1.Development and validation of a prognostic model based on SEER data for patients with esophageal carcinoma after esophagectomy.
Chao LUO ; Gao Ming WANG ; Li Wen HU ; Yong QIANG ; Chao ZHENG ; Yi SHEN
Journal of Southern Medical University 2022;42(6):794-804
OBJECTIVE:
To develop a nomogram to predict the long-term survival of patients with esophageal cancer following esophagectomy.
METHODS:
We collected the data of 7215 patients with esophageal carcinoma from the Surveillance, Epidemiology, and End Results (SEER) database during the period from 2004 and 2016. Of these patients, 5052 were allocated to the training cohort and the remaining 2163 patients to the internal validation cohort using bootstrap resampling, with another 435 patients treated in the Department of Cardiothoracic Surgery of Jinling Hospital between 2014 and 2016 serving as the external validation cohort.
RESULTS:
In the overall cohort, the 1-, 3-, and 5-year cancer-specific mortality rates were 14.6%, 35.7% and 41.6%, respectively. Age (≥80 years vs < 50 years, P < 0.001), gender (male vs female, P < 0.001), tumor site (lower vs middle segment, P=0.013), histology (EAC vs ESCC, P=0.012), tumor grade (poorly vs well differentiated, P < 0.001), TNM stage (Ⅳ vs Ⅰ, P < 0.001), tumor size (> 50 mm vs 0-20 mm, P < 0.001), chemotherapy (yes vs no, P < 0.001), and LNR (> 0.25 vs 0, P < 0.001) were identified as independent risk factors affecting long-term survival of the patients. The nomograms established based on the model for predicting the survival probability of the patients at 1, 3 and 5 years after operation showed a C-index of 0.726 (95% CI: 0.714-0.738) for predicting the overall survival (OS) and of 0.735 (95% CI: 0.727-0.743) for cancer-specific survival (CSS) in the training cohort. In the internal validation cohort, the C-index of the nomograms was 0.752 (95% CI: 0.738-0.76) for OS and 0.804 (95% CI: 0.790-0.817) for CSS, as compared with 0.749 (95% CI: 0.736-0.767) and 0.788 (95%CI: 0.751-0.808), respectively, in the external validation cohort. The nomograms also showed a higher sensitivity than the TNM staging system for predicting long-term prognosis.
CONCLUSION
This prognostic model has a high prediction efficiency and can help to identify the high-risk patients with esophageal carcinoma after surgery and serve as a supplement for the current TNM staging system.
Aged, 80 and over
;
Esophageal Neoplasms/surgery*
;
Esophagectomy
;
Female
;
Humans
;
Male
;
Prognosis
;
Risk Factors
;
SEER Program
2.Development of a nomogram for predicting survival of patients with ovarian serous cystadenocarcinoma after based on SEER database.
Journal of Zhejiang University. Medical sciences 2021;50(3):369-374
To develop a survival time prediction model for patients with ovarian serous cystadenocarcinoma after surgery. A retrospective analysis of 5906 postoperative patients with ovarian serous cystadenocarcinoma in the surveillance, epidemiology, and end results (SEER) database from 2010 to 2015 was performed. The independent risk factors for long-term survival were analyzed with multivariate Cox proportional hazard regression model. The nomogram of 3-year and 5-year survival was developed by using R language. The receiver operator characteristic (ROC) curve and were used to test the discrimination of the model and the calibration diagram was used to evaluate the degree of calibration of the prediction model. The survival curves was conducted by the risk factors. Cox proportional hazard regression model showed that age, race, histological grade (poorly differentiated and undifferentiated), stage T (T2a, T2b, T2c, T3a, T3b and T3c), and stage M (M1) were independent factors for the prognosis of patients with ovarian serous cystadenocarcinoma after surgery. A nomogram was developed by the R language tool for predicting the 3-year and survival of patients through age, race, histological classification, stage T and stage M. The C-index was 0.688 and the areas under ROC curve of the nomogram for predicting 3-year and 5-year survival were 0.708 and 0.716, respectively. The results of the calibration indicated that the predicted values were consistent with the actual values in the prediction models. The survival time of patients with high-risk factors was shorter than that of patients with low-risk factors (<0.05). The developed nomogram in this study can be used to predict 3-year and 5-year survival of postoperative patients with ovarian serous cystadenocarcinoma, and it may be beneficial to guide clinical treatment.
