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Published in: BMC Cancer 1/2023

Open Access 01-12-2023 | Metastasis | Research

Metabolic syndrome score as an indicator in a predictive nomogram for lymph node metastasis in endometrial cancer

Authors: Xuan Feng, Xing Chen Li, Xiao Yang, Yuan Cheng, Yang Yang Dong, Jing Yuan Wang, Jing Yi Zhou, Jian Liu Wang

Published in: BMC Cancer | Issue 1/2023

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Abstract

Background

Lymph node metastasis (LNM) is an important factor affecting endometrial cancer (EC) prognosis. Current controversy exists as to how to accurately assess the risk of lymphatic metastasis. Metabolic syndrome has been considered a risk factor for endometrial cancer, yet its effect on LNM remains elusive. We developed a nomogram integrating metabolic syndrome indicators with other crucial variables to predict lymph node metastasis in endometrial cancer.

Methods

This study is based on patients diagnosed with EC in Peking University People’s Hospital between January 2004 and December 2020. A total of 1076 patients diagnosed with EC and who underwent staging surgery were divided into training and validation cohorts according to the ratio of 2:1. Univariate and multivariate logistic regression analyses were used to determine the significant predictive factors.

Results

The prediction nomogram included MSR, positive peritoneal cytology, lymph vascular space invasion, endometrioid histological type, tumor size >  = 2 cm, myometrial invasion >  = 50%, cervical stromal invasion, and tumor grade. In the training group, the area under the curve (AUC) of the nomogram and Mayo criteria were 0.85 (95% CI: 0.81–0.90) and 0.77 (95% CI: 0.77–0.83), respectively (P < 0.01). In the validation group (N = 359), the AUC was 0.87 (95% CI: 0.82–0.93) and 0.80 (95% CI: 0.74–0.87) for the nomogram and the Mayo criteria, respectively (P = 0.01). Calibration plots revealed the satisfactory performance of the nomogram. Decision curve analysis showed a positive net benefit of this nomogram, which indicated clinical value.

Conclusion

This model may promote risk stratification and individualized treatment, thus improving the prognosis.
Appendix
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Literature
1.
2.
go back to reference Dowdy SC, Mariani A. Lymphadenectomy in endometrial cancer: when, not if. Lancet. 2010;375(9721):1138–40.PubMedCrossRef Dowdy SC, Mariani A. Lymphadenectomy in endometrial cancer: when, not if. Lancet. 2010;375(9721):1138–40.PubMedCrossRef
3.
go back to reference Morrow CP, Bundy BN, Homesley HD, et al. Doxorubicin as an adjuvant following surgery and radiation therapy in patients with high-risk endometrial carcinoma, stage I and occult stage II: a Gynecologic Oncology Group Study. Gynecol Oncol. 1990;36(2):166–71.PubMedCrossRef Morrow CP, Bundy BN, Homesley HD, et al. Doxorubicin as an adjuvant following surgery and radiation therapy in patients with high-risk endometrial carcinoma, stage I and occult stage II: a Gynecologic Oncology Group Study. Gynecol Oncol. 1990;36(2):166–71.PubMedCrossRef
4.
go back to reference Todo Y, Takeshita S, Okamoto K, et al. Implications of para-aortic lymph node metastasis in patients with endometrial cancer without pelvic lymph node metastasis. J Gynecol Oncol. 2017;28(5):e59.PubMedPubMedCentralCrossRef Todo Y, Takeshita S, Okamoto K, et al. Implications of para-aortic lymph node metastasis in patients with endometrial cancer without pelvic lymph node metastasis. J Gynecol Oncol. 2017;28(5):e59.PubMedPubMedCentralCrossRef
5.
go back to reference Mariani A, Webb MJ, Keeney GL, et al. Low-risk corpus cancer: is lymphadenectomy or radiotherapy necessary? Am J Obstet Gynecol. 2000;182(6):1506–19.PubMedCrossRef Mariani A, Webb MJ, Keeney GL, et al. Low-risk corpus cancer: is lymphadenectomy or radiotherapy necessary? Am J Obstet Gynecol. 2000;182(6):1506–19.PubMedCrossRef
6.
