| Literature DB >> 21383981 |
Leslie A Gillum1, Christopher Gouveia, E Ray Dorsey, Mark Pletcher, Colin D Mathers, Charles E McCulloch, S Claiborne Johnston.
Abstract
BACKGROUND: An analysis of NIH funding in 1996 found that the strongest predictor of funding, disability-adjusted life-years (DALYs), explained only 39% of the variance in funding. In 1998, Congress requested that the Institute of Medicine (IOM) evaluate priority-setting criteria for NIH funding; the IOM recommended greater consideration of disease burden. We examined whether the association between current burden and funding has changed since that time.Entities:
Mesh:
Year: 2011 PMID: 21383981 PMCID: PMC3044706 DOI: 10.1371/journal.pone.0016837
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
NIH Research Funds and Measures of Disease Burden for 29 Conditions.
| Condition or Disease | NIH Research Funds | Measure of Disease Burden in North America*
| ||||
|
| Incidence | Prevalence | Mortality | Years of Life Lost | Disability-Adjusted Life-Years | |
| AIDS | 2902 (24.3) | 142 (19) | 1275 (15) | 14 (16) | 279 (13) | 583 (14) |
| Diabetes mellitus | 1038 (8.7) | 1200 (9) | 21663 (2) | 84 (7) | 563 (7) | 1473 (6) |
| Perinatal conditions | 789 (6.6) | 45 (21) | 3516 (7) | 17 (14) | 578 (6) | 793 (10) |
| Breast cancer | 718 (6.0) | 222 (13) | 1875 (11) | 53 (10) | 488 (8) | 684 (12) |
| Dementia | 643 (5.4) | 714 (10) | 3108 (8) | 132 (5) | 306 (11) | 1359 (8) |
| Alcohol abuse | 511 (4.3) | 2641 (6) | 9553 (4) | 8 (17) | 121 (16) | 1837 (4) |
| Dental and oral disorders | 413 (3.5) | 109774 (1) | 41152 (1) | 0 | 2 (27) | 267 (18) |
| Cirrhosis | 408 (3.4) | 43 (22) | 303 (21) | 30 (12) | 360 (10) | 455 (16) |
| Ischemic heart disease | 398 (3.3) | 1336 (7) | 2347 (10) | 531 (1) | 2695 (2) | 3048 (3) |
| Schizophrenia | 364 (3.1) | 42 (23) | 1561 (13) | 1 (24) | 5 (25) | 522 (15) |
| Injuries | 355 (3.0) | 3747 (5) | 241 (23) | 182 (2) | 3448 (1) | 4484 (2) |
| Pneumonia | 351 (3.0) | 4178 (4) | 75 (27) | 68 (9) | 294 (12) | 315 (17) |
| Prostate cancer | 348 (2.9) | 149 (18) | 1032 (16) | 38 (11) | 152 (14) | 253 (20) |
| Stroke | 342 (2.9) | 373 (12) | 2733 (9) | 176 (4) | 791 (4) | 1336 (9) |
| Depression | 335 (2.8) | 16417 (3) | 8207 (5) | 1 (24) | 3 (26) | 4564 (1) |
| Asthma | 283 (2.4) | 1278 (8) | 19100 (3) | 4 (20) | 53 (19) | 755 (11) |
| Colorectal cancer | 269 (2.3) | 150 (17) | 713 (18) | 70 (8) | 466 (9) | 609 (13) |
| Lung cancer | 266 (2.2) | 196 (15) | 706 (20) | 181 (3) | 1331 (3) | 1384 (7) |
| Sexually transmitted diseases | 264 (2.2) | Not available | Not available | 0 | 2 (27) | 65 (26) |
| Parkinson's disease | 208 (1.7) | 90 (20) | 1025 (17) | 21 (13) | 66 (18) | 263 (19) |
| Tuberculosis | 150 (1.3) | 11 (27) | 11 (28) | 1 (24) | 7 (24) | 10 (29) |
| Multiple sclerosis | 110 (0.9) | 9 (28) | 176 (25) | 4 (20) | 45 (20) | 118 (24) |
| Epilepsy | 103 (0.9) | 207 (14) | 1677 (12) | 2 (23) | 31 (22) | 160 (22) |
| Ovarian cancer | 102 (0.9) | 24 (26) | 143 (26) | 17 (14) | 140 (15) | 161 (21) |
| Cervical cancer | 97 (0.8) | 29 (24) | 225 (24) | 7 (18) | 86 (17) | 125 (23) |
| Chronic obstructive pulmonary disorder | 67 (0.6) | 429 (11) | 6923 (6) | 132 (5) | 644 (5) | 1647 (5) |
| Uterine cancer | 28 (0.2) | 25 (25) | 301 (22) | 7 (18) | 45 (20) | 84 (25) |
| Peptic ulcer disease | 17 (0.1) | 192 (16) | 712 (19) | 4 (20) | 24 (23) | 40 (27) |
| Otitis media | 17 (0.1) | 17679 (2) | 1360 (14) | 0 | 1 (29) | 35 (28) |
Funding rates by disease were obtained from the NIH for 2006. Estimates of incidence, prevalence, mortality, disability-adjusted life-years lost, and years-of-life-lost are total annual counts, in 1000s, for North America, obtained from the 2004 update of the World Health Organization's Global Burden of Disease project.