Cystadenocarcinoma, Serous/surgery*
;
Humans
;
Neoplasm Staging
;
Nomograms
;
Prognosis
;
ROC Curve
;
Retrospective Studies
;
SEER Program
;
Survival Rate
3.Assessment of Prognostic Factors of Racial Disparities in Testicular Germ Cell Tumor Survival in the United States (1992-2015).
Jing WU ; Yi Bing JI ; Bi Wei TANG ; Matthew BROWN ; Bao Hua WANG ; Chen Lei DU ; Jian Shu DU ; Xue Mei WANG ; Li Jun CAI ; Guo Yi WU ; Yan ZHOU
Biomedical and Environmental Sciences 2021;34(2):152-162
Objective:
Testicular germ cell tumors (TGCT) are the most common cancer among men aged 15 to 39 years. Previous studies have considered factors related to TGCT survival rate and race/ethnicity, but histological type of the diagnosed cancer has not yet been thoroughly assessed.
Methods:
The data came from 42,854 eligible patients from 1992 to 2015 in the Surveillance Epidemiology and End Results 18. Frequencies and column percent by seminoma and nonseminoma subtypes were determined for each covariates. We used Cox proportional hazard regression to assess the impact of multiple factors on post-diagnostic mortality of TGCT.
Results:
Black males were diagnosed at a later stage, more commonly with local or distant metastases. The incidence of TGCT in black non-seminoma tumors increased most significantly. The difference in survival rates between different ethnic and histological subtypes, overall survival (OS) in patients with non-seminoma was significantly worse than in patients with seminoma. The most important quantitative predictor of death was the stage at the time of diagnosis, and older diagnostic age is also important factor affecting mortality.
Conclusion
Histological type of testicular germ cell tumor is an important factor in determining the prognosis of testicular cancer in males of different ethnic groups.
Adult
;
Health Status Disparities
;
Humans
;
Male
;
Neoplasms, Germ Cell and Embryonal/pathology*
;
Prognosis
;
Risk Factors
;
SEER Program/statistics & numerical data*
;
Seminoma/pathology*
;
Survival Rate/trends*
;
Testicular Neoplasms/pathology*
;
United States/ethnology*
4.Clinicopathological features and prognosis of colorectal stromal tumor.
Wen Peng WANG ; Jie Fu WANG ; Jun HU ; Jun Feng WANG ; Jia LIU ; Da Lu KONG ; Jian LI
Journal of Peking University(Health Sciences) 2020;52(2):353-361
OBJECTIVE:
The incidence of colorectal stromal tumor is low among digestive tract tumors, therefore the literatures about clinicopathological features and prognosis of colorectal stromal tumor are few at home and abroad. In this study, we performed survival analyses for colorectal stromal tumor. The nomogram made by prognostic factors provided basis for evaluation of prognosis.
METHODS:
The clinico-pathological and prognostic data of colorectal stromal tumor between January 1992 and December 2015 were collected from the surveillance, epidemiology, and end results (SEER) database. The survival analyses were made by SPSS 24.0 software. The nomogram and calibration curve were made by RMS package in R 3.5.2 software.
RESULTS:
In the study, 546 patients with colorectal stromal tumor were included. The median age of onset was 64 years. The regional lymph node metastasis (LNM) rate was 9.4%. The multivariate Cox regression analyses of the 546 cases showed that the older age of onset (>64 years), single or divorce, colon tumor (compared with rectal tumor), non-surgery, high histological grade, LNM and distant metastasis were associated with worse cancer specific survival (CSS) and overall survival (OS), P < 0.05 for all. The treatment district was independent prognostic factor of OS (P = 0.027). The C-index of independent prognostic factors predicting CSS and OS probability were 0.76 (95%CI: 0.72-0.80) and 0.75 (95%CI: 0.72-0.78), respectively. Multivariate analyses were further carried out in the 174 patients with definite histological grade and tumor location, which revealed that the age of onset, histological grade, surgery or not were independent prognostic factors of CSS and OS (P < 0.05 for all). Tumor location was associated with CSS (P = 0.041) but not OS (P = 0.057) among the 174 cases. Four independent prognostic factors influencing the 174 patients' prognosis were used to make nomogram for predicting survival probability of 546 cases. The C-index of four prognostic factors predicting probability of CSS and OS of the 546 cases were separately 0.71 (95%CI: 0.66-0.75) and 0.73 (95%CI: 0.70-0.77). The nomogram had more accuracy for predicting OS probability of colorectal stromal tumors.
