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16 March 2021: Original Paper

Use of Imputation and Decision Modeling to Improve Diagnosis and Management of Patients at Risk for New-Onset Diabetes After Transplantation

Vidit N. Munshi 1ACDEF* , Soroush Saghafian 2AEG , Curtiss B. Cook 3BE , Sumhith Veda Aradhyula 2C , Harini A. Chakkera 4BE

DOI: 10.12659/AOT.928624

Ann Transplant 2021; 26:e928624

Table 5 Logistic regression odds ratios for association between pre-transplant and inpatient patient characteristics and probability of missing variables.

KidneyLiverHeart
1-month HbA1c1-month FBG1-month HbA1c1-month FBG1-month HbA1c1-month FBG
Age, per 5 years.91 (.76, 1.08)N/A.94 (.73, 1.21)1.17 (.78, 1.75)1.06 (.84, 1.33)N/A
BMI1.04 (.95, 1.14)N/A1.02 (.95, 1.10).96 (.86, 1.07)1.00 (.88, 1.12)N/A
Race (White).80 (.30, 2.16)N/A.44 (.10, 2.03)1.3 (.15, 11.4)* N/A
Male (vs Female).83 (.33, 2.10)N/A.56 (.22, 1.38).36 (.11, 1.25).92 (.27, 3.10)N/A
Pre-transplant HbA1c1.58 (.28, 8.90)N/A.69 (.31, 1.53).47 (.13, 1.70)N/AN/A
Pre-transplant FBG1.01 (.98, 1.05)N/AN/AN/A1.03 (.98, 1.08)N/A
Mean inpatient glucose.95 (.76, 1.20)N/A1.02 (.83, 1.27).97 (.68, 1.38).74 (.42, 1.31)N/A
Transplant year (compared to year after)* N/A* .92 (.64, 1.33)1.10 (.78, 1.57)N/A
95% confidence intervals given in parentheses; 1-month FBG values collected cully in Kidney and Heart cohorts; Pre-transplant FBG and HbA1c unavailable liver cohort.
* Denotes significant values (all p

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Annals of Transplantation eISSN: 2329-0358
Annals of Transplantation eISSN: 2329-0358