DONG Na, MA Ganqing, WANG Lulu, SHI Ronghui, FENG Jie, HUANG Xiaojun. Establishment and Validation of Prediction Models for Non-curative Resection After ESD for Early Gastric Cancer[J]. Medical Journal of Peking Union Medical College Hospital, 2024, 15(1): 109-116. DOI: 10.12290/xhyxzz.2023-0442
Citation: DONG Na, MA Ganqing, WANG Lulu, SHI Ronghui, FENG Jie, HUANG Xiaojun. Establishment and Validation of Prediction Models for Non-curative Resection After ESD for Early Gastric Cancer[J]. Medical Journal of Peking Union Medical College Hospital, 2024, 15(1): 109-116. DOI: 10.12290/xhyxzz.2023-0442

Establishment and Validation of Prediction Models for Non-curative Resection After ESD for Early Gastric Cancer

Funds: 

Gansu Provincial Youth Science and Technology Fund 21JR1RA155

Cuiying Science and Technology Innovation Program of the Second Hospital & Clinical Medical School, Lanzhou University 2020QN-12

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  • Corresponding author:

    HUANG Xiaojun, E-mail: huangxj@lzu.edu.cn

  • Received Date: September 19, 2023
  • Accepted Date: November 06, 2023
  • Issue Publish Date: January 29, 2024
  •   Objective  To establish a prediction model for non-curative resection in patients with early gastric cancer (EGC) who underwent endoscopic submucosal dissection (ESD), and to evaluate its predictive value.
      Methods  Clinical data of EGC patients in the Second Hospital & Clinical Medical School, Lanzhou University from January 2014 to July 2023 were retrospectively collected. According to the postoperative pathological results of ESD, the patients were divided into curative resection group and non-curative resection group. Multifactorial Logistic regression analysis was used to screen the risk factors for non-curative resection after ESD surgery and establish a prediction model, and the model was evaluated using receiver operating characteristic(ROC) curves, calibration curves and clinical decision curve analysis.
      Results  A total of 479 EGC patients who underwent ESD were included, with 60 cases in the non-curative resection group and 419 cases in the curative resection group. The results of multifactorial Logistic regression analysis showed that the lesion diameter > 2 cm (OR=3.017, 95% CI: 1.483-6.136, P=0.002), flat lesion morphology (OR=2.712, 95% CI: 0.774-9.497, P=0.043), undifferentiated/mixed histologic type (OR= 4.199, 95% CI: 1.621-10.872, P=0.003), and submucosal infiltration (OR=30.329, 95% CI: 13.059-70.436, P < 0.001) were independent risk factors for non-curative resection after ESD in EGC patients. The area under the curve of ROC validated within the column-line graph prediction model constructed accordingly was 0.867 (95% CI: 0.811-0.923), the calibration curve showed that the model had good calibration, and decision curve analysis showed the model had a good clinical usefulness.
      Conclusions  The prediction model constructed based on lesion diameter, lesion morphology, histologic type, and depth of mucosal infiltration has good differentiation, calibration, and clinical utility. This model is expected to assist in the early clinical screening of the population at high risk for noncurative resection after ESD in patients with EGC, and to provide a basis for the development of optimal clinical decisions.
  • [1]
    Sung H, Ferlay J, Siegel R L, et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries[J]. CA Cancer J Clin, 2021, 71(3): 209-249. DOI: 10.3322/caac.21660
    [2]
    王少明, 郑荣寿, 张思维, 等. 2015年中国胃癌流行特征分析[J]. 中华流行病学杂志, 2019, 40(12): 1517-1521.

    Wang S M, Zheng R S, Zhang S W, et al. Epidemiological characteristics of gastric cancer in China, 2015[J]. Chin J Epidemiol, 2019, 40(12): 1517-1521.
    [3]
    Nishizawa T, Yahagi N. Endoscopic mucosal resection and endoscopic submucosal dissection: technique and new directions[J]. Curr Opin Gastroenterol, 2017, 33(5): 315-319. DOI: 10.1097/MOG.0000000000000388
    [4]
    周晓军, 樊祥山. 解读2010年消化系统肿瘤WHO分类(Ⅱ)[J]. 临床与实验病理学杂志, 2011, 27(7): 683-688.

    Zhou X J, Fan X S. Interpretation of the 2010 WHO classification of digestive system tumors (Ⅱ)[J]. Chin J Clin Exp Pathol, 2011, 27(7): 683-688.
    [5]
    Ono H, Yao K, Fujishiro M, et al. Guidelines for endos-copic submucosal dissection and endoscopic mucosal resection for early gastric cancer (second edition)[J]. Dig Endosc, 2021, 33(1): 4-20. DOI: 10.1111/den.13883
    [6]
    Min B H, Kim E R, Kim K M, et al. Surveillance strategy based on the incidence and patterns of recurrence after curative endoscopic submucosal dissection for early gastric cancer[J]. Endoscopy, 2015, 47(9): 784-793. DOI: 10.1055/s-0034-1392249
    [7]
    Nam H S, Choi C W, Kim S J, et al. Preprocedural prediction of non-curative endoscopic submucosal dissection for early gastric cancer[J]. PLoS One, 2018, 13(10): e0206179. DOI: 10.1371/journal.pone.0206179
    [8]
    徐瑶, 蔡莹, 罗凌玉, 等. 早期胃癌内镜黏膜下剥离术非治愈性切除的危险因素分析[J]. 中国实用内科杂志, 2020, 40(7): 586-589.