go back to reference Rungruang B, Olawaiye AB. Comprehensive surgical staging for endometrial cancer. Rev Obstet Gynecol. 2012;5(1):28–34.PubMedPubMedCentral Rungruang B, Olawaiye AB. Comprehensive surgical staging for endometrial cancer. Rev Obstet Gynecol. 2012;5(1):28–34.PubMedPubMedCentral
7.
go back to reference Volpi L, Sozzi G, Capozzi VA, et al. Long term complications following pelvic and para-aortic lymphadenectomy for endometrial cancer, incidence and potential risk factors: a single institution experience. Int J Gynecol Cancer. 2019;29(2):312–9.PubMedCrossRef Volpi L, Sozzi G, Capozzi VA, et al. Long term complications following pelvic and para-aortic lymphadenectomy for endometrial cancer, incidence and potential risk factors: a single institution experience. Int J Gynecol Cancer. 2019;29(2):312–9.PubMedCrossRef
8.
go back to reference Vetter MH, Smith B, Benedict J, et al. Preoperative predictors of endometrial cancer at time of hysterectomy for endometrial intraepithelial neoplasia or complex atypical hyperplasia. Am J Obstet Gynecol. 2020;222(1):60–1.CrossRef Vetter MH, Smith B, Benedict J, et al. Preoperative predictors of endometrial cancer at time of hysterectomy for endometrial intraepithelial neoplasia or complex atypical hyperplasia. Am J Obstet Gynecol. 2020;222(1):60–1.CrossRef
9.
go back to reference Frost JA, Webster KE, Morrison J. Lymphadenectomy for Treatment of Early-Stage Endometrial Cancer. JAMA Oncol. 2017;3(1):117–8.PubMedCrossRef Frost JA, Webster KE, Morrison J. Lymphadenectomy for Treatment of Early-Stage Endometrial Cancer. JAMA Oncol. 2017;3(1):117–8.PubMedCrossRef
10.
go back to reference Chan JK, Kapp DS. Role of complete lymphadenectomy in endometrioid uterine cancer. Lancet Oncology. 2007;8(9):831–41.PubMedCrossRef Chan JK, Kapp DS. Role of complete lymphadenectomy in endometrioid uterine cancer. Lancet Oncology. 2007;8(9):831–41.PubMedCrossRef
11.
go back to reference Mariani A, Dowdy SC, Cliby WA, et al. Prospective assessment of lymphatic dissemination in endometrial cancer: a paradigm shift in surgical staging. Gynecol Oncol. 2008;109(1):11–8.PubMedPubMedCentralCrossRef Mariani A, Dowdy SC, Cliby WA, et al. Prospective assessment of lymphatic dissemination in endometrial cancer: a paradigm shift in surgical staging. Gynecol Oncol. 2008;109(1):11–8.PubMedPubMedCentralCrossRef
12.
go back to reference Koh WJ, Abu-Rustum NR, Bean S, et al. Uterine Neoplasms, Version 1.2018, NCCN Clinical Practice Guidelines in Oncology. J Natl Compr Canc Netw. 2018;16(2):170–99.PubMedCrossRef Koh WJ, Abu-Rustum NR, Bean S, et al. Uterine Neoplasms, Version 1.2018, NCCN Clinical Practice Guidelines in Oncology. J Natl Compr Canc Netw. 2018;16(2):170–99.PubMedCrossRef
13.
go back to reference Killock D. Gynaecological cancer: SLN staging for endometrial cancer. Nat Rev Clin Oncol. 2017;14(4):200.PubMed Killock D. Gynaecological cancer: SLN staging for endometrial cancer. Nat Rev Clin Oncol. 2017;14(4):200.PubMed
14.
go back to reference Rossi EC, Kowalski LD, Scalici J, et al. A comparison of sentinel lymph node biopsy to lymphadenectomy for endometrial cancer staging (FIRES trial): a multicentre, prospective, cohort study. Lancet Oncology. 2017;18(3):384–92.PubMedCrossRef Rossi EC, Kowalski LD, Scalici J, et al. A comparison of sentinel lymph node biopsy to lymphadenectomy for endometrial cancer staging (FIRES trial): a multicentre, prospective, cohort study. Lancet Oncology. 2017;18(3):384–92.PubMedCrossRef
15.