Univariate Predictors of NIH Disease-Specific Funding in Fiscal Year 2006.
| Predictor | Predicted change in funding associated with a 2-fold increase in the predictor | |||
| Relative Increase | 95% CI |
| Adjusted R-squared Value | |
|
| ||||
| Incidence | 1.05 | (0.91–1.20) | 0.51 | −0.02 |
| Prevalence | 1.15 | (0.97–1.36) | 0.10 | 0.06 |
| Mortality | 1.12 | (0.98–1.27) | 0.08 | 0.08 |
| Disability-adjusted life-years | 1.37 | (1.16–1.63) | 0.001 | 0.33 |
| Years-of-life-lost | 1.15 | (1.01–1.31) | 0.03 | 0.12 |
| Number of hospital discharges | 1.21 | (1.00–1.46) | 0.05 | 0.11 |
| Total hospital days | 1.24 | (1.03–1.48) | 0.02 | 0.15 |
| Average hospital charges | 1.49 | (0.76–2.93) | 0.23 | 0.02 |
| Outpatient physician visits | 1.11 | (0.90–1.37) | 0.30 | 0.004 |
| Outpatient hospital and emergency room visits | 1.10 | (0.92–1.31) | 0.27 | 0.01 |
|
| ||||
| Newspaper articles | 1.13 | (1.02–1.25) | 0.02 | 0.14 |
| Television news broadcasts | 1.19 | (1.04–1.36) | 0.02 | 0.17 |
| Charity revenue | 1.07 | (1.02–1.11) | 0.004 | 0.24 |
*Predictors and outcome are log-transformed to reduce positive skew.
Ranked Differences between Expected and Actual NIH Funding According to Year of Funding and United States Disease Burden Measure(s) Used.
