The Diabetes Transition of Hospital Care (DiaTOHC) Pilot Study: A Randomized Controlled Trial of an Intervention Designed to Reduce Readmission Risk of Adults with Diabetes
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design, Setting, and Ethics
2.2. Participants and Randomization
2.3. Usual Care and Intervention
2.3.1. Patient-Centered Discharge Education
2.3.2. HbA1c-Based Adjustment of Diabetes Therapy upon Discharge
2.3.3. Post-Discharge Support
2.4. Data Collection, Measures, and Sample Size
2.5. Analysis
3. Results
3.1. Participant Flow
3.2. Baseline Characteristics
3.3. Outcomes
3.4. Ancillary Analysis
4. Discussion
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Variable | All Patients N = 91 | Intervention n = 45 | Usual Care n = 46 |
---|---|---|---|
Age, years | 58.7 ± 12.7 | 58.5 ± 13.7 | 58.9 ± 11.7 |
Female | 47 (51.6) | 21 (46.7) | 26 (56.5) |
Income, USD | |||
Less than $12,060 | 25 (27.5) | 9 (20.0) | 16 (34.8) |
$12,060–$16,239 | 16 (17.6) | 8 (17.8) | 8 (17.4) |
$16,240–$24,599 | 15 (16.5) | 9 (20.0) | 6 (13.0) |
$24,600–$49,999 | 22 (24.2) | 11 (24.4) | 11 (23.9) |
$50,000 or more | 13 (14.3) | 8 (17.8) | 5 (10.9) |
Race | |||
Black | 65 (71.4) | 29 (64.4) | 36 (78.3) |
Other | 1 (1.1) | 0 (0.0) | 1 (2.2) |
White | 25 (27.5) | 16 (35.6) | 9 (20.0) |
Hispanic | 13 (14.3) | 9 (20.0) | 4 (8.7) |
Education, years | 12.6 ± 2.5 | 13.0 ± 3.0 | 12.1 ± 1.8 |
Employment Status | |||
Disabled | 64 (70.3) | 32 (71.1) | 32 (69.6) |
Employed | 1 (1.1) | 1 (2.2) | 0 (0.0) |
Retired | 16 (17.6) | 6 (13.3) | 10 (21.7) |
Unemployed | 10 (11.0) | 6 (13.3) | 4 (8.7) |
Insurance | |||
Medicaid only | 16 (18.0) | 9 (20.9) | 7 (15.2) |
Medicare and Medicaid | 17 (19.1) | 9 (20.9) | 8 (17.4) |
Medicare only | 24 (27.0) | 10 (23.3) | 14 (30.4) |
None | 3 (3.4) | 2 (4.7) | 1 (2.2) |
Private | 29 (32.6) | 13 (30.2) | 16 (34.8) |
Smoking | |||
Current smoker | 18 (19.8) | 9 (20.0) | 9 (19.6) |
Former smoker | 40 (44.0) | 20 (44.4) | 20 (43.5) |
Never | 33 (36.3) | 16 (35.6) | 17 (37.0) |
Body mass index (kg/m2) | 35.2 ± 10.9 | 36.2 ± 11.7 | 34.2 ± 10.0 |
Type of Diabetes | |||
Type 1 | 5 (5.5) | 3 (6.7) | 2 (4.3) |
Type 2 | 86 (94.5) | 42 (93.3) | 44 (95.7) |
Diabetes duration, years | 15.1 ± 10.0 | 13.6 ± 8.5 | 16.6 ± 11.2 |
A1c at admission | 8.7 (7.1–10.6) | 8.9 (7.2–11.1) | 8.5 (7.1–10.0) |
A1c at admission >7.0% (53 mmol/mol) | 69 (76.7) | 34 (77.3) | 35 (76.1) |
Preadmission Home Medication Route | |||
Insulin only | 52 (57.1) | 27 (60.0) | 25 (54.3) |
No medications | 7 (7.7) | 1 (2.2) | 6 (13.0) |
Oral & insulin | 19 (20.9) | 13 (28.9) | 6 (13.0) |
Oral only | 11 (12.1) | 3 (6.7) | 8 (17.4) |
Other | 2 (2.2) | 1 (2.2) | 1 (2.2) |
Preadmission sulfonylurea use | 8 (8.8) | 3 (6.7) | 5 (10.9) |
Preadmission metformin use | 19 (20.9) | 9 (20.0) | 10 (21.7) |
Preadmission insulin use | 73 (80.2) | 42 (93.3) | 31 (67.4) |
Preadmission statin use | 64 (70.3) | 28 (62.2) | 36 (78.3) |
Preadmission glucocorticoid use | 18 (19.8) | 8 (17.8) | 10 (21.7) |
Preadmission blood pressure medications | |||
