| Literature DB >> 29928006 |
Isabela Maia Diniz1,2, Augusto Afonso Guerra1,2, Livia Lovato Pires de Lemos1,3, Kathiaja M Souza4,5, Brian Godman6,7, Marion Bennie6, Björn Wettermark7,8, Francisco de Assis Acurcio1,2,3, Juliana Alvares1,2, Eli Iola Gurgel Andrade2,3, Mariangela Leal Cherchiglia2,3, Vânia Eloisa de Araújo1.
Abstract
BACKGROUND: Multiple Sclerosis (MS) is a disease that appreciably impacts on the quality of life of patients and is associated with high expenditure. MS is a chronic multifactorial disease, characterized by inflammation, demyelination and axonal loss. The Brazilian public health system provides pharmacological treatment as well as hospital and outpatient care for patients with relapsing-remitting and secondary progressive multiple sclerosis. However, we are not aware of any previous publications assessing total direct medical costs in patients with a long follow-up within the Brazilian healthcare system. Consequently, the objective is to analyze public spending on patients with MS to guide stakeholders in future investment and disinvestment decisions. METHODS ANDEntities:
Mesh:
Year: 2018 PMID: 29928006 PMCID: PMC6013118 DOI: 10.1371/journal.pone.0199446
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Patient disposition flow diagram.
Patient disposition flow diagram showing patients included and excluded from the study cohort.
Mean annual cost per patient according to clinical and demographic variables, DMT drug at study entry and sequence of events for the 23,082 MS patients.
Brazil: 2000–2015.
| Variables | N (%) | Mean annual cost per patient (US $, SD) | |
|---|---|---|---|
| Cohort | 23082 (100.00) | 13.544.40 (± 4.607.05) | |
| Gender | Female | 16919 (73.30) | 13,537.81 (± 4,590.97) |
| Male | 6163 (26.70) | 13,561.23 (± 4,664.22) | |
| Age | 0–17 | 833 (3.61) | 12,295.33 (± 4,001.04) |
| 18–25 | 3359 (14.55) | 13,270.51 (± 4,449.04) | |
| 26–35 | 6988 (30.27) | 13,346.65 (± 4,573.04) | |
| 36–45 | 6216 (26.93) | 14,273.69 (± 4,836.83) | |
| 46–55 | 4163 (18.04) | 13,478.47 (± 4,806.85) | |
| 56–65 | 1280 (5.55) | 12,322.51 (± 4,319.04) | |
| > 65 | 243 (1.05) | 12,103.21 (± 4,366.05) | |
| Geographic region | Southeast | 13605 (58.94) | 13,834.53 (± 4,985.88) |
| South | 4458 (19.31) | 12,644.44 (± 4,376.67) | |
| Northeast | 2644 (11.45) | 12,727.25 (± 4,636.75) | |
| Midweast | 2025 (8.77) | 13,964.30 (± 4,688.50) | |
| North | 350 (1.52) | 11,233.12 (± 4,363.80) | |
| DMT | Subcutaneos interferon beta 1a (Rebif™) | 7881 (34.14) | 16,913.10 (± 6,799.14) |
| Intramuscular interferon beta 1a (Avonex™) | 5450 (23.61) | 11,522.19 (± 4,489.08) | |
| Subcuaneous interferon beta 1b (Betaferon™ or Extavia™) | 4886 (21.17) | 12,661.66 (± 4,251.33) | |
| Glatiramer (Copaxone™) | 3953 (17.13) | 9,659.48 (± 3,772.44) | |
| Azathioprine | 672 (2.91) | 4,822.24 (± 2,652.35) | |
| Natalizumab (Tysabri™) | 144 (0.62) | 8,668.26 (± 4,651.24) | |
| Other DMT Combinations | 96 (0.42) | 10,909.20 (± 5,090.78) | |
| Period of study entry | 2000 a 2003 | 4611 (19.98) | 18,239.78 (± 7,959.18) |
| 2004 a 2007 | 5039 (21.83) | 14,943.18 (± 7,411.10) | |
| 2008 a 2011 | 8070 (34.96) | 11,528.00 (± 5,574.57) | |
| 2012 a 2015 | 5362 (23.23) | 8,324.58 (± 3,268.17) | |
| Events | Censorship | 11888 (51.50) | 12,810.40 (± 4,218.30) |
| Treatment failure (global) | 11194 (48.50) | 14,098.78 (± 5,099.70) | |
| Treatment failure (relapses) | 2171 (9.41) | 12,664.85 (± 5,684.52) | |
| Treatment failure (switched the medication) | 9835 (42.60) | 14,215.30 (± 5,133.79) | |
| Treatment failure (death) | 1135 (4.92) | 13,800.46 (± 5,837.92) | |
| Cause of Death | Multiple Sclerosis (G35) | 438 (38.59) | 10,475.94 (± 6,316.14) |
| Acute myocardial infarction (I219) | 37 (3.26) | 15,299.95 (± 4,984.23) | |
| Other disorders of the urinary tract (N390) | 26 (2.29) | 14,993.01 (± 6,573.97) | |
| Other septicemia (A419) | 25 (2.20) | 12,344.86 (± 5,435.85) | |
| Pneumonia unspecified (J189) | 24 (2.11) | 19,197.85 (± 6,675.30) | |
| Other Causes | 585 (51.54) | 12,923.32 (± 4,309.42) | |
| Comorbidity | Paralysis | 1312 (18.77) | 12,166.62 (± 5,564.66) |
| Rheumatoid arthritis/collagen vascular diseases | 912 (13.05) | 12,412.63 (± 6,516.65) | |
| Liver disease | 543 (7.77) | 16,164.83 (± 5,823.15) | |
| Renal failure | 461 (6.60) | 16,897.48 (± 7,955.72) | |
| Psychoses | 321 (4.59) | 14,142.52 (± 5,216.06) | |
| Depression | 122 (1.75) | 12,029.42 (± 4,999.55) | |
| Other neurological disorders | 1959 (28.04) | 11,680.16 (± 5,532.18) | |
| Others Comorbidities | 1357 (19.42) | 13,379.96 (± 6,949.39) | |
* The ICD-10 coding algorithms for these comorbidities are shown in Hude Quan et al study [27].