CONCLUSION
The prognosis of colorectal stromal tumor was affected by multiple clinicopathological factors. The nomogram provided the basis for predicting the survival probability of patients with colorectal stromal tumor.
Aged
;
Colorectal Neoplasms
;
Humans
;
Middle Aged
;
Neoplasm Staging
;
Prognosis
;
SEER Program
5.Efficacy analysis of radiotherapy combined with surgery for locally advanced rectal mucinous adenocarcinoma: a retrospective study based on data of Surveillance, Epidemiology, and End results population.
Yueyi ZHANG ; Xiaojie WANG ; Pan CHI ; Huiming LIN ; Xingrong LU ; Ying HUANG ; Zongbin XU ; Shenghui HUANG ; Yanwu SUN ; Daoxiong YE
Chinese Journal of Gastrointestinal Surgery 2019;22(1):85-93
OBJECTIVE:
To explore the efficacy of radiotherapy combined with surgery for locally advanced rectal mucinous adenocarcinoma.
METHODS:
Clinical data of patients with locally advanced rectal mucinous adenocarcinoma (T3-4 and/or N+) diagnosed by postoperative pathology from 1992 to 2013 were retrieved from the US Surveillance, Epidemiology, and End Results (SEER) database. Patients with local excision only, tumor biopsy or combined organ excision and incomplete follow-up information were excluded. All the enrolled patients were divided into three groups according to different treatments, including surgery alone (SA) group, preoperative radiotherapy combined with surgery (RT+S) group and surgery combined with postoperative radiotherapy (S+RT) group. The extracted data included basic data of patients and tumor, treatment status, and follow-up results. The χ² test was used to compare the count data. Kaplan-Meier method was used to draw the survival curve and calculate the survival rate. The survival was analyzed and compared by Log-rank test. The R language 2.8.1 was used to match the patients as 1:1 pairing through the propensity score matching (PSM). The matching variables included gender, age at diagnosis, year at diagnosis, ethnicity, degree of tissue differentiation, TNM stage, depth of invasion, making the baseline data of subgroups comparable. The Cox proportional hazard model was used for multivariate analysis of prognostic factors.
RESULTS:
A total of 2 149 patients with locally advanced rectal mucinous adenocarcinoma were enrolled in the study, including 1 255 males (58.4%) and 894 females (41.6%). There were 706 patients (32.9%) in the SA group, 772 patients (35.9%) in the RT+S group and 671 patients (31.2%) in the S+RT group. In SA, RT+S and S+RT groups, the median overall survival time was 39, 85, and 74 months respectively; the 5-year overall survival (OS) rate was 38.7%, 56.5%, and 55.2% respectively; the median cancer-specific survival (CSS) time was 86, 127, and 111 months respectively, and the 5-year CSS rate was 53.7%, 62.2% and 60.7% respectively. In comparison among the 3 groups, the 5-year OS rate and CSS rate in the SA group were significantly lower than those in the RT+S group and S+RT group (all P<0.001); the 5-year OS rate and CSS rate between RT+S group and S+RT group were not significantly different (P=0.166 and 0.392,respectively). After the baseline data of subgroups were corrected through PSM, the 5-year OS rate and CSS rate in the SA group (n=375) were significantly lower than those in the RT+S group (n=375)(OS:40.1% vs. 54.5%, P<0.001; CSS:54.3% vs. 63.3%, P=0.023). The 5-year OS rate and CSS rate in the SA group (n=403) were also lower than those in the S+RT group (n=403) (OS:37.4% vs. 54.7%,P<0.001;CSS:51.6% vs. 61.0%,P=0.031). The 5-year OS rate and CSS rate between RT+S group (n=363) and S+RT group (n=363) were not significantly different (OS:51.7% vs. 55.5%, P=0.789; CSS:57.7% vs. 60.5%, P=0.484). Cox multivariate analysis showed that radiotherapy (HR=0.845, 95%CI: 0.790 to 0.903, P=0.001) was an independent prognostic factor for OS of locally advanced rectal mucinous adenocarcinoma; radiotherapy (HR=0.907, 95% CI: 0.835 to 0.985, P=0.021) was also an independent prognostic factor affecting CSS in patients with locally advanced rectal mucinous adenocarcinoma.
