Establishment and verification of the nomogram that predicts the 3-year recurrence risk of epithelial ovarian carcinoma
Abstract Background As we all know, patients with epithelial ovarian carcinoma have poor prognosis and high recurrence rate. It is critical and challenging to screen out the patients with high risk of recurrence. At present, there are some models predicting the overall survival of epithelial ovarian...
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doaj-e4f5543ba94e4aa28456b0c34cc2f5332020-11-25T03:40:00ZengBMCBMC Cancer1471-24072020-09-012011910.1186/s12885-020-07402-2Establishment and verification of the nomogram that predicts the 3-year recurrence risk of epithelial ovarian carcinomaJun Hu0Xiaobing Jiao1Lirong Zhu2Hongyan Guo3Yumei Wu4Department of Gynecology and Obstetrics, Peking University First HospitalDepartment of Gynecology and Obstetrics, Peking University First HospitalDepartment of Gynecology and Obstetrics, Peking University First HospitalDepartment of Gynecology and Obstetrics, Peking University Third HospitalDepartment of Gynecology and Obstetrics, Beijing Obstetrics and Gynecology Hospital, Capital Medical UniversityAbstract Background As we all know, patients with epithelial ovarian carcinoma have poor prognosis and high recurrence rate. It is critical and challenging to screen out the patients with high risk of recurrence. At present, there are some models predicting the overall survival of epithelial ovarian carcinoma, however, there is no widely accepted tool or applicable model predicting the recurrence risk of epithelial ovarian carcinoma patients. The objective of this study was to establish and verify a nomogram to predict the recurrence risk of EOC. Methods We reviewed the clinicopathological and prognostic data of 193 patients with EOC who achieved clinical complete remission after cytoreductive surgery and chemotherapy between January 2003 and December 2013 in Peking University First Hospital. The nomogram was established with the risk factors selected by LASSO regression. The medical data of 187 EOC patients with 5-year standard follow-up in Peking University Third Hospital and Beijing Obstetrics and Gynecology Hospital were used for external validation of the nomogram. AUC curve and Hosmer-Lemeshow test were used to evaluate the discrimination and calibration. Results The nomogram for 3-year recurrence risk was established with FIGO stage, histological grade, histological type, lymph node metastasis status and serum CA125 level at diagnosis. The total score can be obtained by adding the grading values of these factors together. The C statistics was 0.828 [95% CI, 0.764–0.884] and the Chi-square value is 3.6 (P = 0.731 > 0.05) with the training group. When the threshold value was set at 198, the sensitivity, specificity, positive predictive value, negative predictive value and concordance index were 88.8, 67.0, 71.8, 86.3% and 0.558 respectively. In the external validation, the C statistics was 0.803 [95%CI, 0.738–0.867] and the Chi-square value is 11.04 (P = 0.135 > 0.05). With the threshold value of 198, the sensitivity, specificity, positive predictive value, negative predictive value and concordance index of the nomogram were 75.7, 77.0, 83.2, 67.9%, and 0.52 respectively. Conclusions We established and validated a nomogram to predict 3-year recurrence risk of patients with EOC who achieved clinical complete remission after cytoreductive surgery and chemotherapy. This nomogram with good discrimination and calibration might be useful for screening out the patients with high risk of recurrence.http://link.springer.com/article/10.1186/s12885-020-07402-2Ovarian epithelial carcinomaRecurrence free intervalRecurrence riskNomogramsVerification |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jun Hu Xiaobing Jiao Lirong Zhu Hongyan Guo Yumei Wu |
spellingShingle |
Jun Hu Xiaobing Jiao Lirong Zhu Hongyan Guo Yumei Wu Establishment and verification of the nomogram that predicts the 3-year recurrence risk of epithelial ovarian carcinoma BMC Cancer Ovarian epithelial carcinoma Recurrence free interval Recurrence risk Nomograms Verification |
author_facet |
Jun Hu Xiaobing Jiao Lirong Zhu Hongyan Guo Yumei Wu |
