Genetic algorithm-optimized neural network outperforms TNM staging in predicting rapidly progressive nasopharyngeal carcinoma: Reassessing adjuvant chemotherapy benefit via propensity score matching.
Genetic algorithm-optimized neural network outperforms TNM staging in predicting rapidly progressive nasopharyngeal carcinoma: Reassessing adjuvant chemotherapy benefit via propensity score matching.
- Research Article
25
- 10.1371/journal.pone.0053149
- Jan 24, 2013
- PLoS ONE
BackgroundA phase III clinical trial has already shown the survival benefits of postoperative chemotherapy in gastric cancer. However, there are limited published data concerning the elderly. This study aims to investigate the use of adjuvant chemotherapy for gastric cancer after D2 gastrectomy among the elderly and identify its impact on survival.MethodsWe retrospectively reviewed 360 patients who had undergone D2 gastrectomy, aged 65 years or older, with non-metastatic gastric cancer in a single institution. We analyzed the predictors and survival benefits of adjuvant chemotherapy use in the elderly. Further, we analyzed the survival benefits of adjuvant chemotherapy by dividing the patients into groups according to disease stages and chemotherapeutic regimens.ResultsAmong the 360 patients, only 34.7% of patients received adjuvant chemotherapy. Age, tumor location, lymph node involvement and tumor invasion were associated with the receipt of adjuvant chemotherapy. Adjuvant chemotherapy improved the overall survival for non-metastatic elderly patients (HR 0.60, 95%CI 0.42–0.83, P = 0.003). Significant survival benefits were found with adjuvant chemotherapy in stage III patients (HR 0.67, 95%CI 0.47–0.97, P = 0.033), but not in stage I patients or in stage II patients (HR 0.52, 95%CI 0.21–1.30 P = 0.161). Compared to adjuvant chemotherapy without platinum, no significant survival benefits were observed with platinum-containing chemotherapy (HR 0.84, 95%CI 0.49–1.45, P = 0.530). Besides adjuvant chemotherapy, other independent prognostic factors of survival included tumor location, tumor size, histologic grade, depth of tumor invasion, and lymph node status.ConclusionsThis study demonstrated the survival benefits of adjuvant fluoropyrimidine-based chemotherapy among the elderly patients with non-metastatic gastric cancer after D2 gastrectomy. However, due to the limitations of this study, further well-designed prospective studies with large populations are needed to confirm these findings and identify the patients that can tolerate and benefit from adjuvant chemotherapy.
- Research Article
- 10.1200/jco.2017.35.4_suppl.649
- Feb 1, 2017
- Journal of Clinical Oncology
649 Background: Few population-based studies have assessed the effectiveness of adjuvant chemotherapy (ACT) in stage III colon cancer patients according to age. We sought to quantify the prevalence of ACT use and the absolute and relative survival benefit of ACT overall and by age in a population-based cohort. Methods: Stage III patients with adenocarcinoma of the colon identified by the Georgia Comprehensive Cancer Registry for the years 2000–07 were eligible (final N = 3057). We utilized Poisson regression to obtain adjusted mortality rates (MR) and Cox proportional hazards models to obtain adjusted hazard ratios (HRs) for 5-year overall survival. We evaluated control of confounding by comparing HRs obtained via multivariable modeling (MM), propensity score weighting (PSW), and propensity score matching (PSM). Results: Just over one-third of colon cancer patients did not receive ACT, and the proportion increased with age. Overall, receipt of ACT conferred an absolute (MR difference [No ACT rate - ACT rate] 25.4 deaths/ 1000 person-years [py], 95% confidence interval [CI]: 19.1–32.7 deaths/1000 py) and relative (MM HR = 0.67, 95% CI: 0.59–0.76) survival benefit. The survival benefit was demonstrated across age groups. mm and propensity score methods yielded highly similar HRs. Conclusions: Unless contraindicated, efforts to ensure receipt of ACT for stage III colon cancer patients up to 84 years of age are needed to improve the prognosis of patients with node-positive disease.