CONCLUSION
As compared with surgery alone, surgery combined with preoperative or postoperative radiotherapy is beneficial to the long-term survival of patients with locally advanced rectal mucinous adenocarcinoma.
Adenocarcinoma, Mucinous
;
pathology
;
radiotherapy
;
surgery
;
therapy
;
Female
;
Humans
;
Male
;
Neoplasm Staging
;
Proctectomy
;
Prognosis
;
Radiotherapy, Adjuvant
;
Rectal Neoplasms
;
pathology
;
radiotherapy
;
surgery
;
therapy
;
Retrospective Studies
;
SEER Program
;
Survival Analysis
;
Treatment Outcome
6.Comparative Analysis of Outcomes and Clinicopathological Characteristics of Synchronous and Metachronous Contralateral Breast Cancer: A Study of the SEER Database
Ruiyue QIU ; Wen ZHAO ; Jiao YANG ; Yanwei SHEN ; Biyuan WANG ; Pan LI ; Andi ZHAO ; Qi TIAN ; Mi ZHANG ; Min YI ; Jin YANG ; Danfeng DONG
Journal of Breast Cancer 2019;22(2):297-310
PURPOSE: Numerous previous studies have reported inconsistent results about the differences between synchronous contralateral breast cancer (sCBC) and metachronous contralateral breast cancer (mCBC). This study aimed to compare the clinical characteristics and outcomes between sCBC and mCBC and determine predictive factors for the survival of sCBC and mCBC patients. METHODS: Using the Surveillance, Epidemiology, and End Results Program database, we identified sCBC or mCBC patients from 2000 to 2010. The Kaplan-Meier method and Cox proportional hazards regression analysis were used to analyze overall survival and breast cancer-specific survival (BCSS) rates of sCBCs and mCBCs, respectively. RESULTS: Overall, 14,057 sCBC (n = 8,139, 57.9%) and mCBC (n = 5,918, 42.1%) patients were included. The first tumors of sCBC were more likely to have higher stage and more lymph and distant metastases, whereas those of mCBC were more often infiltrating ductal carcinoma (IDC), had localized stage, were estrogen receptor (ER) and progesterone receptor (PR) negative, and had less axillary nodal involvement. The second tumors of mCBC tended to be IDC and have higher grade, adverse stage, ER and PR-negativity; and more axillary nodal involvement, compared to the second tumors of sCBC. mCBC patients had significantly favorable 5-year BCSS but worse long-term BCSS compared with sCBC patients. Moreover, subgroup analysis revealed no significant difference of BCSS between sCBC and mCBC among patients aged 18–60 years. Multivariate analysis indicated that age, grade, and stage of 2 tumors; surgery for second tumor; and ER status of the second tumor were independent prognostic factors for BCSS of contralateral breast cancer (CBC). CONCLUSION: The characteristics and outcomes of sCBCs and mCBCs were substantially different. sCBC and mCBC patients may have different prognosis, and the prognosis of CBC depends on the first and second tumors.
