| Literature DB >> 29449950 |
Naseer Ahmed1, Yong Choe1, Vikkie A Mustad1, Sumita Chakraborty1, Scott Goates1, Menghua Luo1, Jeffrey I Mechanick2.
Abstract
OBJECTIVE: The aim of this study was to examine the impact of pre-existing malnutrition on survival and economic implications in elderly patients with diabetes. RESEARCH DESIGN AND METHODS: A retrospective observational study was conducted to examine the impact of malnutrition with or without other significant health conditions on survival time and healthcare costs using the Centers for Medicare and Medicaid Services (CMS) data from 1999 to 2014 for beneficiaries with a confirmed first date of initial diagnosis of diabetes (n=15 121 131). The primary outcome was survival time, which was analyzed using all available data and after propensity score matching. Healthcare utilization cost was a secondary outcome.Entities:
Keywords: health care utilization; malnutrition; mortality; retrospective study
Year: 2018 PMID: 29449950 PMCID: PMC5808633 DOI: 10.1136/bmjdrc-2017-000471
Source DB: PubMed Journal: BMJ Open Diabetes Res Care ISSN: 2052-4897
Figure 1Study cohorts.
Study cohorts
| ICD-9 | Codes and description for malnutrition (N=801 272) | Percent* |
| 263.9 | Unspecified protein-calorie malnutrition | 74.76 |
| 263.0 | Moderate malnutrition | 14.56 |
| 262 | Other severe, protein-calorie malnutrition | 9.68 |
| 263.1 | Mild malnutrition | 8.24 |
| 261 | Nutritional marasmus | 8.04 |
| 263.8 | Other protein-calorie malnutrition | 5.58 |
| 260 | Kwashiorkor | 4.27 |
| 783.22 | Underweight | 2.95 |
| 263.2 | Arrested development following protein-calorie malnutrition | 0.50 |
| 263 | Other unspecified protein-energy malnutrition | 0.07 |
*Beneficiaries could have one or more ICD-9 codes. The transition to ICD-10 codes was in 2015 and thus was not used in this analysis.
ICD-9, International Classification of Diseases, Ninth Revision.
Baseline characteristics of the study participants
| Characteristics | All available data | Propensity-matched sample | ||
| MNG | NNG | MNG | NNG | |
| Gender, female (%) | 57.63 | 52.79 | 57.12 | 57.42 |
| Age (years), mean±SD | 75.4±13.3 | 71.3±11.4 | 74.9±13.4 | 75.1±12.7 |
| Race (%) | ||||
| White | 74.93 | 79.24 | 75.55 | 75.84 |
| Black | 18.10 | 12.58 | 17.28 | 16.86 |
| Hispanic | 3.02 | 3.29 | 3.18 | 3.30 |
| Asian | 2.01 | 2.37 | 1.99 | 2.02 |
| North American Native | 0.49 | 0.52 | 0.52 | 0.52 |
| Other | 1.20 | 1.70 | 1.26 | 1.23 |
| Unknown | 0.26 | 0.31 | 0.22 | 0.23 |
| 27 chronic conditions from Chronic Conditions Data Warehouse (%) | ||||
| Diabetes | 100.00 | 100.00 | 100.00 | 100.00 |
| Hypertension | 85.90 | 72.15 | 84.80 | 85.39 |
| Anemia | 82.62 | 40.13 | 80.86 | 82.95 |
| IHD | 64.69 | 42.94 | 63.00 | 63.60 |
| HF | 57.55 | 24.56 | 54.25 | 54.86 |
| Hyperlipidemia | 56.17 | 56.43 | 56.72 | 57.29 |
| Cataract | 52.84 | 40.17 | 51.73 | 52.36 |
| RA/OA | 52.71 | 35.26 | 50.99 | 51.73 |
| COPD | 48.82 | 21.86 | 45.59 | 45.92 |
| Depression | 46.31 | 21.68 | 43.31 | 42.95 |
| CKD | 45.47 | 13.08 | 41.35 | 40.67 |
| Alzheimer’s disease, related disorders, or senile dementia | 38.27 | 9.87 | 33.43 | 32.05 |
| Stroke/TIA | 29.85 | 10.92 | 27.12 | 26.50 |
| Acquired hypothyroidism | 27.18 | 17.25 | 26.47 | 26.62 |
| Osteoporosis | 25.49 | 11.39 | 23.75 | 23.64 |
| Atrial fibrillation | 24.88 | 10.84 | 23.27 | 22.97 |
| Alzheimer’s disease | 18.07 | 4.23 | 15.64 | 14.78 |
| Asthma | 17.42 | 10.23 | 17.00 | 17.39 |
| Glaucoma | 17.22 | 13.93 | 17.16 | 17.39 |
| Benign prostatic hyperplasia | 15.87 | 11.77 | 15.60 | 15.81 |
| Hip/Pelvic fracture | 9.96 | 2.04 | 8.06 | 7.28 |
| AMI | 7.78 | 3.52 | 7.41 | 7.34 |
| Colorectal cancer | 5.64 | 2.12 | 5.16 | 5.20 |
| Prostate cancer | 5.34 | 4.24 | 5.33 | 5.42 |
| Breast cancer | 4.69 | 3.39 | 4.55 | 4.66 |
| Lung cancer | 3.61 | 1.25 | 3.43 | 3.39 |
| Endometrial cancer | 0.95 | 0.49 | 0.86 | 0.82 |
AMI, acute myocardial infarction; CKD, chronic kidney disease; COPD, chronic obstructive pulmonary disorder; HF, heart failure; IHD, ischemic heart disease; MNG, malnourished group; NNG, normo-nourished group; OA, osteoarthritis; RA, rheumatoid arthritis; TIA, transient ischemic attack.
