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Accepted for/Published in: JMIR Cardio

Date Submitted: Jun 25, 2025
Date Accepted: Apr 7, 2026

The final, peer-reviewed published version of this preprint can be found here:

Postangiography Prediction of Renal Replacement Therapy in Acute Myocardial Infarction–Related Cardiogenic Shock: Least Absolute Shrinkage and Selection Operator Nomogram Development and Validation

Daoulah A, M. Ladna J, arabi a, Elmahrouk A, Seraj S, M. Aloui H, Alshehri M, Almahmeed W, Panduranga P, Yousif N, Lotfi A, Qutub M, Alharbi W, Rajan R, Abdirahman Kahin M, Alenezi A, Al Maashani S, Hassan T, Alswuaidi J, Eltaieb F, abdulhadi Aldossari M, Al Jarallah M, Elganady A, Alzahrani B, Alqahtani A, Omar M Al Nasser F, A. Noor H, N. Alama M, Aldossari A, Al Obaikan S, Ali Almarghany A, Kanbr O, Elmahrouk Y, A M Abdulhabeeb I, Balghith M, S. Hersi A, Antony H, Fathey Hussien A, Almoghairi A, Mohammednabil A Alama M, Ajaz Ghani M, Rahbi H, Basardah A, Alshehri B, Alama A, AlObaid L, Abualnaja S, Shahzad Chachar T, Khan H, Hashmani S, A Ghonim A, Almerri K, Alsofayan R, M Tawengi A, M. Shawky A, Alshehri A, Arafat A, Jamjoom A

Postangiography Prediction of Renal Replacement Therapy in Acute Myocardial Infarction–Related Cardiogenic Shock: Least Absolute Shrinkage and Selection Operator Nomogram Development and Validation

JMIR Cardio 2026;10:e79678

DOI: 10.2196/79678

PMID: 42160715

PMCID: 13189367

Post-Angiography Prediction of Renal Replacement Therapy in AMI-Related Cardiogenic Shock: LASSO Nomogram Development and Validation

  • Amin Daoulah; 
  • Julia M. Ladna; 
  • abdulrahman arabi; 
  • Ahmed Elmahrouk; 
  • Shaber Seraj; 
  • Hatem M. Aloui; 
  • Mohammed Alshehri; 
  • Wael Almahmeed; 
  • Prashanth Panduranga; 
  • Nooraldaem Yousif; 
  • Amir Lotfi; 
  • Mohammed Qutub; 
  • Waleed Alharbi; 
  • Rajesh Rajan; 
  • Mokhtar Abdirahman Kahin; 
  • Abdullah Alenezi; 
  • Said Al Maashani; 
  • Taher Hassan; 
  • Jassim Alswuaidi; 
  • Fakhreldein Eltaieb; 
  • Mubarak abdulhadi Aldossari; 
  • Mohammed Al Jarallah; 
  • Abdelmaksoud Elganady; 
  • Badr Alzahrani; 
  • Abdulrahman Alqahtani; 
  • Faisal Omar M Al Nasser; 
  • Husam A. Noor; 
  • Mohamed N. Alama; 
  • Alaa Aldossari; 
  • Sultan Al Obaikan; 
  • Alsayed Ali Almarghany; 
  • Omar Kanbr; 
  • Youssef Elmahrouk; 
  • Ibrahim A M Abdulhabeeb; 
  • Mohammed Balghith; 
  • Ahmad S. Hersi; 
  • Harvey Antony; 
  • Adnan Fathey Hussien; 
  • Abdulrahman Almoghairi; 
  • Mohamed Mohammednabil A Alama; 
  • Mohamed Ajaz Ghani; 
  • Hazim Rahbi; 
  • Ayman Basardah; 
  • Bandar Alshehri; 
  • Abdulhadi Alama; 
  • Laura AlObaid; 
  • Seraj Abualnaja; 
  • Tarique Shahzad Chachar; 
  • Hassan Khan; 
  • Shahrukh Hashmani; 
  • Ahmed A Ghonim; 
  • Khalid Almerri; 
  • Razan Alsofayan; 
  • Abdelaziz M Tawengi; 
  • Abeer M. Shawky; 
  • Ali Alshehri; 
  • Amr Arafat; 
  • Ahmed Jamjoom