    Xu Y, Cai Y, Luo L Y, et al. Risk factors of endoscopic submucosal dissection for non-curative resection of early gastric cancer[J]. Chin J Pract Intern Med, 2020, 40(7): 586-589.
    [9]
    Hirasawa K, Kokawa A, Oka H, et al. Risk assessment chart for curability of early gastric cancer with endoscopic submucosal dissection[J]. Gastrointest Endosc, 2011, 74(6): 1268-1275. DOI: 10.1016/j.gie.2011.07.067
    [10]
    Sunagawa H, Kinoshita T, Kaito A, et al. Additional surgery for non-curative resection after endoscopic submu-cosal dissection for gastric cancer: a retrospective analysis of 200 cases[J]. Surg Today, 2017, 47(2): 202-209. DOI: 10.1007/s00595-016-1353-1
    [11]
    Ryu K W, Choi I J, Doh Y W, et al. Surgical indication for non-curative endoscopic resection in early gastric cancer[J]. Ann Surg Oncol, 2007, 14(12): 3428-3434. DOI: 10.1245/s10434-007-9536-z
    [12]
    Nakata B, Tendo M, Okuyama M, et al. Additional surgical resection after endoscopic mucosal dissection for early gastric cancer: a medium-sized hospital's experience[J]. Int J Surg, 2016, 36(Pt A): 335-341.
    [13]
    Akagi T, Shiraishi N, Hiroishi K, et al. Case series of intra-abdominal adhesions induced by artificial ulceration after endoscopic submucosal dissection before additional laparoscopic gastrectomy[J]. Gastrointest Endosc, 2010, 72(2): 438-443. DOI: 10.1016/j.gie.2010.03.1066
    [14]
    Han S Y, Yoon H J, Kim J H, et al. Nomogram for pre-procedural prediction of non-curative endoscopic resection in patients with early gastric cancer[J]. Surg Endosc, 2023, 37(6): 4594-4603. DOI: 10.1007/s00464-023-09949-0
    [15]
    Yun H R, Huh C W, Jung D H, et al. Machine learning improves the prediction rate of non-curative resection of endoscopic submucosal dissection in patients with early gastric cancer[J]. Cancers (Basel), 2022, 14(15): 3742. DOI: 10.3390/cancers14153742
    [16]
    Ma X Q, Zhang Q, Zhu S T, et al. Risk factors and prediction model for non-curative resection of early gastric cancer with endoscopic resection and the evaluation[J]. Front Med (Lausanne), 2021, 8: 637875.
    [17]
    Lee S H, Kim M C, Jeon S W, et al. Risk factors and clinical outcomes of non-curative resection in patients with early gastric cancer treated with endoscopic submucosal dissec-tion: a retrospective multicenter study in Korea[J]. Clin Endosc, 2020, 53(2): 196-205. DOI: 10.5946/ce.2019.123
    [18]
    Xu P, Wang Y, Dang Y N, et al. Predictive factors and long-term outcomes of early gastric carcinomas in patients with non-curative resection by endoscopic submucosal dissection[J]. Cancer Manag Res, 2020, 12: 8037-8046. DOI: 10.2147/CMAR.S263525
    [19]
    Kim H, Kim J H, Lee Y C, et al. Growth patterns of signet ring cell carcinoma of the stomach for endoscopic resection[J]. Gut Liver, 2015, 9(6): 720-726. DOI: 10.5009/gnl14203
    [20]
    Ohara Y, Toshikuni N, Matsueda K, et al. The superficial elevated and depressed lesion type is an Independent factor associated with non-curative endoscopic submucosal dissection for early gastric cancer[J]. Surg Endosc, 2016, 30(11): 4880-4888. DOI: 10.1007/s00464-016-4825-x
    [21]
    Park S, Chun H J, Kwon Y D, et al. Stretching causes extensive changes of gastric submucosa: is it acceptable to define 500 microm as the safe margin?[J]. Gut Liver, 2008, 2(3): 199-204. DOI: 10.5009/gnl.2008.2.3.199
    [22]
    Akashi Y, Noguchi T, Nagai K, et al. Cytoarchitecture of the lamina muscularis mucosae and distribution of the lymphatic vessels in the human stomach[J]. Med Mol Morphol, 2011, 44(1): 39-45. DOI: 10.1007/s00795-010-0503-6
    [23]
    Toyokawa T, Inaba T, Omote S, et al. Risk factors for non-curative resection of early gastric neoplasms with endoscopic submucosal dissection: analysis of 1, 123 lesions[J]. Exp Ther Med, 2015, 9(4): 1209-1214. DOI: 10.3892/etm.2015.2265
    [24]
    Kanesaka T, Lee T C, Uedo N, et al. Computer-aided diagnosis for identifying and delineating early gastric cancers in magnifying narrow-band imaging[J]. Gastrointest Endosc, 2018, 87(5): 1339-1344. DOI: 10.1016/j.gie.2017.11.029
    [25]
    Zhu Y, Wang Q C, Xu M D, et al. Application of convolutional neural network in the diagnosis of the invasion depth of gastric cancer based on conventional endoscopy[J]. Gastrointest Endosc, 2019, 89(4): 806-815. e1. DOI: 10.1016/j.gie.2018.11.011
    [26]
    Kakushima N, Ono H, Tanaka M, et al. Factors related to lateral margin positivity for cancer in gastric specimens of endoscopic submucosal dissection[J]. Dig Endosc, 2011, 23(3): 227-232. DOI: 10.1111/j.1443-1661.2010.01092.x
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