go back to reference Cox BC, Greer DM, Kram J, et al. Tumor diameter as a predictor of lymphatic dissemination in endometrioid endometrial cancer. Gynecol Oncol. 2016;141(2):199–205.CrossRef Cox BC, Greer DM, Kram J, et al. Tumor diameter as a predictor of lymphatic dissemination in endometrioid endometrial cancer. Gynecol Oncol. 2016;141(2):199–205.CrossRef
16.
go back to reference Meydanli MM, Aslan K, Oz M, et al. A novel multivariable prediction model for lymphatic dissemination in endometrioid endometrial cancer: The lymph node Metastasis Risk Index. Eur J Obstet Gynecol Reprod Biol. 2019;240:310–5.PubMedCrossRef Meydanli MM, Aslan K, Oz M, et al. A novel multivariable prediction model for lymphatic dissemination in endometrioid endometrial cancer: The lymph node Metastasis Risk Index. Eur J Obstet Gynecol Reprod Biol. 2019;240:310–5.PubMedCrossRef
17.
go back to reference Capozzi VA, Sozzi G, Rosati A, et al. Predictive Score of Nodal Involvement in Endometrial Cancer Patients: A Large Multicentre Series. Ann Surg Oncol. 2022;29(4):2594–9.PubMedCrossRef Capozzi VA, Sozzi G, Rosati A, et al. Predictive Score of Nodal Involvement in Endometrial Cancer Patients: A Large Multicentre Series. Ann Surg Oncol. 2022;29(4):2594–9.PubMedCrossRef
18.
19.
go back to reference AlHilli MM, Podratz KC, Dowdy SC, et al. Risk-scoring system for the individualized prediction of lymphatic dissemination in patients with endometrioid endometrial cancer. Gynecol Oncol. 2013;131(1):103–8.PubMedCrossRef AlHilli MM, Podratz KC, Dowdy SC, et al. Risk-scoring system for the individualized prediction of lymphatic dissemination in patients with endometrioid endometrial cancer. Gynecol Oncol. 2013;131(1):103–8.PubMedCrossRef
20.
go back to reference Rosato V, Zucchetto A, Bosetti C, et al. Metabolic syndrome and endometrial cancer risk. Ann Oncol. 2011;22(4):884–9.PubMedCrossRef Rosato V, Zucchetto A, Bosetti C, et al. Metabolic syndrome and endometrial cancer risk. Ann Oncol. 2011;22(4):884–9.PubMedCrossRef
21.
go back to reference Raffone A, Travaglino A, Saccone G, et al. Diabetes Mellitus Is Associated with Occult Cancer in Endometrial Hyperplasia. Pathology & Oncology Research. 2020;26(3):1377–84.CrossRef Raffone A, Travaglino A, Saccone G, et al. Diabetes Mellitus Is Associated with Occult Cancer in Endometrial Hyperplasia. Pathology & Oncology Research. 2020;26(3):1377–84.CrossRef
22.
go back to reference Friberg E, Orsini N, Mantzoros CS, et al. Diabetes mellitus and risk of endometrial cancer: a meta-analysis. Diabetologia. 2007;50(7):1365–74.PubMedCrossRef Friberg E, Orsini N, Mantzoros CS, et al. Diabetes mellitus and risk of endometrial cancer: a meta-analysis. Diabetologia. 2007;50(7):1365–74.PubMedCrossRef
23.
go back to reference Luo J, Beresford S, Chen C, et al. Association between diabetes, diabetes treatment and risk of developing endometrial cancer. Br J Cancer. 2014;111(7):1432–9.PubMedPubMedCentralCrossRef Luo J, Beresford S, Chen C, et al. Association between diabetes, diabetes treatment and risk of developing endometrial cancer. Br J Cancer. 2014;111(7):1432–9.PubMedPubMedCentralCrossRef
24.