Age of Onset
;
Breast Neoplasms
;
Breast
;
Carcinoma, Ductal
;
Estrogens
;
Humans
;
Methods
;
Multivariate Analysis
;
Neoplasm Metastasis
;
Prognosis
;
Receptors, Progesterone
;
Risk Factors
;
SEER Program
7.Postoperative Radiotherapy Improves Survival in Gastric Signet-Ring Cell Carcinoma: a SEER Database Analysis
Feng WEI ; Hongwei LYU ; Shuoer WANG ; Yan CHU ; Fengyuan CHEN
Journal of Gastric Cancer 2019;19(4):393-407
PURPOSE: To identify the potential therapeutic role of postoperative radiotherapy (RT) in patients with locally advanced (stage II and stage III) gastric signet ring cell carcinoma (SRC).MATERIALS AND METHODS: Patients with locally advanced gastric SRC from the Surveillance, Epidemiology, and End Results program database between 2004 and 2012 were included in our study. Univariate and multivariate Cox proportional models were performed, and survival curves were generated to evaluate the prognostic effect of postoperative RT and surgery alone on SRC patients. Propensity score matching (PSM) was used to avoid selection bias among the study cohorts.RESULTS: We found that patients with postoperative RT had better probability of survival compared with those who did not receive RT (overall survival [OS], P<0.001; cancer-specific survival [CSS], P<0.001). After PSM, analysis of both overall and CSS showed that patients who underwent postoperative RT had better prognosis than those receiving surgery alone in the matched cohort (OS, P=0.00079; CSS, P=0.0036). Multivariate Cox proportional model indicated that postoperative RT had better effect on prognosis compared with surgery alone with respect to both overall (hazard ratio [HR], 0.716; 95% confidence interval [95% CI], 0.590–0.87; P=0.001) and CSS (HR, 0.713; 95% CI, 0.570–0.890; P=0.003).CONCLUSIONS: Postoperative RT had better prognosis compared with surgery alone for both overall and CSS for patients with locally advanced gastric SRC.
Carcinoma, Signet Ring Cell
;
Cohort Studies
;
Humans
;
Nomograms
;
Prognosis
;
Propensity Score
;
Radiotherapy
;
SEER Program
;
Selection Bias
;
Stomach Neoplasms
8.Difference in survival between right- versus left-sided colorectal neuroendocrine neoplasms.
Ge-Han XU ; Hua-Wei ZOU ; Ashley B GROSSMAN
Journal of Zhejiang University. Science. B 2019;20(11):933-939
Neuroendocrine neoplasms (NENs) are a heterogeneous group of tumors that arise from neuroendocrine cells, and in some cases are capable of producing agents that may cause characteristic hormonal syndromes (Cives and Strosberg, 2018). Such tumors were previously thought to be rare, but the rate of detection of NENs, especially from the gastrointestinal tract, is increasing with the widespread use of colonoscopy, cross-sectional imaging, and biomarkers (Gu et al., 2019). A study based on the Surveillance, Epidemiology, and End Results (SEER) database showed that the age-adjusted incidence of NENs increased 6.4-fold from 1973 (1.09 per 100 000) to 2012 (6.98 per 100 000) (Dasari et al., 2017), while there was a progressive increase in the incidence of colorectal NENs (Starzyńska et al., 2017).
Adult
;
Aged
;
Colorectal Neoplasms/mortality*
;
Female
;
Humans
;
Male
;
Middle Aged
;
Neuroendocrine Tumors/mortality*
;
Proportional Hazards Models
;
SEER Program
9.Risk Factors of Cervical Lymph Node Metastasis in Papillary Thyroid Microcarcinoma:An Analysis Based on Data from the Surveillance, Epidemiology and End Results Database.