ABSTRACT

Background:

Acute kidney injury critically impacts the outcomes of cardiogenic shock secondary to acute myocardial infarction (CS-AMI). Predicting and early initiation of renal replacement therapy (RRT) could improve the outcomes of patients with CS-AMI.

Objective:

This study aimed to predict RRT in this population via least absolute shrinkage and selection operator (LASSO) regression.

Methods:

This retrospective cohort study included 1431 CS-AMI patients divided into patients who did not need RRT (n= 1241) and patients who required RRT (n= 190).

Results:

Patients who required RRT were significantly older than those who did not (64.17±12.14 vs. 59.75±11.77 years, p<0.001). Patients with RRT had a greater prevalence of diabetes, peripheral arterial disease (PAD), congestive heart failure and cerebrovascular accident (CVA). Laboratory investigations revealed lower hemoglobin, creatinine clearance, and sodium bicarbonate levels and higher potassium levels in patients who required RRT. The need for RRT was associated with a significantly higher in-hospital mortality (76% vs. 39%; p<0.001). The probability of RRT in the CS. AMI patients are equal to: 1/(1 + exp(−1.92+0.82×mechanical ventilation+0.56×PAD -0.39×COPD-0.37×STEMI+0.25×mechanical circulatory support+0.22×age≥62+0.21×CABG performed-0.09×medically treated+0.19×creatinine clearance<30ml/min - 0.17× NaHCO3>19mEq+0.13x male -0.11×prior PCI+0.09× coronary arteries affected >3+ 0.08×right ventricular dysfunction+0.08×CVA+0.05×WBCs ≥13000/µL -0.03× history of CABG- 0.1×SCAI stage B- 0.05×SCAI stage C)). The cross-validated mean AUC of the model was 0.81±0.058.

Conclusions:

RRT is common after CS-AMI and is associated with high mortality. The predictive model developed via LASSO regression showed good discrimination ability. Early identification and management of high-risk patients with CS-AMI is crucial and multidisciplinary management of CS-AMI, including nephrologists, is warranted.


 Citation

Please cite as:

Daoulah A, M. Ladna J, arabi a, Elmahrouk A, Seraj S, M. Aloui H, Alshehri M, Almahmeed W, Panduranga P, Yousif N, Lotfi A, Qutub M, Alharbi W, Rajan R, Abdirahman Kahin M, Alenezi A, Al Maashani S, Hassan T, Alswuaidi J, Eltaieb F, abdulhadi Aldossari M, Al Jarallah M, Elganady A, Alzahrani B, Alqahtani A, Omar M Al Nasser F, A. Noor H, N. Alama M, Aldossari A, Al Obaikan S, Ali Almarghany A, Kanbr O, Elmahrouk Y, A M Abdulhabeeb I, Balghith M, S. Hersi A, Antony H, Fathey Hussien A, Almoghairi A, Mohammednabil A Alama M, Ajaz Ghani M, Rahbi H, Basardah A, Alshehri B, Alama A, AlObaid L, Abualnaja S, Shahzad Chachar T, Khan H, Hashmani S, A Ghonim A, Almerri K, Alsofayan R, M Tawengi A, M. Shawky A, Alshehri A, Arafat A, Jamjoom A

Postangiography Prediction of Renal Replacement Therapy in Acute Myocardial Infarction–Related Cardiogenic Shock: Least Absolute Shrinkage and Selection Operator Nomogram Development and Validation

JMIR Cardio 2026;10:e79678

DOI: 10.2196/79678

PMID: 42160715

PMCID: 13189367

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