go back to reference Cust AE, Kaaks R, Friedenreich C, et al. Metabolic syndrome, plasma lipid, lipoprotein and glucose levels, and endometrial cancer risk in the European Prospective Investigation into Cancer and Nutrition (EPIC). Endocr Relat Cancer. 2007;14(3):755–67.PubMedCrossRef Cust AE, Kaaks R, Friedenreich C, et al. Metabolic syndrome, plasma lipid, lipoprotein and glucose levels, and endometrial cancer risk in the European Prospective Investigation into Cancer and Nutrition (EPIC). Endocr Relat Cancer. 2007;14(3):755–67.PubMedCrossRef
25.
go back to reference Chakraborty S, Zawieja S, Wang W, et al. Lymphatic system: a vital link between metabolic syndrome and inflammation. Ann N Y Acad Sci. 2010;1207(Suppl 1):E94–102.PubMedPubMedCentralCrossRef Chakraborty S, Zawieja S, Wang W, et al. Lymphatic system: a vital link between metabolic syndrome and inflammation. Ann N Y Acad Sci. 2010;1207(Suppl 1):E94–102.PubMedPubMedCentralCrossRef
26.
go back to reference S. Annett, G. Moore and T. Robson, "Obesity and Cancer Metastasis: Molecular and Translational Perspectives," Cancers (Basel), vol. 12, no. 12, 2020. S. Annett, G. Moore and T. Robson, "Obesity and Cancer Metastasis: Molecular and Translational Perspectives," Cancers (Basel), vol. 12, no. 12, 2020.
27.
go back to reference Kho PF, Amant F, Annibali D, et al. Mendelian randomization analyses suggest a role for cholesterol in the development of endometrial cancer. Int J Cancer. 2021;148(2):307–19.PubMedCrossRef Kho PF, Amant F, Annibali D, et al. Mendelian randomization analyses suggest a role for cholesterol in the development of endometrial cancer. Int J Cancer. 2021;148(2):307–19.PubMedCrossRef
28.
go back to reference Lindemann K, Vatten LJ, Ellstrom-Engh M, et al. Serum lipids and endometrial cancer risk: results from the HUNT-II study. Int J Cancer. 2009;124(12):2938–41.PubMedCrossRef Lindemann K, Vatten LJ, Ellstrom-Engh M, et al. Serum lipids and endometrial cancer risk: results from the HUNT-II study. Int J Cancer. 2009;124(12):2938–41.PubMedCrossRef
29.
go back to reference Wissing M, Mitric C, Amajoud Z, et al. Risk factors for lymph nodes involvement in obese women with endometrial carcinomas. Gynecol Oncol. 2019;155(1):27–33.PubMedCrossRef Wissing M, Mitric C, Amajoud Z, et al. Risk factors for lymph nodes involvement in obese women with endometrial carcinomas. Gynecol Oncol. 2019;155(1):27–33.PubMedCrossRef
30.
go back to reference Sha H, Hu D, Wu S, et al. Baseline Metabolic Risk Score and Postsurgical Esophageal Cancer-Specific Mortality: The Fujian Prospective Investigation of Cancer (FIESTA) Study. J Cancer. 2018;9(7):1173–81.PubMedPubMedCentralCrossRef Sha H, Hu D, Wu S, et al. Baseline Metabolic Risk Score and Postsurgical Esophageal Cancer-Specific Mortality: The Fujian Prospective Investigation of Cancer (FIESTA) Study. J Cancer. 2018;9(7):1173–81.PubMedPubMedCentralCrossRef
32.
go back to reference Vickers AJ, Van Calster B, Steyerberg EW. Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests. BMJ. 2016;352: i6.PubMedPubMedCentralCrossRef Vickers AJ, Van Calster B, Steyerberg EW. Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests. BMJ. 2016;352: i6.PubMedPubMedCentralCrossRef
33.