- Research Article
11
- 10.1016/j.annonc.2024.08.2240
- Sep 16, 2024
- Annals of Oncology
Survival benefit of adjuvant chemotherapy based on molecular residual disease detection in resected colorectal liver metastases: subgroup analysis from CIRCULATE-Japan GALAXY
- Research Article
9
- 10.1016/j.radonc.2022.04.017
- Apr 21, 2022
- Radiotherapy and Oncology
MRI-based radiomics to compare the survival benefit of induction chemotherapy plus concurrent chemoradiotherapy versus concurrent chemoradiotherapy plus adjuvant chemotherapy in locoregionally advanced nasopharyngeal carcinoma: A multicenter study
- Research Article
13
- 10.1016/j.canep.2016.08.004
- Aug 8, 2016
- Cancer Epidemiology
Prevalence and survival benefit of adjuvant chemotherapy in stage III colon cancer patients: Comparison of overall and age-stratified results by multivariable modeling and propensity score methodology in a population-based cohort
- Research Article
4
- 10.1016/j.ejso.2022.05.014
- Jun 8, 2022
- European Journal of Surgical Oncology
Survival benefit of adjuvant chemotherapy following neoadjuvant therapy and oesophagectomy in oesophageal adenocarcinoma
- Research Article
126
- 10.1001/jamasurg.2017.1087
- May 24, 2017
- JAMA Surgery
The current staging system of gastric cancer is not adequate for defining a prognosis and predicting the patients most likely to benefit from chemotherapy. To construct a survival prediction model based on specific tumor and patient characteristics that enables individualized predictions of the net survival benefit of adjuvant chemotherapy for patients with stage II or stage III gastric cancer. In this multicenter retrospective analysis, a survival prediction model was constructed using data from a training cohort of 746 patients with stage II or stage III gastric cancer who satisfied the study's inclusion criteria and underwent surgery between January 1, 2004, and December 31, 2012, at Nanfang Hospital in Guangzhou, China. Patient and tumor characteristics were included as covariates, and their association with overall survival and disease-free survival with and without adjuvant chemotherapy was assessed. The model was internally validated for discrimination and calibration using bootstrap resampling. To externally validate the model, data were included from a validation cohort of 973 patients with stage II or stage III gastric cancer who met the inclusion criteria and underwent surgery at First Affiliated Hospital in Guangzhou, China, and at West China Hospital of Sichuan Hospital in Chendu, China, between January 1, 2000, and June 30, 2009. Data were analyzed from July 10, 2016, to September 1, 2016. Concordance index and decision curve analysis for each measure associated with postoperative overall survival and disease-free survival. Of the 1719 patients analyzed, 1183 (68.8%) were men and 536 (31.2%) were women and the median (interquartile range) age was 57 (49-66) years. Age, location, differentiation, carcinoembryonic antigen, cancer antigen 19-9, depth of invasion, lymph node metastasis, and adjuvant chemotherapy were significantly associated with overall survival and disease-free survival, with P < .05. The survival prediction model demonstrated good calibration and discrimination, with relatively high bootstrap-corrected concordance indexes in the training and validation cohorts. In the validation cohort, the concordance index for overall survival was 0.693 (95% CI, 0.671-0.715) and for disease-free survival was 0.704 (95% CI, 0.681-0.728). Two nomograms and a calculating tool were built on the basis of specific input variables to estimate an individual's net survival gain attributable to adjuvant chemotherapy. The survival prediction model can be used to make individualized predictions of the expected survival benefit from the addition of adjuvant chemotherapy for patients with stage II or stage III gastric cancer.