| Millions of Dollars | ||||
| 1996 | 2006 | |||
| Univariate | Standard Univariate | Standard Multivariable with Public Interest Variables | Constrained Multivariable | |
|
| ||||
| Depression | −178 (1) | −719 (1) | −689 (2) | −951 (2) |
| Perinatal Conditions | −124 (2) | 297 (27) | 114 (23) | −194 (11) |
| Stroke | −121 (3) | −278 (6) | −288 (5) | −170 (13) |
| Injuries | −113 (4) | −691 (2) | −123 (12) | −721 (3) |
| Chronic obstructive pulmonary disorder | −101(5) | −613 (3) | −357(3) | −554(5) |
| Pneumonia | −52(6) | 27 (21) | 154 (27) | 270 (27) |
| Peptic ulcer disease | −46(7) | −105 (14) | −75 (14) | −18 (19) |
| Lung cancer | −46(8) | −364 (5) | −328 (4) | −1358 (1) |
| Schizophrenia | −37(9) | −44 (18) | 129 (24) | 94 (24) |
| Ischemic heart disease | −30(10) | −490 (4) | −731 (1) | −721 (4) |
| Uterine cancer | −29(11) | −146 (10) | −94 (13) | −111 (15) |
| Asthma | −25(12) | −198 (8) | −235 (6) | 40 (21) |
| Otitis media | −19(13) | −97 (15) | −70 (15) | −27 (18) |
| Colorectal cancer | −16(14) | −168 (9) | 21 (19) | −519 (7) |
| Ovarian cancer | −15(15) | −135 (11) | −196 (9) | −337 (9) |
| Epilepsy | −10(16) | −133 (12) | −226 (7) | −101 (16) |
| Parkinson's disease | 23(17) | −90 (17) | −183 (10) | −363 (8) |
| Cervical cancer | 28(18) | −113 (13) | −44 (17) | −223 (10) |
| Prostate cancer | 32 (19) | 56 (22) | −3 (18) | 68 (22) |
| Tuberculosis | 44 (20) | 89 (23) | 96 (22) | 97 (25) |
| Multiple sclerosis | 52 (21) | −95 (16) | −222 (8) | −96 (17) |
| Sexually transmitted disease | 58 (22) | 110 (24) | 153 (26) | 198 (26) |
| Alcohol abuse | 61 (23) | −202 (7) | 152 (25) | −152 (14) |
| Cirrhosis | 67 (24) | 25 (20) | −55 (16) | −178 (12) |
| Dental and oral disorders | 130 (25) | 113 (25) | 74 (20) | 90 (23) |
| Dementia | 183 (26) | 18 (19) | −159 (11) | −524 (6) |
| Diabetes mellitus | 197(27) | 390 (28) | 160 (28) | 382 (28) |
| Breast cancer | 346 (28) | 258 (26) | 92 (21) | 39 (20) |
| AIDS | 1664 (29) | 2474 (29) | 2306 (29) | 1835 (29) |
*Ascending rank, from most underfunded disease condition (indicated by negative numbers) to most overfunded (positive numbers) as predicted by each model.
† Univariate linear regression of the association between 2004 disease-specific Disability-Adjusted Life-Years (DALYs) and the outcome NIH dollars. Differences between expected and actual funding levels in 1996 are adjusted for inflation to 2006 dollar equivalents, but are otherwise unchanged from those reported by Gross et al.
‡ Standard univariate linear regression of the outcome NIH dollars as predicted by disease-specific DALYs. A stepwise forward multivariable model retained only DALYs as a predictor.
§ Standard multivariable linear regression of the outcome NIH dollars as predicted by disease-specific DALYs and charity revenue.
¶ The constrained model is the multivariable linear regression model where the predicted NIH dollars are obligated to be proportional to disease-specific DALYs after adjustment for total number of hospital discharges and average hospital charges.
Figure 1Ten-year Comparison of Differences Between Actual and Expected Disease-Specific NIH Funding Relative to US Burden of Disease in DALYs.
A comparison of differences between actual and expected funding values as predicted by DALYs burden alone in 1996 (light blue) and 2006 (navy). Negative values reflect actual funding dollars less than expected and positive values represent actual funding dollars more than expected.
Figure 2NIH Funding in 2006 and US Disease Burden in DALYs in 2004 for 29 Common Medical Conditions.
The solid line represents the results of a traditional multivariable analysis, showing the relationship between US disease-specific DALYs burden and actual 2006 NIH funding dollars. The dashed line projects NIH funding levels in a similar multivariable model that requires that a disease with no burden receives no funding (constrained model). Though the models produce similar results, several diseases that would be considered overfunded in one model are considered underfunded in the other. For example, cervical cancer appears to be overfunded relative to the dashed line, while it is underfunded relative to the solid one.
Figure 3Differences Between Actual and Expected Disease-Specific Funding in 2006.
Determinations of actual funding relative to expected funding were generally similar among separate analytic models predicting funding levels from disease burden measures. Univariate results are based on DALYs alone (navy), the only variable retained in a stepwise forward multivariable model. A traditional multivariable model including public interest variables (grey-blue) retained only DALYs and total charity revenue in the model. A constrained multivariable (light blue) model required an intercept of zero-zero to impose a requirement that conditions with no burden received no funding and retained DALYs, total number of US hospital discharges, and mean charge per hospitalization in 2004.