go back to reference Creasman WT, Morrow CP, Bundy BN, et al. Surgical pathologic spread patterns of endometrial cancer. A Gynecologic Oncology Group Study. Cancer. 1987;60(8 Suppl):2035–41.PubMedCrossRef Creasman WT, Morrow CP, Bundy BN, et al. Surgical pathologic spread patterns of endometrial cancer. A Gynecologic Oncology Group Study. Cancer. 1987;60(8 Suppl):2035–41.PubMedCrossRef
34.
go back to reference Kitchener H, Swart AM, Qian Q, et al. Efficacy of systematic pelvic lymphadenectomy in endometrial cancer (MRC ASTEC trial): a randomised study. Lancet. 2009;373(9658):125–36.PubMedCrossRef Kitchener H, Swart AM, Qian Q, et al. Efficacy of systematic pelvic lymphadenectomy in endometrial cancer (MRC ASTEC trial): a randomised study. Lancet. 2009;373(9658):125–36.PubMedCrossRef
35.
go back to reference Benedetti PP, Basile S, Maneschi F, et al. Systematic pelvic lymphadenectomy vs. no lymphadenectomy in early-stage endometrial carcinoma: randomized clinical trial. J Natl Cancer Inst. 2008;100(23):1707–16.CrossRef Benedetti PP, Basile S, Maneschi F, et al. Systematic pelvic lymphadenectomy vs. no lymphadenectomy in early-stage endometrial carcinoma: randomized clinical trial. J Natl Cancer Inst. 2008;100(23):1707–16.CrossRef
36.
go back to reference N. Colombo, C. Creutzberg and F. Amant et al., "ESMO-ESGO-ESTRO Consensus Conference on Endometrial Cancer: diagnosis, treatment and follow-up," Annals of Oncology, vol. 27, no. 1, pp. 16–41, 2016. N. Colombo, C. Creutzberg and F. Amant et al., "ESMO-ESGO-ESTRO Consensus Conference on Endometrial Cancer: diagnosis, treatment and follow-up," Annals of Oncology, vol. 27, no. 1, pp. 16–41, 2016.
37.
go back to reference Latif N, Oh J, Brensinger C, et al. Lymphadenectomy is associated with an increased risk of postoperative venous thromboembolism in early stage endometrial cancer. Gynecol Oncol. 2021;161(1):130–4.PubMedCrossRef Latif N, Oh J, Brensinger C, et al. Lymphadenectomy is associated with an increased risk of postoperative venous thromboembolism in early stage endometrial cancer. Gynecol Oncol. 2021;161(1):130–4.PubMedCrossRef
38.
go back to reference Polan RM, Rossi EC, Barber EL. Extent of lymphadenectomy and postoperative major complications among women with endometrial cancer treated with minimally invasive surgery. Am J Obstet Gynecol. 2019;220(3):261–3.CrossRef Polan RM, Rossi EC, Barber EL. Extent of lymphadenectomy and postoperative major complications among women with endometrial cancer treated with minimally invasive surgery. Am J Obstet Gynecol. 2019;220(3):261–3.CrossRef
39.
go back to reference Frost JA, Webster KE, Bryant A, et al. Lymphadenectomy for the management of endometrial cancer. Cochrane Database Syst Rev. 2017;10:D7585. Frost JA, Webster KE, Bryant A, et al. Lymphadenectomy for the management of endometrial cancer. Cochrane Database Syst Rev. 2017;10:D7585.
40.
go back to reference Albright BB, Nasioudis D, Byrne ME, et al. Perioperative outcomes and disparities in utilization of sentinel lymph node biopsy in minimally invasive staging of endometrial cancer. Gynecol Oncol. 2020;159(3):758–66.PubMedCrossRef Albright BB, Nasioudis D, Byrne ME, et al. Perioperative outcomes and disparities in utilization of sentinel lymph node biopsy in minimally invasive staging of endometrial cancer. Gynecol Oncol. 2020;159(3):758–66.PubMedCrossRef
41.
go back to reference Suidan RS, Sun CC, Cantor SB, et al. Three Lymphadenectomy Strategies in Low-Risk Endometrial Carcinoma: A Cost-Effectiveness Analysis. Obstet Gynecol. 2018;132(1):52–8.PubMedPubMedCentralCrossRef Suidan RS, Sun CC, Cantor SB, et al. Three Lymphadenectomy Strategies in Low-Risk Endometrial Carcinoma: A Cost-Effectiveness Analysis. Obstet Gynecol. 2018;132(1):52–8.PubMedPubMedCentralCrossRef
42.