- Research Article
10
- 10.1371/journal.pone.0120019
- Mar 23, 2015
- PLoS ONE
BackgroundGuidelines from the U.S. National Comprehensive Cancer Network have recommended use of concurrent chemoradiotherapy (CCRT), followed by a 3-cycles combination of platinum and 5-fluorouracil chemotherapy as standard treatment for nasopharyngeal carcinoma (NPC). The benefits of CCRT for treatment of locally advanced NPC have been established. Whether platinum and 5-fluorouracil chemotherapy should be routinely added to locally advanced NPC after CCRT is still open to debate. Whether adjuvant chemotherapy provides an additional survival benefit for the subgroup of patients with residual nasopharyngeal carcinoma who have undergone CCRT is also unclear. This retrospective study was initiated to determine the survival benefit of adjuvant chemotherapy (AC) in residual NPC patients who have undergone concurrent chemoradiotherapy.MethodsThe retrospective study included 155 nasopharyngeal carcinoma patients who had local residual lesions after the platinum-based CCRT without or with AC. Kaplan-Meier analysis and the log-rank test were used to estimate overall survival (OS), failure-free survival (FFS), local relapse-free survival (LRFS) and distant metastasis-free survival (DMFS).ResultsMedian follow-up was 47 months. Adjuvant cisplatin or nedaplatin plus 5-fluorouracil chemotherapy did not significantly improve 3-year OS, LRFS, FFS, and DMFS for patients with residual nasopharyngeal carcinoma after undergoing CCRT. The 3-year OS rates for the no-AC group and AC group were 71.6% and 73.7%, respectively (P= 0.44). The 3-year FFS rates for no-AC group and AC group were 57.5% and 66.9%, respectively ((P= 0.19). The 3-year LRFS rates for no-AC group and AC group were 84.7% and 87.9%, respectively ((P= 0.51). The 3-year DMFS rates for no-AC group and AC group were 71.4% and 77.4%, respectively ((P= 0.23).ConclusionsSince we did not find sufficient data to support significant survival in 3-year OS, LRFS, FFS, and DMFS, whether Adjuvant cisplatin or nedaplatin and 5-fluorouracil chemotherapy should be routinely added to residual nasopharyngeal carcinoma patients after undergoing CCRT remain uncertain.
- Research Article
- 10.1186/s12957-025-03947-3
- Jul 16, 2025
- World journal of surgical oncology
Cribriform morphology is a distinct high-grade pattern associated with aggressive tumor biology and poor survival outcomes in lung adenocarcinoma (LUAD). The potential survival benefits of adjuvant chemotherapy (ACT) for stage IB LUAD containing cribriform components remain undefined. This study aims to investigate the prognostic significance of ACT in patients with stage IB LUAD containing cribriform components. This retrospective study enrolled 235 surgically resected LUAD patients with pathologically confirmed stage IB disease from Qilu Hospital of Shandong University. To mitigate selection bias, propensity score matching (PSM) was implemented with 1:1 nearest-neighbor matching. Survival outcomes were compared using Kaplan-Meier methodology with log-rank testing for intergroup comparisons. Univariate and Multivariate Cox proportional hazards models were constructed to identify independent prognostic factors. Patients were stratified into cribriform-positive and cribriform-negative cohorts based on histologically confirmed cribriform component status, resulting in 67 patients with cribriform components and 168 patients without this histopathological feature. After PSM, 59 pairs of patients were finally included for analysis. The results showed that both the 5-year overall survival (OS) rates (63.5% vs. 84.5%, P = 0.013) and 5-year recurrence-free survival (RFS) rates (58.7% vs. 77.7%, P = 0.033) for cribriform-positive patients were lower than those for cribriform-negative patients. In addition, we further explored whether patients with cribriform components could derive a survival benefit from postoperative ACT. The results indicated that patients receiving ACT demonstrated a significant improvement in 5-year rates of RFS compared to observation-only management (70.2% vs. 38.6%, P = 0.0096). Univariate and multivariate Cox proportional hazards regression analyses identified the resection range (HR = 0.197; 95% CI: 0.061-0.632; P = 0.006), STAS (HR = 2.653; 95% CI: 1.131-6.221; P = 0.025), and ACT (HR = 0.334; 95% CI: 0.151-0.742; P = 0.007) as independent prognostic factors for RFS. The presence of cribriform components in stage IB LUAD was associated with diminished survival prognosis. Patients with stage IB LUAD containing cribriform components could derive survival benefit from postoperative ACT.
