Bariatric Surgery, Obesity, Type 2 Diabetes Mellitus
Conditions
Keywords
Obesity, Type 2 Diabetes Mellitus, Radiomics, Abdominal adipose, Subcutaneous adipose, Prediction model
Brief summary
Using radiomics of intra-abdominal and subcutaneous adipose tissue and clinical features to predict the weight loss efficacy and remission of type 2 diabetes mellitus after bariatric surgery.
Detailed description
In this study, the investigator intend to collect abdominal CT from patients who are proposed to undergo bariatric surgery, to extract the radiomics of intra-abdominal fat and subcutaneous fat, and to establish a prediction model for predicting the efficacy of weight loss and remission of type 2 diabetes mellitus at 1 year, 3 years, and 5 years postoperatively, in conjunction with the clinical data.
Interventions
None listed
Sponsors
Study design
Eligibility
Inclusion criteria
* BMI\>27.5kg/m2; Type 2 diabetes mellitus; Patients who will undergo bariatric surgery
Exclusion criteria
* Patients without abdominal CT scan; Patients did not undergo sleeve gastrectomy or Roux-en-Y gastric bypass.
Design outcomes
Primary
| Measure | Time frame | Description |
|---|---|---|
| Area under curve (AUC) of the weight loss prediction model after 1 year | 1 year | This metric shows the discriminatory ability of the radiomic model to predict the probability of inadequate weight loss after 1 year. |
| Area under curve (AUC) of the T2DM remission prediction model after 1 year | 1 year | This metric shows the discriminatory ability of the radiomic model to predict the probability of remission of T2DM after 1 year. |
Secondary
| Measure | Time frame | Description |
|---|---|---|
| Area under curve (AUC) of the weight loss prediction model after 5 years | 5 years | This metric shows the discriminatory ability of the radiomic model to predict the probability of inadequate weight loss after 5 years. |
| Area under curve (AUC) of the T2DM remission prediction model after 5 years | 5 years | This metric shows the discriminatory ability of the radiomic model to predict the probability of remission of T2DM after 5 years. |
| Area under curve (AUC) of the weight loss prediction model after 3 years | 3 years | This metric shows the discriminatory ability of the radiomic model to predict the probability of inadequate weight loss after 3 years. |
| Area under curve (AUC) of the T2DM relapse model | 5 years | This metric shows the discriminatory ability of the radiomic model to predict the probability of T2DM relapse. |
| Area under curve (AUC) of the weight regain model | 5 years | This metric shows the discriminatory ability of the radiomic model to predict the probability of weight regain. |
| Area under curve (AUC) of the T2DM remission prediction model after 3 years | 3 years | This metric shows the discriminatory ability of the radiomic model to predict the probability of remission of T2DM after 3 years. |
Countries
China