go back to reference Cusimano MC, Vicus D, Pulman K, et al. Assessment of Sentinel Lymph Node Biopsy vs Lymphadenectomy for Intermediate- and High-Grade Endometrial Cancer Staging. JAMA Surg. 2021;156(2):157–64.PubMedCrossRef Cusimano MC, Vicus D, Pulman K, et al. Assessment of Sentinel Lymph Node Biopsy vs Lymphadenectomy for Intermediate- and High-Grade Endometrial Cancer Staging. JAMA Surg. 2021;156(2):157–64.PubMedCrossRef
43.
go back to reference Ducie JA, Eriksson A, Ali N, et al. Comparison of a sentinel lymph node mapping algorithm and comprehensive lymphadenectomy in the detection of stage IIIC endometrial carcinoma at higher risk for nodal disease. Gynecol Oncol. 2017;147(3):541–8.PubMedCrossRef Ducie JA, Eriksson A, Ali N, et al. Comparison of a sentinel lymph node mapping algorithm and comprehensive lymphadenectomy in the detection of stage IIIC endometrial carcinoma at higher risk for nodal disease. Gynecol Oncol. 2017;147(3):541–8.PubMedCrossRef
44.
go back to reference Kim YN, Kim YT. Sentinel lymph node biopsy in high-risk endometrial cancer: performance, outcomes, and future avenues. Obstet Gynecol Sci. 2022;65(5):395–405.PubMedPubMedCentralCrossRef Kim YN, Kim YT. Sentinel lymph node biopsy in high-risk endometrial cancer: performance, outcomes, and future avenues. Obstet Gynecol Sci. 2022;65(5):395–405.PubMedPubMedCentralCrossRef
45.
go back to reference Concin N, Matias-Guiu X, Vergote I, et al. ESGO/ESTRO/ESP guidelines for the management of patients with endometrial carcinoma. Int J Gynecol Cancer. 2021;31(1):12–39.PubMedCrossRef Concin N, Matias-Guiu X, Vergote I, et al. ESGO/ESTRO/ESP guidelines for the management of patients with endometrial carcinoma. Int J Gynecol Cancer. 2021;31(1):12–39.PubMedCrossRef
46.
go back to reference Raffone A, Travaglino A, Raimondo D, et al. Prognostic value of myometrial invasion and TCGA groups of endometrial carcinoma. Gynecol Oncol. 2021;162(2):401–6.PubMedCrossRef Raffone A, Travaglino A, Raimondo D, et al. Prognostic value of myometrial invasion and TCGA groups of endometrial carcinoma. Gynecol Oncol. 2021;162(2):401–6.PubMedCrossRef
47.
go back to reference Travaglino A, Raffone A, Mollo A, et al. TCGA molecular subgroups and FIGO grade in endometrial endometrioid carcinoma. Arch Gynecol Obstet. 2020;301(5):1117–25.PubMedCrossRef Travaglino A, Raffone A, Mollo A, et al. TCGA molecular subgroups and FIGO grade in endometrial endometrioid carcinoma. Arch Gynecol Obstet. 2020;301(5):1117–25.PubMedCrossRef
48.
go back to reference Raffone A, Travaglino A, Raimondo D, et al. Lymphovascular space invasion in endometrial carcinoma: A prognostic factor independent from molecular signature. Gynecol Oncol. 2022;165(1):192–7.PubMedCrossRef Raffone A, Travaglino A, Raimondo D, et al. Lymphovascular space invasion in endometrial carcinoma: A prognostic factor independent from molecular signature. Gynecol Oncol. 2022;165(1):192–7.PubMedCrossRef
49.
