| Literature DB >> 28683150 |
Leili Shahgholi1, Sol De Jesus1, Samuel S Wu2, Qinglin Pei2, Anhar Hassan3, Melissa J Armstrong1, Daniel Martinez-Ramirez1, Peter Schmidt4, Michael S Okun1.
Abstract
BACKGROUND: Patients with Parkinson disease (PD) are at high risk of hospital encounters with increasing morbidity and mortality. This study aimed to determine the rate of hospital encounters in a cohort followed over 5 years and to identify associated factors.Entities:
Mesh:
Year: 2017 PMID: 28683150 PMCID: PMC5500337 DOI: 10.1371/journal.pone.0180425
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Demographics of the 7507 patients at baseline visit.
| Variables | N = 7507 | |
|---|---|---|
| Age at first onset of PD symptoms | 58.3±11.4 | |
| Age at baseline visit | 66.7±9.9 | |
| Sex | Male | 4718 (62.8%) |
| Race | White | 5655 (75.3%) |
| African American | 122 (1.6%) | |
| American Indian | 46 (0.6%) | |
| Multiple | 23 (0.3%) | |
| Pacific Islander | 9 (0.1%) | |
| Missing | 1519 (20.2%) | |
| Living Situation | At Home | 7210 (96.1%) |
| Skilled Care | 222 (3.0%) | |
| Other | 67 (0.9%) | |
| Regular Care Partner | No | 1107 (14.8%) |
| Spouse/Partner | 5685 (75.9%) | |
| Other Relative | 402 (5.4%) | |
| Paid Caregiver | 241 (3.2%) | |
| Other | 55 (0.7%) | |
| Certainty of Idiopathic PD Diagnosis | ||
| ≥ 90% | 6420 (86.3%) | |
| Rest Tremor presence | ||
| Yes | 5188 (69.7%) | |
| Motor Fluctuations | ||
| Yes | 3588 (48.1%) | |
| Hoehn and Yahr Stage | 1 | 804 (10.7%) |
| 2 | 3639 (48.5%) | |
| 3 | 1917 (25.5%) | |
| 4–5 | 568 (7.6%) | |
| Not Assessed | 579 (7.7%) | |
| Disease Duration | 8.9±6.4 | |
| Number of comorbidities | 1.8±1.4 | |
| Number of Medications Before Baseline Visit | 2.3±1.2 | |
| PDQ39 Total Score | 25.2±15.9 | |
| MCSI Index | 19.0±16.4 | |
| Standardized TUG | -0.1±1.0 | |
Logistic regression analysis results on factors associated with hospital encounter prior to baseline visit.
| Selected Effect | Adjusted Odds Ratio | 95% Confidence Interval | p-value |
|---|---|---|---|
| Race (ref = white) | 0.49 | [0.33, 0.73] | |
| Levodopa use (ref = no) | 1.69 | [1.27, 2.26] | 0.002 |
| Antidepressant use (ref = no) | 1.18 | [1.00, 1.40] | 0.048 |
| Physical therapy use (ref = no) | 1.47 | [1.24, 1.74] | |
| Mental health use (ref = no) | 1.42 | [1.10, 1.84] | 0.028 |
| Deep Brain Stimulation (ref = no) | 1.87 | [1.33, 2.62] | |
| Number of comorbidities | 1.30 | [1.22, 1.38] | |
| MCSI Index (per standard deviation) | 1.17 | [1.09, 1.26] | |
| Standardized TUG | 1.21 | [1.10, 1.32] |
In addition to the 9 significant factors listed in the table, 24 other variables were eliminated during backward selection: 2 demographic variables (age, sex), 2 social variables (Living Situation, Regular Care Partner), 4 diagnosis variables (Certainty of Idiopathic PD Diagnosis, Rest Tremor presence, Motor Fluctuations, Hoehn and Yahr Stage), and 16 clinical variables (Disease Duration, PDQ Emotional Well-being, PDQ-39 Total Score, Number of Medications Before Baseline Visit, along with 12 dummy variables indicating the following medication and other therapy: Dopamine Agonist, MAO-B Inhibitor, COMT Inhibitor, Amantadine, Cognitive Enhancers, Stimulants, Antipsychotic Medicines, Anticholinergic Medicines, Occupational Therapy, Speech Therapy, Exercise Program, Social worker/counseling).
