| Literature DB >> 35511916 |
Kelley M Anderson1, Dottie Murphy2, Hunter Groninger3,4, Paul Kolm5, Haijun Wang5, Vera Barton-Maxwel6.
Abstract
BACKGROUND: To identify 30-day rehospitalizations in patients discharged with heart failure (HF) based on clinical indications, physiologic measures and symptoms.Entities:
Mesh:
Year: 2022 PMID: 35511916 PMCID: PMC9070923 DOI: 10.1371/journal.pone.0267820
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.752
Participant characteristics (n = 56).
| Variable | Statistics |
|---|---|
| Baseline Characteristics | |
| Age (years), Mean | 66.6 ± 10.8 |
| Male (%) | 26 (46.4) |
|
| |
| Black (%) | 35 (62.5) |
| White (%) | 20 (35.7) |
| Other (%) | 1 (1.8%) |
|
| |
| Married (%) | 25 (44.6) |
| Single (%) | 19 (33.9) |
| Widowed (%) | 5 (8.9) |
| Divorced (%) | 7 (12.5) |
| History of Heart Failure (%) | 49 (89.1) |
| Clinical Data | Mean (SD) |
| NT-proBNP, pg/mL | 8676 (14223) |
| Sodium, mEq/L | 138 (4.6) |
| BUN, mg/dL | 33 (16.9) |
| Creatinine, mg/dL | 1.47 (0.7) |
| Hemoglobin, g/dL | 11.9 (1.9) |
| Left ventricular ejection fraction, % | 33 (16.7) |
| Heart rate, bpm | 83 (15.8) |
| Systolic blood pressure, mmHg | 116 (18.8) |
| Diastolic blood pressure, mm Hg | 65 (8.3) |
| Weight at admission, kg | 91 (27.7) |
| Weight at discharge, kg | 86 (26.2) |
| Body Mass Index, kg/m2 | 31 (8.3) |
| Intake/Output during hospitalization | -796 (955) |
| Dyspnea, 0–10 scale | 7.8 (1.7) |
| Lower extremity edema, Mean (%) | 25 (46.3) |
|
| |
| Hypertension | 42 (76.4) |
| Diabetes | 27 (50.9) |
| Coronary Heart Disease | 18 (34.0) |
| Valvular Heart Disease | 25 (49.0) |
| Atrial fibrillation | 25 (46.3) |
| Chronic kidney disease | 25 (48.1) |
| Pulmonary disease | 19 (36.5) |
|
| |
| Tobacco | 9 (16.1) |
| Alcohol | 17 (30.9) |
|
| |
| ACE inhibitor/Angiotensin receptor blockers | 28 (52.8) |
| Beta-blockers | 32 (60.4) |
| Diuretic | 45 (83.3) |
| Digoxin | 8 (14.6) |
| Spironolatone | 14 (26.4) |
| Statin | 29 (52.7) |
| Aspirin | 29 (52.7) |
|
| |
| Ambulation | 50 (89.3) |
| Bathing | 49 (89.1) |
| Toileting | 50 (90.9) |
| ADLs | 50 (90.9) |
| Assisted Devices | 11 (20) |
Statistics are mean ± one standard deviation for continuous variables, n (%) for categorical variables.
Univariate analysis using Cox model to identify baseline risk factors.
| Parameter | Parameter Estimate | Standard Error | Hazard Ratio | 95% Hazard Ratio Confidence Limits | Pr > ChiSq | |
|---|---|---|---|---|---|---|
| Gender | 0.05409 | 0.63284 | 1.056 | 0.305 | 3.649 | 0.9319 |
| Ethnicity | 0.06146 | 0.63273 | 1.063 | 0.308 | 3.675 | 0.9226 |
| Marital Status | -0.57849 | 0.69059 | 0.561 | 0.145 | 2.171 | 0.4022 |
| History of HF | -0.84016 | 1.06354 | 0.432 | 0.054 | 3.471 | 0.4296 |
| Hypertension | 0.71114 | 0.79110 | 2.036 | 0.432 | 9.599 | 0.3687 |
| Diabetes Mellitus | 1.11870 | 0.69053 | 3.061 | 0.791 | 11.848 | 0.1052 |
| Coronary Heart Disease | 0.56184 | 0.67118 | 1.754 | 0.471 | 6.536 | 0.4025 |
| Valvular Heart Disease | -0.29567 | 0.73068 | 0.744 | 0.178 | 3.116 | 0.6857 |
| Atrial Fibrillation | 0.18693 | 0.67148 | 1.206 | 0.323 | 4.495 | 0.7807 |
| Chronic Kidney Disease | 0.32540 | 0.64613 | 1.385 | 0.390 | 4.913 | 0.6145 |
| Pulmonary Disease | 0.82703 | 0.73080 | 2.287 | 0.546 | 9.577 | 0.2578 |
| HF Etiology-Ischemic | 0.82002 | 0.80357 | 2.271 | 0.470 | 10.968 | 0.3075 |
| HF Etiology-Hypertension | -15.07341 | 3079 | 0.000 | 0.000 | . | 0.9961 |
| HF Etiology-Arrhythmias | 0.24630 | 1.06988 | 1.279 | 0.157 | 10.415 | 0.8179 |
| HF Etiology-Valvular | -14.06566 | 2091 | 0.000 | 0.000 | . | 0.9946 |