go back to reference Huang CY, Liao KW, Chou CH, et al. Pilot Study to Establish a Novel Five-Gene Biomarker Panel for Predicting Lymph Node Metastasis in Patients With Early Stage Endometrial Cancer. Front Oncol. 2019;9:1508.PubMedCrossRef Huang CY, Liao KW, Chou CH, et al. Pilot Study to Establish a Novel Five-Gene Biomarker Panel for Predicting Lymph Node Metastasis in Patients With Early Stage Endometrial Cancer. Front Oncol. 2019;9:1508.PubMedCrossRef
50.
go back to reference Li X, Cheng Y, Dong Y, et al. Development and validation of predictive model for lymph node metastasis in endometrial cancer: a SEER analysis. Ann Transl Med. 2021;9(7):538.PubMedPubMedCentralCrossRef Li X, Cheng Y, Dong Y, et al. Development and validation of predictive model for lymph node metastasis in endometrial cancer: a SEER analysis. Ann Transl Med. 2021;9(7):538.PubMedPubMedCentralCrossRef
51.
go back to reference Luomaranta A, Leminen A, Loukovaara M. Prediction of lymph node and distant metastasis in patients with endometrial carcinoma: a new model based on demographics, biochemical factors, and tumor histology. Gynecol Oncol. 2013;129(1):28–32.PubMedCrossRef Luomaranta A, Leminen A, Loukovaara M. Prediction of lymph node and distant metastasis in patients with endometrial carcinoma: a new model based on demographics, biochemical factors, and tumor histology. Gynecol Oncol. 2013;129(1):28–32.PubMedCrossRef
52.
go back to reference X. Yang, X. Li and Y. Dong et al., "Effects of Metabolic Syndrome and Its Components on the Prognosis of Endometrial Cancer," Front Endocrinol (Lausanne), vol. 12, pp. 780769, 2021. X. Yang, X. Li and Y. Dong et al., "Effects of Metabolic Syndrome and Its Components on the Prognosis of Endometrial Cancer," Front Endocrinol (Lausanne), vol. 12, pp. 780769, 2021.
53.
go back to reference Kokts-Porietis RL, McNeil J, Nelson G, et al. Prospective cohort study of metabolic syndrome and endometrial cancer survival. Gynecol Oncol. 2020;158(3):727–33.PubMedCrossRef Kokts-Porietis RL, McNeil J, Nelson G, et al. Prospective cohort study of metabolic syndrome and endometrial cancer survival. Gynecol Oncol. 2020;158(3):727–33.PubMedCrossRef
54.
go back to reference Omiyale W, Allen NE, Sweetland S. Body size, body composition and endometrial cancer risk among postmenopausal women in UK Biobank. Int J Cancer. 2020;147(9):2405–15.PubMedCrossRef Omiyale W, Allen NE, Sweetland S. Body size, body composition and endometrial cancer risk among postmenopausal women in UK Biobank. Int J Cancer. 2020;147(9):2405–15.PubMedCrossRef
55.
go back to reference Ganjali S, Banach M, Pirro M, et al. HDL and cancer - causality still needs to be confirmed? Update 2020. Semin Cancer Biol. 2021;73:169–77.PubMedCrossRef Ganjali S, Banach M, Pirro M, et al. HDL and cancer - causality still needs to be confirmed? Update 2020. Semin Cancer Biol. 2021;73:169–77.PubMedCrossRef
56.
go back to reference Yan BC, Li Y, Ma FH, et al. Radiologists with MRI-based radiomics aids to predict the pelvic lymph node metastasis in endometrial cancer: a multicenter study. Eur Radiol. 2021;31(1):411–22.PubMedCrossRef Yan BC, Li Y, Ma FH, et al. Radiologists with MRI-based radiomics aids to predict the pelvic lymph node metastasis in endometrial cancer: a multicenter study. Eur Radiol. 2021;31(1):411–22.PubMedCrossRef
57.
go back to reference Chen X, Wang Y, Shen M, et al. Deep learning for the determination of myometrial invasion depth and automatic lesion identification in endometrial cancer MR imaging: a preliminary study in a single institution. Eur Radiol. 2020;30(9):4985–94.PubMedCrossRef Chen X, Wang Y, Shen M, et al. Deep learning for the determination of myometrial invasion depth and automatic lesion identification in endometrial cancer MR imaging: a preliminary study in a single institution. Eur Radiol. 2020;30(9):4985–94.PubMedCrossRef
58.