Fig 1Estimates for proportion of patients without hospital encounter (i.e., 1 –rate of hospital encounter) over the years from the baseline visit.
The results showed that, compared to those without hospital encounter prior to the baseline visit, those with encounter were significantly more likely to experience hospital encounter in the following years (Adjusted hazard ratio of 1.67, p<0.0001 from Cox regression). Estimated rates of hospital encounter (and number of subjects at risk) were displayed at bottom-left corner of the plot by group and year.
Factors associated with hospital encounter after the baseline visit estimated from Cox regression analysis.
| Adjusted Hazard Ratio | 95% Confidence Interval | P-value | |
|---|---|---|---|
| Age at baseline visit (per SD = 9.9 years) | 1.17 | 1.10–1.26 | |
| Number of comorbidities | 1.06 | 1.01–1.10 | 0.0088 |
| Number of Medications | 1.10 | 1.05–1.15 | |
| PDQ-39 total (per SD = 15.9 points) | 1.11 | 1.04–1.19 | 0.0034 |
| MCSI total (per SD = 16.4 points) | 1.10 | 1.03–1.17 | 0.0057 |
| Standardized TUG | 1.09 | 1.02–1.17 | 0.0155 |
| Levodopa (Yes vs No) | 1.27 | 1.02–1.57 | 0.0302 |
| Hospital Encounter prior to baseline visit (Yes vs No) | 1.67 | 1.48–1.89 |
Comparison of demographic, medication, treatments, and clinical characteristics between those with and without hospital re-encounter after the baseline visit.
| Variable | Rehospitalization encounter after baseline visit | P-value | ||
|---|---|---|---|---|
| Yes (n = 641) | No (n = 416) | |||
| Age at baseline visit | 67.8±9.7 | 66.5±9.6 | 0.032 | |
| Motor Fluctuations | No | 278 (43.4%) | 220 (53.1%) | 0.002 |
| Yes | 362 (56.6%) | 194 (46.9%) | ||
| Hoehn and Yahr Stage | 1 | 42 (6.6%) | 56 (13.5%) | |
| 2 | 248 (38.7%) | 180 (43.3%) | ||
| 3 | 229 (35.7%) | 124 (29.8%) | ||
| 4–5 | 76 (11.9%) | 24 (5.8%) | ||
| Not Assessed | 46 (7.2%) | 32 (7.7%) | ||
| Medications | ||||
| Levodopa | No | 36 (5.6%) | 48 (11.6%) | |
| Yes | 603 (94.4%) | 366 (88.4%) | ||
| MAO-B | No | 506 (79.4%) | 303 (73.7%) | 0.031 |
| Yes | 131 (20.6%) | 108 (26.3%) | ||
| COMT | No | 481 (75.6%) | 337 (81.8%) | 0.019 |
| Yes | 155 (24.4%) | 75 (18.2%) | ||
| Amantadine | No | 484 (76.0%) | 339 (82.5%) | 0.012 |
| Yes | 153 (24.0%) | 72 (17.5%) | ||
| Antidepressant | No | 350 (54.9%) | 282 (68.6%) | |
| Yes | 287 (45.1%) | 129 (31.4%) | ||
| Other Treatment (after visit) | ||||
| Speech Therapy | No | 549 (86.5%) | 372 (90.5%) | 0.048 |
| Yes | 86 (13.5%) | 39 (9.5%) | ||
| Deep Brain Stimulation | No change | 567 (91.7%) | 384 (95.3%) | 0.029 |
| Refer for eval | 51 (8.3%) | 19 (4.7%) | ||
| First Year Clinical Condition | ||||
| Disease Duration | 10.4±6.4 | 8.9±6.3 | ||
| Number of Comorbidities | 2.4±1.4 | 2.0±1.3 | ||
| Number of Medications | 2.7±1.2 | 2.3±1.2 | ||
| PDQ39 Emotion | 7.1±5.1 | 6.2±4.7 | ||
| PDQ39 Total Score | 29.7±16.0 | 25.2±14.7 | ||
| MCSI Index | 22.7±16.4 | 18.9±15.0 | 0.003 | |
| Standardized TUG | 0.2±1.0 | 0.0±1.0 | ||
*P-values are from two-sample t-test for the continuous variables and a Chi-square test for the categorical variables.