None | 14 (15.4) | 9 (20.0) | 5 (10.9) |
ACE-i or ARB and Non-ACE/ARB | 25 (27.5) | 13 (28.9) | 12 (26.1) |
Only ACE-i or ARB | 23 (25.3) | 6 (13.3) | 17 (37.0) |
Only non-ACE or ARB | 29 (31.9) | 17 (37.8) | 12 (26.1) |
History of severe hypoglycemia | 34 (37.8) | 17 (37.8) | 17 (37.8) |
Current or prior DKA or HHS | 9 (9.9) | 5 (11.1) | 4 (8.7) |
Microvascular complications | |||
0 | 35 (38.5) | 15 (33.3) | 20 (43.5) |
1 | 35 (38.5) | 20 (44.4) | 15 (32.6) |
2 | 15 (16.5) | 7 (15.6) | 8 (17.4) |
3 | 6 (6.6) | 3 (6.7) | 3 (6.5) |
Macrovascular complications | |||
0 | 25 (27.5) | 13 (28.9) | 12 (26.1) |
1 | 38 (41.8) | 20 (44.4) | 18 (39.1) |
2 | 21 (23.1) | 9 (20.0) | 12 (26.1) |
3 | 6 (6.6) | 2 (4.4) | 4 (8.7) |
4 | 1 (1.1) | 1 (2.2) | 0 (0.0) |
Anemia diagnosis | 62 (68.1) | 33 (73.3) | 29 (63.0) |
Discharged within 90 days before index admission | 81 (89.0) | 45 (100.0) | 36 (78.3) |
ED visit within 90 days before index admission | 24 (30.4) | 10 (26.3) | 14 (34.1) |
Admission priority | |||
Emergent | 75 (82.4) | 37 (82.2) | 38 (82.6) |
Planned | 4 (4.4) | 2 (4.4) | 2 (4.3) |
Urgent | 12 (13.2) | 6 (13.3) | 6 (13.0) |
Home zip code within 5 miles of hospital | 78 (85.7) | 40 (88.9) | 38 (82.6) |
Discharge status | |||
Against medical advice | 1 (1.1) | 0 (0.0) | 1 (2.2) |
Home with nursing care | 28 (30.8) | 14 (31.1) | 14 (30.4) |
Home without additional services | 56 (61.5) | 29 (64.4) | 27 (58.7) |
Subacute facility (rehabilitation or skilled nursing) | 5 (5.5) | 2 (4.4) | 3 (6.5) |
No discharge within prior year | 1 (1.1) | 0 (0.0) | 1 (2.2) |
Predicted risk of readmission within 30 days, % | 38.4 ± 7.6 | 39.2 ± 7.8 | 37.5 ± 7.5 |
Admission blood glucose, mg/dL | 208.1 ± 107.7 | 188.7 ± 95.6 | 227.1 ± 116.4 |
Admission blood glucose, mmol/L | 11.6 ± 6.0 | 10.5 ± 5.3 | 12.6 ± 6.5 |
Admission serum sodium, mmol/L | 136.0 ± 4.9 | 136.3 ± 4.9 | 135.7 ± 5.0 |
Admission serum potassium, mmol/L | 4.3 ± 0.8 | 4.3 ± 0.9 | 4.2 ± 0.7 |
Admission serum creatinine, mg/dL | 1.7 (1.1–3.2) | 2.0 (1.1–3.2) | 1.5 (1.1–3.2) |
Admission eGFR, mL/min | 39.8 ± 20.6 | 39.8 ± 20.5 | 39.8 ± 20.9 |
Admission hematocrit, % | |||
High | 2 (2.2) | 2 (4.4) | 0 (0.0) |
Low | 69 (75.8) | 30 (66.7) | 39 (84.8) |
Normal | 20 (22.0) | 13 (28.9) | 7 (15.2) |
Brief Health Literacy Screen Score | 11.9 ± 2.9 | 12.3 ± 3.0 | 11.6 ± 2.7 |
PHQ–2 Score | 1.0 (0.0–2.0) | 1.0 (0.0–2.0) | 2.0 (1.0–3.0) |
Diabetes Knowledge Test Score | 57.3 ± 15.6 | 59.1 ± 15.7 | 55.5 ± 15.5 |
Problem Areas in Diabetes Score | 30.6 ± 24.3 | 36.3 ± 25.1 | 25.1 ± 22.4 |
Predicted risk of readmission within 30 days, % * | 38.4 ±7.6 | 39.2 ± 7.8 | 37.5 ± 7.5 |
Intention-to-Treat Cohort | |||
---|---|---|---|
Variable a | All Patients N = 91 | Intervention n = 45 | Usual Care n = 46 |
Readmission | 29 (31.9) | 14 (31.1) | 15 (32.6) |
ED visit | 8 (8.8) | 4 (8.9) | 4 (8.7) |
Readmission or ED visit | 34 (37.4) | 16 (35.6) | 18 (39.1) |
Costs, USD | -- | 5542 ± 10,970 | 6657 ± 16,969 |
Costs, USD | -- | 172 (127–5546) | 0 (0–5667) |