go back to reference Xu HL, Gong TT, Liu FH, et al. Artificial intelligence performance in image-based ovarian cancer identification: A systematic review and meta-analysis. EClinicalMedicine. 2022;53: 101662.PubMedPubMedCentralCrossRef Xu HL, Gong TT, Liu FH, et al. Artificial intelligence performance in image-based ovarian cancer identification: A systematic review and meta-analysis. EClinicalMedicine. 2022;53: 101662.PubMedPubMedCentralCrossRef
59.
go back to reference Erdemoglu E, Serel TA, Karacan E, et al. Artificial intelligence for prediction of endometrial intraepithelial neoplasia and endometrial cancer risks in pre- and postmenopausal women. AJOG Glob Rep. 2023;3(1): 100154.PubMedPubMedCentralCrossRef Erdemoglu E, Serel TA, Karacan E, et al. Artificial intelligence for prediction of endometrial intraepithelial neoplasia and endometrial cancer risks in pre- and postmenopausal women. AJOG Glob Rep. 2023;3(1): 100154.PubMedPubMedCentralCrossRef
60.
go back to reference D. Raimondo, A. Raffone and A. C. Aru et al., "Application of Deep Learning Model in the Sonographic Diagnosis of Uterine Adenomyosis," Int J Environ Res Public Health, vol. 20, no. 3, 2023. D. Raimondo, A. Raffone and A. C. Aru et al., "Application of Deep Learning Model in the Sonographic Diagnosis of Uterine Adenomyosis," Int J Environ Res Public Health, vol. 20, no. 3, 2023.
61.
go back to reference Guerriero S, Pascual M, Ajossa S, et al. Artificial intelligence (AI) in the detection of rectosigmoid deep endometriosis. Eur J Obstet Gynecol Reprod Biol. 2021;261:29–33.PubMedCrossRef Guerriero S, Pascual M, Ajossa S, et al. Artificial intelligence (AI) in the detection of rectosigmoid deep endometriosis. Eur J Obstet Gynecol Reprod Biol. 2021;261:29–33.PubMedCrossRef
62.
go back to reference Xu X, Li H, Wang S, et al. Multiplanar MRI-Based Predictive Model for Preoperative Assessment of Lymph Node Metastasis in Endometrial Cancer. Front Oncol. 2019;9:1007.PubMedPubMedCentralCrossRef Xu X, Li H, Wang S, et al. Multiplanar MRI-Based Predictive Model for Preoperative Assessment of Lymph Node Metastasis in Endometrial Cancer. Front Oncol. 2019;9:1007.PubMedPubMedCentralCrossRef
63.
go back to reference Kang S, Nam JH, Bae DS, et al. Preoperative assessment of lymph node metastasis in endometrial cancer: A Korean Gynecologic Oncology Group study. Cancer. 2017;123(2):263–72.PubMedCrossRef Kang S, Nam JH, Bae DS, et al. Preoperative assessment of lymph node metastasis in endometrial cancer: A Korean Gynecologic Oncology Group study. Cancer. 2017;123(2):263–72.PubMedCrossRef
64.
go back to reference Lei H, Xu S, Mao X, et al. Systemic Immune-Inflammatory Index as a Predictor of Lymph Node Metastasis in Endometrial Cancer. J Inflamm Res. 2021;14:7131–42.PubMedPubMedCentralCrossRef Lei H, Xu S, Mao X, et al. Systemic Immune-Inflammatory Index as a Predictor of Lymph Node Metastasis in Endometrial Cancer. J Inflamm Res. 2021;14:7131–42.PubMedPubMedCentralCrossRef
Metadata
Title
Metabolic syndrome score as an indicator in a predictive nomogram for lymph node metastasis in endometrial cancer
Authors
Xuan Feng
Xing Chen Li
Xiao Yang
Yuan Cheng
Yang Yang Dong
Jing Yuan Wang
Jing Yi Zhou
Jian Liu Wang
Publication date
01-12-2023
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2023
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-023-11053-4

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