author_sort |
Jun Hu |
title |
Establishment and verification of the nomogram that predicts the 3-year recurrence risk of epithelial ovarian carcinoma |
title_short |
Establishment and verification of the nomogram that predicts the 3-year recurrence risk of epithelial ovarian carcinoma |
title_full |
Establishment and verification of the nomogram that predicts the 3-year recurrence risk of epithelial ovarian carcinoma |
title_fullStr |
Establishment and verification of the nomogram that predicts the 3-year recurrence risk of epithelial ovarian carcinoma |
title_full_unstemmed |
Establishment and verification of the nomogram that predicts the 3-year recurrence risk of epithelial ovarian carcinoma |
title_sort |
establishment and verification of the nomogram that predicts the 3-year recurrence risk of epithelial ovarian carcinoma |
publisher |
BMC |
series |
BMC Cancer |
issn |
1471-2407 |
publishDate |
2020-09-01 |
description |
Abstract Background As we all know, patients with epithelial ovarian carcinoma have poor prognosis and high recurrence rate. It is critical and challenging to screen out the patients with high risk of recurrence. At present, there are some models predicting the overall survival of epithelial ovarian carcinoma, however, there is no widely accepted tool or applicable model predicting the recurrence risk of epithelial ovarian carcinoma patients. The objective of this study was to establish and verify a nomogram to predict the recurrence risk of EOC. Methods We reviewed the clinicopathological and prognostic data of 193 patients with EOC who achieved clinical complete remission after cytoreductive surgery and chemotherapy between January 2003 and December 2013 in Peking University First Hospital. The nomogram was established with the risk factors selected by LASSO regression. The medical data of 187 EOC patients with 5-year standard follow-up in Peking University Third Hospital and Beijing Obstetrics and Gynecology Hospital were used for external validation of the nomogram. AUC curve and Hosmer-Lemeshow test were used to evaluate the discrimination and calibration. Results The nomogram for 3-year recurrence risk was established with FIGO stage, histological grade, histological type, lymph node metastasis status and serum CA125 level at diagnosis. The total score can be obtained by adding the grading values of these factors together. The C statistics was 0.828 [95% CI, 0.764–0.884] and the Chi-square value is 3.6 (P = 0.731 > 0.05) with the training group. When the threshold value was set at 198, the sensitivity, specificity, positive predictive value, negative predictive value and concordance index were 88.8, 67.0, 71.8, 86.3% and 0.558 respectively. In the external validation, the C statistics was 0.803 [95%CI, 0.738–0.867] and the Chi-square value is 11.04 (P = 0.135 > 0.05). With the threshold value of 198, the sensitivity, specificity, positive predictive value, negative predictive value and concordance index of the nomogram were 75.7, 77.0, 83.2, 67.9%, and 0.52 respectively. Conclusions We established and validated a nomogram to predict 3-year recurrence risk of patients with EOC who achieved clinical complete remission after cytoreductive surgery and chemotherapy. This nomogram with good discrimination and calibration might be useful for screening out the patients with high risk of recurrence. |
topic |
Ovarian epithelial carcinoma Recurrence free interval Recurrence risk Nomograms Verification |
url |
http://link.springer.com/article/10.1186/s12885-020-07402-2 |
work_keys_str_mv |
AT junhu establishmentandverificationofthenomogramthatpredictsthe3yearrecurrenceriskofepithelialovariancarcinoma AT xiaobingjiao establishmentandverificationofthenomogramthatpredictsthe3yearrecurrenceriskofepithelialovariancarcinoma AT lirongzhu establishmentandverificationofthenomogramthatpredictsthe3yearrecurrenceriskofepithelialovariancarcinoma AT hongyanguo establishmentandverificationofthenomogramthatpredictsthe3yearrecurrenceriskofepithelialovariancarcinoma AT yumeiwu establishmentandverificationofthenomogramthatpredictsthe3yearrecurrenceriskofepithelialovariancarcinoma |
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