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Establishment of a prediction model for the start time of renal replacement therapy in Acute kidney injury patients with diabetes based on machine learning

Establishment of a prediction model for the start time of renal replacement therapy in Acute kidney injury patients with diabetes based on machine learning

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2300073686
Enrollment
Unknown
Registered
2023-07-19
Start date
2023-07-20
Completion date
Unknown
Last updated
2023-07-25

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

acute kidney injury

Interventions

Case series:N/A

Sponsors

Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to 80 Years

Inclusion criteria

Inclusion criteria: (1) Age = 18 years old,<80 years old; (2) Meets AKI diagnostic criteria (according to KDIGO's AKI definition in 2012) One of the following conditions is met: 1) Scr increases by more than 26.5 within 48 hours µ Mol/L; 2) Confirm or speculate that Scr increases by more than 1.5 times the baseline within 7 days; 3) Urinary volume<0.5 ml/(kg · h) and lasting for more than 6 hours. Excluding obstructive nephropathy or dehydration; (3) All types of diabetes patients previously diagnosed by specialists, excluding impaired Glucose test#Fasting blood sugar and impaired glucose tolerance; (4) After AKI, patients receive various forms of hemodialysis, including continuous renal replacement therapy, intermittent hemodialysis, and extended intermittent renal replacement therapy.

Exclusion criteria

Exclusion criteria: Patients who meet any of the following criteria will not be included in the study: (1) Before AKI, the patient has been diagnosed as Chronic kidney disease of more than 4 stages or has received maintenance dialysis treatment, or has received kidney transplantation; (2) Pregnant and lactating women; (3) Terminally ill patients, or patients who die within 48 hours after receiving RRT; (4) More than 20% of the data is severely missing, or other factors determined by researchers as unsuitable for inclusion in the study.

Design outcomes

Primary

MeasureTime frame
Serum creatinine; blood electrolyte;

Secondary

MeasureTime frame
Serum uric acid;glycosylated hemoglobin; routine blood test;

Countries

China

Contacts

Public ContactWenqian Wei

Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine

vincy_11_w@163.com+86 188 1693 6598

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026