Fig 2Total average cost and relative frequency of services in the MS cohort.
Fig 3Average annual cost per patient and follow-up time, adjusted by PPP index.
Multiple linear regression model with multiple sclerosis patients included in the cohort, 2000 to 2015, Brazil*.
| Predictive variables | B | Standard Error | t value | p value |
|---|---|---|---|---|
| Intercept | 8.26E+28 | 2.036443 | 32.696 | <0.001 |
| South | 1.08 | 0.024993 | 2.980 | 0.003 |
| Northeast | 1.06 | 0.025564 | 2.155 | 0.031 |
| Southeast | 1.16 | 0.024362 | 6.146 | <0.001 |
| Midwest | 1.18 | 0.026016 | 6.486 | <0.001 |
| Intramscular interfeon beta 1a (Rebif™) | 1.18 | 0.008109 | 20.376 | <0.001 |
| Subcuaneous interferona beta 1b (Betaferon™ or Extavia™) | 0.92 | 0.008959 | -9.174 | <0.001 |
| Glatiramer (Copaxone™) | 0.88 | 0.009323 | -13.622 | <0.001 |
| Natalizumab (Tysabri™) | 1.11 | 0.037658 | 2.678 | 0.007 |
| Azathioprine | 0.06 | 0.018576 | -150.543 | <0.001 |
| Other DMT Combinations | 0.95 | 0.046094 | -1.111 | 0.267 |
| Non-exclusive user of medicines | 0.89 | 0.006598 | -17.566 | <0.001 |
| Year of treatment start | 0.97 | 0.001012 | -28.133 | <0.001 |
| Treatment time | 1.02 | 0.001159 | 19.903 | <0.001 |
| Registry of comorbidity | 0.93 | 0.007957 | -9.187 | <0.001 |
| Treatment failure by relapse | 1.01 | 0.017041 | 0.586 | 0.558 |
| Treatment failure by switched medication | 0.93 | 0.006856 | -10.409 | <0.001 |
| Treatment failure by death | 1.08 | 0.020965 | 3.464 | 0.001 |
| Treatment failure by relapse and switched medication | 0.95 | 0.014243 | -3.889 | <0.001 |
| Treatment failure by relapse and death | 1.29 | 0.048735 | 5.299 | <0.001 |
| Treatment failure by switched medication and death | 0.95 | 0.023377 | -2.021 | 0.043 |
| Treatment failure by relapse, switched medication and death | 1.04 | 0.039441 | 1.003 | 0.316 |
* 309 (1,3%) outliers were excluded from the model after residue analysis
They were excluded because they showed signs of errors during the parameter data, altering in a significant way the average of the data. However, since outliers do not represent a population, we preferred to exclude them from analysis.
Sensitivity analysis of multiple linear regression model with non-exclusive user of medicines.
2000 to 2015.
| Predictive variables | B | Standard Error | t value | p value |
|---|---|---|---|---|
| Intercept | 3,18E+29 | 2.048.707 | 33.158 | < 0.001 |
| South | 1,09 | 0.025158 | 3.255 | 0.001 |
| Northeast | 1,07 | 0.025732 | 2.463 | 0.014 |
| Southeast | 1,18 | 0.024516 | 6.611 | < 0.001 |
| Midwest | 1,19 | 0.026189 | 6.663 | < 0.001 |
| Intramscular interfeon beta 1a (Rebif™) | 1,17 | 0.008160 | 19.714 | < 0.001 |
| Subcuaneous interferona beta 1b (Betaferon™ or Extavia™) | 0,91 | 0.009006 | -10.076 | < 0.001 |
| Glatiramer (Copaxone™) | 0,88 | 0.009384 | -13.880 | < 0.001 |
| Natalizumab (Tysabri™) | 1,10 | 0.037908 | 2.418 | 0.016 |
| Azathioprine | 0,06 | 0.018689 | -150.254 | < 0.001 |
| Other DMT Combinations | 0,95 | 0.046405 | -1.109 | 0.268 |
| Year of treatment start | 0,97 | 0.001018 | -28.644 | < 0.001 |
| Treatment time | 1,02 | 0.001166 | 19.145 | < 0.001 |
| Registry of comorbidity | 0,89 | 0.007546 | -15.903 | < 0.001 |
| Treatment failure by relapse | 0,97 | 0.016993 | -1.836 | 0.066 |
| Treatment failure by switched medication | 0,93 | 0.006902 | -10.424 | < 0.001 |
| Treatment failure by death | 1,06 | 0.021090 | 2.749 | 0.006 |
| Treatment failure by relapse and switched medication | 0,91 | 0.014159 | -6.697 | < 0.001 |
| Treatment failure by relapse and death | 1,24 | 0.049005 | 4.420 | < 0.001 |
| Treatment failure by switched medication and death | 0,94 | 0.023526 | -2.499 | 0.012 |
| Treatment failure by relapse. switched medication and death | 1,00 | 0.039628 | -0.106 | 0.915 |