2020
DOI: 10.1038/s41598-020-71456-2
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A clinical prediction nomogram to assess risk of colorectal cancer among patients with type 2 diabetes

Abstract: Colorectal cancer remains a major health burden worldwide and is closely related to type 2 diabetes. this study aimed to develop and validate a colorectal cancer risk prediction model to identify high-risk individuals with type 2 diabetes. Records of 930 patients with type 2 diabetes were reviewed and data were collected from 1 November 2013 to 31 December 2019. Clinical and demographic parameters were analyzed using univariable and multivariable logistic regression analysis. The nomogram to assess the risk of… Show more

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Cited by 12 publications
(9 citation statements)
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“…Moreover, CRC patients with T2DM receiving medical treatment with metformin experienced fewer distant metastases, associated with slower progression of CRC ( Powell et al, 2020 ). A retrospective study pointed out that patients in the T2DM + CRC group were older than those in the T2DM group in a randomly selected cohort, which was consistent with our research ( Feng et al, 2020 ). Therefore, it is very important to carry out CRC screening in elderly T2DM patients.…”
Section: Discussionsupporting
confidence: 91%
“…Moreover, CRC patients with T2DM receiving medical treatment with metformin experienced fewer distant metastases, associated with slower progression of CRC ( Powell et al, 2020 ). A retrospective study pointed out that patients in the T2DM + CRC group were older than those in the T2DM group in a randomly selected cohort, which was consistent with our research ( Feng et al, 2020 ). Therefore, it is very important to carry out CRC screening in elderly T2DM patients.…”
Section: Discussionsupporting
confidence: 91%
“…In the training set, we combined 10-fold cross validation and grid search to determine the best hyperparameters based on the best accuracy in validation set. Finally, the test set were subjected to 1000 times bootstrap resampling for internal validation [ 37 ]. The model performance can be lowered by class imbalance, therefore, synthetic minority over-sampling technique (SMOTE), combining oversampling with under-sampling, was applied for resampling by analyzing minority sample then adding new cases to dataset in the training set [ 38 ].…”
Section: Methodsmentioning
confidence: 99%
“…The global burden of CRC has been estimated to increase by 60%, with more than 2.2 million new cases and 1.1 million cancer deaths by 2030 ( 2 ). Although the diagnosis and treatment of CRC have improved in the previous years, the 5-year survival rate for CRC was only 50% ( 3 ). Currently, the American Joint Committee on Cancer (AJCC) 8th version tumor node metastasis (TNM) staging system is the most widely used tool for predicting the survival of CRC patients ( 4 ).…”
Section: Introductionmentioning
confidence: 99%