients who undergo surgery firstly may be upstaged to pathological II-III status, and these patients happen to be the adaptive population of neoadjuvant therapy (NAT). There is no consensus on the optimal management of cN0/rNa patients. The aim is to explore the optimal management strategy of these patients. We performed a retrospective real-world study of 1414 cN0/rNa patients from June 2014 to October 2022. There were 1003 patients underwent surgery first and 411 patients underwent surgery after NAT. We analyzed the real-world conditions of these patients, compared axilla tumor burden between these two groups. In addition, we compared benefit ratio of axillary surgery and regional nodal irradiation (RNI) de-escalation under the two strategies. Among 1003 patients underwent surgery first, the positive and negative rates of fine needle aspiration (FNA) were 18.5% and 81.5%, respectively. There were 66.1% had ≤ 2 lymph nodes+. There were 40.8% of FNA+ patients could be exempted from ALND underwent surgery first. In 411 patients underwent surgery after NAT, the FNA positive and negative rates were 60.8% and 49.2%, respectively. There were 54.4% of FNA+ patients achieved axilla pathologic complete response (apCR) and could omit ALND after NAT. The apCR was 67.3% in HER2+/TNBC subtypes. According to the NSABP-B51 trial, there were 0 and 54.4% of FNA+ patients could omit RNI among surgery first and after NAT, respectively. Among 1-2 sentinel lymph node (SLN)-positive patients underwent surgery first, with a median follow-up 49 months, there was no difference of survival benefit between SLNB-only and SLNB-ALND. Compared with 1-2 SLN+ patients without RNI, RNI could bring better invasive disease-free survival (97.38% vs. 89.36%, P = 0.046) and breast cancer special survival (100% vs. 94.68%, P = 0.020). It is safe to perform SLNB omitting ALND when detected 1-2 positive SLNs in cN0/rNa patients. Patients with HER2+/TNBC subtypes underwent surgery after NAT had more chance to benefit from dual de-escalation, including axillary surgery and RNI de-escalation.
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  • 文章类型: Journal Article
    背景:在结肠癌中,淋巴结阳性(LODDS)的对数几率被认为是优于N分期的分期系统,然而,其在确定III期结肠癌患者辅助化疗最佳持续时间方面的价值尚未得到评估.这项研究旨在评估将LODDS与III期结肠癌患者的临床病理信息相结合的模型的预后价值,并旨在使用该模型对这些患者进行分层。确定可以从不同持续时间的辅助化疗中受益的个体。
    方法:共663例连续诊断为III期结肠癌的患者,2007年11月至2020年6月在中山大学肿瘤防治中心和福建医科大学附属龙岩第一医院进行结肠肿瘤切除,参加了这项研究。使用Kaplan-Meier分析生存结果,Cox回归。列线图用于预测患者DFS,与时间相关的接收器工作特性(timeROC)的曲线下面积(AUC)值和用于评估列线图的准确性和可靠性的校准图。
    结果:多因素分析显示神经周浸润(HR=1.776,95%CI:1.052-3.003,P=0.032),肿瘤分化差(HR=1.638,95%CI:1.084-2.475,P=0.019),2和1的LODDS分组(HR=1.920,95%CI:1.297-2.842,P=0.001)是训练队列中无病生存(DFS)的独立预测因子。从LODDS构建的列线图,神经周浸润,在训练(3年AUC=0.706,5年AUC=0.678)和验证队列(3年AUC=0.744,5年AUC=0.762)中,肿瘤分化差对3年和5年DFS表现出稳健的预测性能。根据该模型进行的分层显示,高风险组中的患者从完成8个周期的化疗中获得了显着的益处(训练队列,82.97%vs67.17%,P=0.013;验证队列,89.49%vs63.97%,P=0.030)。
    结论:预后模型,集成LODDS,病理分化,和神经入侵,对III期结肠癌预后具有很强的预测准确性。此外,通过该模型进行的分层为术后辅助化疗的最佳持续时间提供了有价值的见解.
    BACKGROUND: The log odds of positive lymph nodes (LODDS) was considered a superior staging system to N stage in colon cancer, yet its value in determining the optimal duration of adjuvant chemotherapy for stage III colon cancer patients has not been evaluated. This study aims to assess the prognostic value of a model that combines LODDS with clinicopathological information for stage III colon cancer patients and aims to stratify these patients using the model, identifying individuals who could benefit from varying durations of adjuvant chemotherapy.