- Research Article
41
- 10.1016/j.jtcvs.2012.03.039
- Apr 12, 2012
- The Journal of Thoracic and Cardiovascular Surgery
Adjuvant chemotherapy for surgically resected non–small cell lung cancer
- Research Article
7
- 10.1245/s10434-022-12830-4
- Dec 24, 2022
- Annals of surgical oncology
Although the incidence of adenocarcinoma of the esophagogastric junction (AEG) has been increasing since the past decade, the proportion of AEG cases in two previous clinical trials (ACTS-GC and CLASSIC) that investigated the efficacy of adjuvant chemotherapy was relatively small. Therefore, whether AEG patients can benefit from adjuvant chemotherapy remains unclear. Patients who were diagnosed with pathological stage II/III, Siewert II/III AEG, and underwent curative surgery at three high-volume institutions were assessed. Clinical outcomes were analyzed by using Kaplan-Meier curves, log-rank test, and Cox regression model. Propensity score matching (PSM) was used to reduce the selection bias. A total of 927 patients were included (the chemotherapy group: 696 patients; the surgery-only group: 231 patients). The median follow-up was 39.0 months. The 5-year overall survival was 63.1% (95% confidence interval [CI]: 59.0-67.6%) for the chemotherapy group and 50.2% in the surgery-only group (hazard ratio [HR] = 0.69, 95% CI: 0.54-0.88; p = 0.003). The 5-year, disease-free survival was 35.4% for the chemotherapy group and 16.6% for the surgery-only group (HR = 0.66, 95% CI: 0.53-0.83; p < 0.001). After PSM, the survival benefit of adjuvant chemotherapy for AEG was maintained. Multivariate analysis for overall survival and disease-free survival further demonstrated the survival benefit of adjuvant chemotherapy, with HRs of 0.63 (p < 0.001) and 0.52 (p < 0.001), respectively. Postoperative adjuvant chemotherapy was associated with improved overall survival and disease-free survival in patients with operable stage II or III AEG after D2 gastrectomy.
- Research Article
- 10.1200/jco.2017.35.15_suppl.8526
- May 20, 2017
- Journal of Clinical Oncology
8526 Background: Despite complete surgical resection (SR), half of stage I non-small cell lung cancer (NSCLC) patients die from systemic relapse. An independent risk factor for systemic progression is pathologic stage IB subtype (T2aN0M0, AJCC 7). The role of adjuvant chemotherapy (AC) in stage IB NSCLC is controversial. We studied the effectiveness and cost-effectiveness of AC after SR in stage IB NSCLC. Methods: Propensity score matching was performed on the National Cancer Database (2004-2011). The Kaplan-Meier method generated conditional probabilistic incremental 1- to 5-year survival after SR stratified by receipt of AC. Medicare allowable charges for SR, AC, and their respective complications were used. Decision analysis modeling and microsimulation were performed to account for proportions of chemotherapeutic agents administered in real-world settings. The incremental cost-effectiveness ratio (ICER) was calculated over a 5-year horizon. Probabilistic and two-way sensitivity analyses were performed. Results: 3662 of 18709 patient (19.6%) who met inclusion criteria received AC for SR stage IB NSCLC, with usage ranging from 15-27% annually. After propensity score matching, an overall survival benefit of AC was conferred over SR alone (at 5 years: 68.9% vs 60.4%, p < 0.001). The incremental cost of AC over SR alone was $11,541. The incremental effectiveness of AC was 0.28 life-years, with an ICER of $41,218. In two-way sensitivity analysis, AC plus SR dominated for the entire range of cost and survival estimates. In probabilistic sensitivity analysis, AC plus SR dominated the model above a willing-to-pay threshold of $16,000. AC costs could nearly double and the ICER remained under conventional thresholds. However, only 3 of the 4 common AC regimens were cost effective. Conclusions: In stage IB NSCLC, surgery is insufficient to render a cure. The addition of AC to SR extends life-expectancy and is cost-effective compared to SR alone. These conclusions are valid over a range of clinically meaningful variations in cost and treatment outcomes, though a cost-conscious approach is needed when selecting an AC regimen. This represents a novel change in the treatment of stage IB NSCLC.
- Research Article
17
- 10.1007/s00423-018-1702-1
- Aug 15, 2018
- Langenbeck's Archives of Surgery
The benefit of adjuvant chemotherapy (AC) after pancreaticoduodenectomy (PD) for distal cholangiocarcinoma (DCC) remains controversial. The study aimed to evaluate the impact of AC after PD for DCC in a large multicentric cohort. Patients from five French centers who underwent from PD for DCC between 2000 and 2015 and received AC (AC+ group) or surgery only (AC- group) were included in the analysis. Variables associated with AC administration were analyzed by univariate analysis. The Cox regression identified covariates associated with overall survival (OS) and disease-free survival (DFS). The AC+ cohort was matched to the AC- cohort (1:1) by a propensity score (PS) based on the likelihood of AC administration and independent factors associated with decreased OS and DFS. Of the 178 patients included, 56 (31.5%) received AC. In the whole cohort, no difference on OS and DFS between the AC+ and AC- groups was identified (P = 0.15 and P = 0.07, respectively). After PS matching, the AC+ group (n = 49) was comparable to the AC- group (n = 49) on factors associated with AC administration and on factors associated with a decreased survival in the large cohort. After matching, the medians of OS and DFS in the AC+ group and in the AC- group were comparable (26.27 vs 43.33months, P = 0.34, and 15.47 vs. 14.70months, P = 0.79, respectively). Our study did not demonstrate a survival benefit of adjuvant chemotherapy (mostly base on gemcitabine regimen) for DCC after PD even after propensity score matching. New trial specially designed for DCC is urgently needed to improve survival after surgical resection.