Costs, Intervention:Usual Care ratio b (95%CI) | 0.33 (0.13–0.79) | ||
Hypoglycemia | |||
-Blood glucose <70 mg/dL (3.9 mmol/L) | -- | 5 (11) | -- |
-Blood glucose <54 mg/dL (3.0 mmol/L) | -- | 2 (4) | -- |
-Blood glucose <40 mg/dL (2.2 mmol/L) | -- | 1 (2) | -- |
Number of daily SMBG tests | 2.1 ± 1.5 | 2.4 ± 1.6 | 1.8 ± 1.4 |
Change in HbA1c at 3 months, % | −0.9 (−1.6–0.2) | −1.0 (−1.6–0.2) | −0.9 (−1.4–0.2) |
Change in HbA1c at 3 months, mmol/mol | −10 (−18–2) | −11 (−18–2) | −10 (−15–2) |
Subgroup with baseline HbA1c >7.0% | All Patients N = 69 | Intervention n = 34 | Usual Care n = 35 |
Readmission | 19 (27.5) | 8 (23.5) | 11 (31.4) |
ED visit | 7 (10.1) | 3 (8.8) | 4 (11.4) |
Readmission or ED visit | 23 (33.3) | 9 (26.5) | 14 (40.0) |
Costs, USD | -- | 3657 ± 8230 | 6967 ± 18,863 |
Costs, USD | -- | 154 (126–1246) | 0 (0–5661) |
Costs, Intervention:Usual Care ratio b (95%CI) | 0.21 (0.08–0.58) | ||
Hypoglycemia | |||
-Blood glucose <70 mg/dL (3.9 mmol/L) | -- | 5 (14.7) | -- |
-Blood glucose <54 mg/dL (3.0 mmol/L) | -- | 2 (5.9) | -- |
-Blood glucose <40 mg/dL (2.2 mmol/L) | -- | 1 (2.9) | -- |
Number of daily SMBG tests | 2.2 ± 1.6 | 2.5 ± 1.6 | 2.0 ± 1.5 |
Change in HbA1c at 3 months, % | −1.0 (−2.2–0.0) | −1.1 (−2.2–0.0) | −0.9 (−2.3–0.1) |
Change in HbA1c at 3 months, mmol/mol | −11 (−24–0) | −12 (−24–0) | −10 (−25–1) |
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Rubin, D.J.; Gogineni, P.; Deak, A.; Vaz, C.; Watts, S.; Recco, D.; Dillard, F.; Wu, J.; Karunakaran, A.; Kondamuri, N.; et al. The Diabetes Transition of Hospital Care (DiaTOHC) Pilot Study: A Randomized Controlled Trial of an Intervention Designed to Reduce Readmission Risk of Adults with Diabetes. J. Clin. Med. 2022, 11, 1471. https://doi.org/10.3390/jcm11061471
Rubin DJ, Gogineni P, Deak A, Vaz C, Watts S, Recco D, Dillard F, Wu J, Karunakaran A, Kondamuri N, et al. The Diabetes Transition of Hospital Care (DiaTOHC) Pilot Study: A Randomized Controlled Trial of an Intervention Designed to Reduce Readmission Risk of Adults with Diabetes. Journal of Clinical Medicine. 2022; 11(6):1471. https://doi.org/10.3390/jcm11061471
Chicago/Turabian StyleRubin, Daniel J., Preethi Gogineni, Andrew Deak, Cherie Vaz, Samantha Watts, Dominic Recco, Felicia Dillard, Jingwei Wu, Abhijana Karunakaran, Neil Kondamuri, and et al. 2022. "The Diabetes Transition of Hospital Care (DiaTOHC) Pilot Study: A Randomized Controlled Trial of an Intervention Designed to Reduce Readmission Risk of Adults with Diabetes" Journal of Clinical Medicine 11, no. 6: 1471. https://doi.org/10.3390/jcm11061471
APA StyleRubin, D. J., Gogineni, P., Deak, A., Vaz, C., Watts, S., Recco, D., Dillard, F., Wu, J., Karunakaran, A., Kondamuri, N., Zhao, H., Naylor, M. D., Golden, S. H., & Allen, S. (2022). The Diabetes Transition of Hospital Care (DiaTOHC) Pilot Study: A Randomized Controlled Trial of an Intervention Designed to Reduce Readmission Risk of Adults with Diabetes. Journal of Clinical Medicine, 11(6), 1471. https://doi.org/10.3390/jcm11061471