Time to death from diabetes diagnosis for all available data adjusted for age, gender, race, and other conditions
| Condition | HR (99.9% CI) for health condition | HR* (99.9% CI) for malnutrition within health condition |
| IHD† | 1.08 (1.08 to 1.09) | 1.62 (1.61 to 1.63) |
| AMI‡ | 1.19 (1.19 to 1.20) | 1.47 (1.44 to 1.49) |
| Stroke/TIA§ | 1.23 (1.23 to 1.24) | 1.59 (1.57 to 1.60) |
| COPD§ | 1.49 (1.49 to 1.50) | 1.66 (1.64 to 1.67) |
| CKD§ | 1.58 (1.58 to 1.59) | 1.55 (1.54 to 1.56) |
| HF§ | 1.56 (1.55 to 1.56) | 1.56 (1.55 to 1.57) |
| Malnutrition§ | 1.66 (1.65 to 1.66) | |
| Lung cancer§ | 2.70 (2.68 to 2.72) | 1.61 (1.57 to 1.64) |
All P<0.0001.
*Effect of malnutrition within other common comorbid conditions.
†Adjusted for all other conditions at time zero, excluding AMI.
‡Adjusted for all other conditions at time zero, excluding IHD.
§Adjusted for all other conditions at time zero.
AMI, acute myocardial infarction; COPD, chronic obstructive pulmonary disorder; CKD, chronic kidney disease; HF, heart failure; IHD, ischemic heart disease; TIA, transient ischemic attack.
Figure 2Time to death from diabetes diagnosis for propensity-matched sample adjusted for age, gender, race, and other conditions. HR and 99.9% CI for malnutrition and other comorbid conditions (A); effect of malnutrition within other common comorbid conditions (B). All P<0.0001. 1Adjusted for all other conditions at time zero, excluding AMI; 2adjusted for all other conditions at time zero; 3adjusted for all other conditions at time zero, excluding IHD. AMI, acute myocardial infarction; CKD, chronic kidney disease; COPD, chronic obstructive pulmonary disorder; HF, heart failure; IHD, ischemic heart disease; TIA, transient ischemic attack.
Figure 3Kaplan-Meier survival curve for time to death from diabetes diagnosis (T0) using propensity score-matched sample for malnourished group and normo-nourished group.
The propensity score-matched differences between MNG and NNG in annual healthcare utilization
| MNG | NNG | Median difference/year | |
| Part A+B+D | $36 079 | $20 787 | $12 259 ($11 540 to $13 004)* |
| Part A | $22 258 | $10 508 | $8775 ($8229 to $9365)* |
| Part B | $8840 | $6262 | $2113 ($1921 to $2342)* |
| Part D | $577 | $717 | $0 ($0 to $0)† |
Median and 99.9% CI from propensity-matched sample period from year of diabetes diagnosis to year of death or 2014.
Part A=claims for inpatient medical care, outpatient medical care, skilled nursing facility, non-institutional provider, home health, hospice services from inpatient medical care.
Part B=claims for outpatient medical care.
Part D=prescription drug information from the prescription drug events file.
*MNG>NNG, P<0.0001.
†P=0.87.
MNG, malnourished group at time zero; NNG, normo-nourished group at time zero.
OR for annual healthcare utilization in propensity score-matched MNG and NNG adjusted for age, gender, ethnoracial identity, and 26 disease conditions
| Variable | OR* (99.9% CI) |
| Acute inpatient covered days per year | 3.08 (2.87 to 3.30) |
| Other inpatient covered days per year | 2.07 (1.93 to 2.23) |
| Skilled nursing facility covered days per year | 1.86 (1.74 to 1.99) |
| Hospice covered days per year | 1.23 (1.15 to 1.32) |
| Acute inpatient stays per year | 2.50 (2.33 to 2.67) |
| Other inpatient stays per year | 2.08 (1.94 to 2.24) |
| Skilled nursing facility stays per year | 1.97 (1.84 to 2.10) |
| Hospice stays per year | 1.32 (1.23 to 1.41) |
| Hospital readmissions per year | 1.76 (1.65 to 1.88) |
All P<0.0001.
*Odds of greater number in MNG over odds of greater number in NNG.
MNG, malnourished group at time zero; NNG, normo-nourished group at time zero.