- Research Article
2
- 10.21037/jtd-21-1520
- Jan 1, 2022
- Journal of Thoracic Disease
BackgroundWe aimed to construct a clinical-radiomics nomogram to predict disease-free survival (DFS) and the added survival benefit of adjuvant chemotherapy (ACT) for node-negative, early-stage (I–II) lung adenocarcinoma (ADC).MethodsIn this retrospective study including 310 patients from two independent cohorts, the CT-derived radiomics features were selected by least absolute shrinkage and selection operator Cox regression to generate a radiomics signature associated with DFS. The radiomics signature was incorporated to construct a clinical-radiomics nomogram along with the independent clinical risk predictors. The model performance was evaluated with reference to discrimination quantified by Harrell concordance index (C-index), integrated discrimination improvement (IDI) and net reclassification index (NRI), calibration and clinical utility. The risk score (RS) for clinical-radiomics nomogram was calculated. The association between ACT and survival benefit was assessed in high and low RS subgroup.ResultsThe clinical-radiomics nomogram achieved the highest C-index of 0.822 [95% confidence interval (CI): 0.769, 0.876] in training cohort and 0.802 (95% CI: 0.716, 0.888) in validation cohort. The incorporation of radiomics signature into clinical-radiomics nomogram showed an incremental benefit over clinical nomogram according to the improved NRI and IDI. The calibration curves and decision curve analysis further verified the clinical utility of clinical-radiomics nomogram. Further, patients with high RS based on clinical-radiomics nomogram were more prone to benefit from ACT.ConclusionsThe clinical-radiomics nomogram approach can feasibly conduct risk prediction and have potential to identify the beneficiaries of ACT among patients with node-negative, early-stage ADC, which might serve as a helpful tool in informing therapeutic decision-making.
- Research Article
4
- 10.21037/gs-23-189
- Oct 1, 2023
- Gland Surgery
Triple-negative breast cancer (TNBC) is characterized by aggressive phonotypes and relatively poor outcomes. There are controversies on the effect of adjuvant chemotherapy in small (T1N0M0) TNBCs, especially among T1a-b patients. This study evaluated the survival benefit of adjuvant chemotherapy and influential factors in T1N0M0 TNBC patients. All T1N0M0 TNBC patients were identified from the Shanghai Jiao Tong University Breast Cancer Database (SJTU-BCDB) between January 2009 and December 2021. Propensity score matched (PSM) was applied to create a matched cohort. We used Kaplan-Meier analysis and Cox regression models to evaluate the associations of adjuvant chemotherapy with breast cancer-free interval (BCFI) and overall survival (OS). Stratified analysis according to different influential factors was also performed. In total, 1,113 T1N0M0 TNBC patients (297 T1a, T1b and 816 T1c) were enrolled, including 928 patients with adjuvant chemotherapy and 185 patients without adjuvant chemotherapy. After matching 441 patients by using PSM analysis, 294 patients with chemotherapy and 147 patients without chemotherapy were identified. Patients with or without chemotherapy had similar BCFI (P=0.241) and OS (P=0.509). However, regarding patients with different tumor sizes, adjuvant chemotherapy could significantly improve BCFI in T1c patients (5-year BCFI: 92.1% vs. 79.5%, P=0.035) but not in T1a-b patients (5-year BCFI: 93.6% vs. 94.6%, P=0.546). No significant difference in OS was observed among patients with different tumor sizes. Subgroup analysis found that only tumor size was significantly associated with adjuvant chemotherapy benefit in terms of BCFI (Pinteraction=0.021) and OS (Pinteraction=0.040). The survival benefit of adjuvant chemotherapy was significantly associated with tumor size in T1N0M0 TNBC. Benefit of adjuvant chemotherapy was found in T1c, but not in T1a-b patients. Our findings do not support the routine use of chemotherapy in patients with T1a-bN0 TNBC.
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