| Tobacco | 1.23039 | 0.69527 | 3.423 | 0.876 | 13.371 | 0.0768 |
| Alcohol | -1.63648 | 1.05611 | 0.195 | 0.025 | 1.543 | 0.1213 |
| ACEI or ARB | 0.56302 | 0.70876 | 1.756 | 0.438 | 7.044 | 0.4270 |
| Digoxin | -0.03742 | 1.05462 | 0.963 | 0.122 | 7.611 | 0.9717 |
| Aldactone | -1.07487 | 0.79213 | 0.341 | 0.072 | 1.612 | 0.1748 |
| Statin | 2.28754 | 1.05553 | 9.851 | 1.245 | 77.971 | 0.0302 |
| ASA | 0.49645 | 0.64648 | 1.643 | 0.463 | 5.833 | 0.4425 |
| Ambulation | 0.09525 | 1.05474 | 1.100 | 0.139 | 8.693 | 0.9280 |
| Bathing | 0.04916 | 1.05477 | 1.050 | 0.133 | 8.302 | 0.9628 |
| Toileting | 0.68369 | 1.05611 | 1.981 | 0.250 | 15.699 | 0.5174 |
| ADLs | 0.68369 | 1.05611 | 1.981 | 0.250 | 15.699 | 0.5174 |
| Use of Assist Devices | 0.09512 | 0.79086 | 1.100 | 0.233 | 5.182 | 0.9043 |
| Age | 0.00927 | 0.03177 | 1.009 | 0.948 | 1.074 | 0.7704 |
| BNP | -0.0000330 | 0.0000523 | 1.000 | 1.000 | 1.000 | 0.5282 |
| Sodium | -0.06773 | 0.05264 | 0.935 | 0.843 | 1.036 | 0.1982 |
| BUN | 0.01824 | 0.01490 | 1.018 | 0.989 | 1.049 | 0.2209 |
| Creatinine | 0.54019 | 0.44130 | 1.716 | 0.723 | 4.076 | 0.2209 |
| Hgb | -0.25817 | 0.19147 | 0.772 | 0.531 | 1.124 | 0.1776 |
| LVEF | -0.01417 | 0.02513 | 0.986 | 0.938 | 1.036 | 0.5757 |
| HR | 0.00200 | 0.01953 | 1.002 | 0.964 | 1.041 | 0.9182 |
| SBP | 0.01425 | 0.01490 | 1.014 | 0.985 | 1.044 | 0.3389 |
| DBP | -0.04260 | 0.04467 | 0.958 | 0.878 | 1.046 | 0.3403 |
| Admission Weight | 0.01331 | 0.01709 | 1.013 | 0.980 | 1.048 | 0.4360 |
| Discharge Weight | 0.01532 | 0.01639 | 1.015 | 0.983 | 1.049 | 0.3501 |
| BMI | 0.04875 | 0.05761 | 1.050 | 0.938 | 1.175 | 0.3974 |
| Intake and Output | 0.0002426 | 0.0003930 | 1.000 | 0.999 | 1.001 | 0.5370 |
| Lower Extremity Edema | -0.07570 | 0.64575 | 0.927 | 0.261 | 3.287 | 0.9067 |
| Dyspnea | 0.17600 | 0.20689 | 1.192 | 0.795 | 1.789 | 0.3949 |
Note: for categorical variable. the reference group for ethnicity is non-white, the refence group for marital status is married. For all other categorical variables, reference group is not shown in the table because the estimate is zero.
*p<0.05
Fig 1Longitudinal trajectory plots for Q1 (A: Struggling to breath) and Q13 (B: How do you feel in general?).
Time scale adjusted by subtracting patient’s time to readmission/censoring (0 indicates point of readmission or censoring). Q1 shows an exponential increase in struggling to breath as time to readmission draws closer. Q13 shows a linear decrease in how patients feel about 2 weeks before time to readmission. There was virtually no change for patients not readmitted (censored) for either question.
Joint longitudinal and readmission models for patient-reported questions.
| Question | Hazard Ratio | 95% CI | p value |
|---|---|---|---|
| 1. Struggling to breath? | 10.65 | 1.69–67.10 | 0.012 |
| 2. Difficulty concentrating? | 1.52 | 0.23–10.08 | 0.662 |
| 3. Weight | 0.99 | 0.97–1.01 | 0.513 |
| 4a. Systolic BP | 0.99 | 0.96–1.02 | 0.512 |
| 4b. Diastolic BP | 1.00 | 0.95–1.06 | 0.864 |
| 5. Heart rate | 1.02 | 0.95–1.10 | 0.545 |
| 6. Trouble breathing lying down? | 1.55 | 0.36–6.72 | 0.560 |
| 7. Difficulty breathing when walking? | 1.51 | 0.38–6.03 | 0.561 |
| 8. Swelling in feet? | 1.31 | 0.34–5.05 | 0.698 |
| 9. Take medications today? | 0.58 | 0.11–2.95 | 0.509 |
| 10. How is your breathing? | 0.77 | 0.51–1.16 | 0.205 |
| 11. How tired do you feel? | 0.82 | 0.58–1.16 | 0.259 |
| 12. How do you feel in general? | 0.45 | 0.27–0.70 | < 0.001 |
Hazard ratios adjusted for age and sex.
CI: confidence interval
BP: blood pressure
*p<0.05
Fig 2Kaplan Meier plot of readmission probability.