Ke Si ZHENG ; Yong ZENG ; Cong CHEN ; Yuan Zhao WU ; Bi CHEN ; Wen Bing YING ; Ke Wen ZHENG
Acta Academiae Medicinae Sinicae 2018;40(6):736-743
Objective To explored the risk factors of lymph node metastasis in papillary thyroid microcarcinoma (PTMC) by analyzing the data from the Surveillance,Epidemiology and End Results (SEER) database.Methods The data of 31 017 patients with PTMC in the SEER database from 2002 to 2012 were retrospectively analyzed. Logistic and Cox regression analyses were used to explore the associations of the factors and the risk of lymph node metastasis in PTMC.Results Multivariate analysis revealed that male (OR=0.673,95%CI=0.605-0.748,P=0.001),age<55 years (OR=0.683,95%CI =0.623-0.749,P=0.001),tumor size >5 mm(OR=1.172,95%CI=1.153-1.191,P=0.001),follicular variant (OR=0.641,95%CI =0.574-0.716,P=0.001),and multifocal (OR=1.662,95%CI=1.516-1.821,P=0.001) and external thyroid extension (ETE) (capsular invasion OR=1.232,95%CI=1.183-1.543,P=0.001;minor invasion OR=2.119,95%CI=1.377-3.263,P=0.001;and gross invasion OR=2.546,95%CI=2.218-2.921,P=0.001) were significantly associated with central lymph node metastasis (CLNM). Multivariate analysis revealed that tumor size >5 mm(OR=1.112,95%CI =1.091-1.133,P=0.001),male (OR=0.36,95%CI=0.322-0.401,P=0.001),age<55 years (OR=0.503,95%CI=0.453-0.559,P=0.001),follicular variant (OR=0.625,95%CI =0.549-0.711,P=0.001),multifocal (OR=2.265,95%CI =2.039-2.517,P=0.001),ETE (capsular invasion OR=2.105,95%CI=1.681-2.637,P=0.001;minor invasion OR=4.601,95%CI=3.994-5.300,P=0.001;and gross invasion OR=7.093,95%CI=4.910-10.246,P=0.001),and distant metastasis (OR=11.948,95%CI=7.523-18.975,P=0.001) were significantly associated with lateral lymph node metastasis.Conclusions Male,young age(<55 years),large tumor(>5 mm),follicular variant-PTMC,ETE,and multifocality are the risk factors for cervical lymph node metastasis. Distant metastasis is associated with lateral lymph node metastasis. For patients at high risk of PTMC,prophylactic neck lymph node dissection is recommended.
Carcinoma, Papillary
;
pathology
;
Female
;
Humans
;
Lymph Nodes
;
pathology
;
Lymphatic Metastasis
;
diagnosis
;
Male
;
Middle Aged
;
Retrospective Studies
;
Risk Factors
;
SEER Program
;
Thyroid Neoplasms
;
pathology
10.Evaluation of the Benefit of Radiotherapy in Patients with Occult Breast Cancer: A Population-Based Analysis of the SEER Database.
Byoung Hyuck KIM ; Jeanny KWON ; Kyubo KIM
Cancer Research and Treatment 2018;50(2):551-561
PURPOSE: Few studies for occult breast cancer (OBC) have evaluated the effect of radiotherapy (RT) after mastectomy or axillary lymph node dissection (ALND) with/without breast surgery. Therefore, we investigated clinicopathologic factors of OBC with the impact of postoperative RT to determine its prognostic significance using large population-based data. MATERIALS AND METHODS: We performed a retrospective cohort study using the Surveillance, Epidemiology, and End Results (SEER) database from 1983 to 2013. A total of 1,045 eligible patients with OBC were identified. We compared overall survival (OS) using Cox proportional hazards regression with propensity score matching after verifying an imbalance of prognosticators between RT group (n=518) and non-RT group (n=479). RESULTS: Patients with age < 70 (p=0.033), married marital status (p < 0.001), undergoing ALND (p < 0.001), more examined lymph nodes (LNs) (p < 0.001), and more metastatic LNs (p < 0.001) were more likely to receive RT. Multivariate analysis after propensity score matching (n=798) showed that patients treated with RT survived significantly longer than those without RT (5-year OS, 81.5% vs. 78.3%; p=0.014). A significantly prolonged OS was observed when RT was given to patients treated with mastectomy (p=0.033), those treated with ALND (p=0.036), or those with more than seven metastatic LNs (p=0.016). CONCLUSION: RT may offer survival benefit in OBC even after mastectomy or ALND, especially in patients with more than seven metastatic LNs. Further prospective studies are needed to validate these findings.
Breast Neoplasms*
;
Breast*
;
Cohort Studies
;
Epidemiology
;
Humans
;
Lymph Node Excision
;
Lymph Nodes
;
Marital Status
;
Mastectomy
;
Multivariate Analysis
;
Propensity Score
;
Prospective Studies
;
Radiotherapy*
;
Retrospective Studies
;
SEER Program

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