    METHODS: A total of 663 consecutive patients diagnosed with stage III colon cancer, who underwent colon tumor resection between November 2007 and June 2020 at Sun Yat-sen University Cancer Center and Longyan First Affiliated Hospital of Fujian Medical University, were enrolled in this study. Survival outcomes were analyzed using Kaplan-Meier, Cox regression. Nomograms were developed to forecast patient DFS, with the Area Under the Curve (AUC) values of time-dependent Receiver Operating Characteristic (timeROC) and calibration plots utilized to assess the accuracy and reliability of the nomograms.
    RESULTS: Multivariate analysis revealed that perineural invasion (HR = 1.776, 95% CI: 1.052-3.003, P = 0.032), poor tumor differentiation (HR = 1.638, 95% CI: 1.084-2.475, P = 0.019), and LODDS groupings of 2 and 1 (HR = 1.920, 95% CI: 1.297-2.842, P = 0.001) were independent predictors of disease-free survival (DFS) in the training cohort. Nomograms constructed from LODDS, perineural invasion, and poor tumor differentiation demonstrated robust predictive performance for 3-year and 5-year DFS in both training (3-year AUC = 0.706, 5-year AUC = 0.678) and validation cohorts (3-year AUC = 0.744, 5-year AUC = 0.762). Stratification according to this model showed that patients in the high-risk group derived significant benefit from completing 8 cycles of chemotherapy (training cohort, 82.97% vs 67.17%, P = 0.013; validation cohort, 89.49% vs 63.97%, P = 0.030).
    CONCLUSIONS: The prognostic model, integrating LODDS, pathological differentiation, and neural invasion, demonstrates strong predictive accuracy for stage III colon cancer prognosis. Moreover, stratification via this model offers valuable insights into optimal durations of postoperative adjuvant chemotherapy.
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  • 文章类型: Journal Article
    背景:腋窝淋巴结清扫术(ALND)是具有三个或更多前哨淋巴结(SLN)阳性的早期乳腺癌(BC)患者的标准程序。然而,ALND可导致显著的术后并发症,而不总是提供额外的临床益处。这项研究旨在开发机器学习(ML)模型,以预测具有三个或更多阳性SLN的中国BC患者的非前哨淋巴结(non-SLN)转移。可能允许遗漏ALND。
    方法:对汕头大学医学院2217例接受SLN活检的BC患者资料进行分析,634具有正SLN。患者分为≤2个阳性SLN和≥3个阳性SLN。我们应用了9种ML算法来预测非SLN转移。使用ROC曲线评估模型性能,精确度-召回曲线,和校准曲线。决策曲线分析(DCA)评估了模型的临床实用性。
    结果:RF模型显示出优越的预测性能,训练集中的AUC为0.987,验证集中的AUC为0.828。关键预测特征包括阳性SLN的大小,肿瘤大小,SLN的数量,和ER状态。在外部验证中,RF模型的AUC为0.870,显示出强大的预测能力。
    结论:开发的RF模型可以准确预测SLN≥3个阳性的BC患者的非SLN转移,这表明ALND可以在选定的患者中通过应用额外的腋窝放疗来避免。这种方法可以降低术后并发症的发生率,提高患者的生活质量。有必要在前瞻性临床试验中进一步验证。
    BACKGROUND: Axillary lymph node dissection (ALND) is a standard procedure for early-stage breast cancer (BC) patients with three or more positive sentinel lymph nodes (SLNs). However, ALND can lead to significant postoperative complications without always providing additional clinical benefits. This study aims to develop machine-learning (ML) models to predict non-sentinel lymph node (non-SLN) metastasis in Chinese BC patients with three or more positive SLNs, potentially allowing the omission of ALND.
    METHODS: Data from 2217 BC patients who underwent SLN biopsy at Shantou University Medical College were analyzed, with 634 having positive SLNs. Patients were categorized into those with ≤ 2 positive SLNs and those with ≥ 3 positive SLNs. We applied nine ML algorithms to predict non-SLN metastasis. Model performance was evaluated using ROC curves, precision-recall curves, and calibration curves. Decision Curve Analysis (DCA) assessed the clinical utility of the models.
    RESULTS: The RF model showed superior predictive performance, achieving an AUC of 0.987 in the training set and 0.828 in the validation set. Key predictive features included size of positive SLNs, tumor size, number of SLNs, and ER status. In external validation, the RF model achieved an AUC of 0.870, demonstrating robust predictive capabilities.
    CONCLUSIONS: The developed RF model accurately predicts non-SLN metastasis in BC patients with ≥ 3 positive SLNs, suggesting that ALND might be avoided in selected patients by applying additional axillary radiotherapy. This approach could reduce the incidence of postoperative complications and improve patient quality of life. Further validation in prospective clinical trials is warranted.
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