Skip to main content

Table 2 Variables and estimated coefficients by Lasso regression analysis

From: Prediction of acute kidney injury following coronary artery bypass graft surgery in elderly Chinese population

Variables

Coefficients

Constant

-0.167751

Age

0.001996

Hypertension

0.015928

T2DM

0.073192

Prior PCI

-0.001383

Prior CABG

0.090977

NYHA cardiac functional class III/IV

0.026491

Heart rate

0.000141

Systolic blood pressure

0.001253

eGFR

-0.000076

SCr

0.000661

UA

0.000029

BNP

0.000087

PLT

-0.000130

Triglycerides

-0.000923

ACE inhibitor/ARB

0.006850

Beta blocker

-0.034917

PPI

-0.031675

Loop diuretic

0.025012

Metformin

-0.034455

RBC transfusion

0.005728

PLT transfusion

0.159511

Plasma transfusion

0.001063

Use of IABP

0.149428

Use of ECMO

0.073207

Use of CPB

0.095614

Use of epinephrine

0.037103

Use of isoprenaline

0.053051

Use of dopamine

0.001977

Use of cephalosporin

-0.045134

Operation urine output

-0.002200

Operation total liquid intake

-0.000744

  1. Abbreviations: AKI, acute kidney injury; T2DM, diabetes mellitus type 2; PCI, percutaneous coronary intervention; CABG, coronary artery bypass graft; NYHA, New York Heart Association; eGFR, estimated glomerular filtration rate; SCr, serum creatinine; UA, uric acid; BNP, B-type natriuretic peptide; PLT, platelet; ACE, angiotensin-converting enzyme; ARB, angiotensin receptor blocker; PPI, proton pump inhibitor; RBC, red blood cell; IABP, intra-aortic ballon pump; ECMO, extracorporeal membrane oxygenation; CPB, cardiopulmonary bypass