Skip to main content
Top
Published in: Rheumatology International 4/2018

01-04-2018 | Observational Research

Variability in the prescription of biological drugs in rheumatoid arthritis in Spain: a multilevel analysis

Authors: Francisco Javier López-Longo, Daniel Seoane-Mato, María A. Martín-Martínez, Fernando Sánchez-Alonso, emAR II Group

Published in: Rheumatology International | Issue 4/2018

Login to get access

Abstract

To describe variability in the prescription of biologics (B-DMARDs) for patients with rheumatoid arthritis (RA) in hospitals in Spain, and to explore which characteristics of the patient, the doctor and the hospital are associated with this variability. Cross-sectional multicentric study in 46 rheumatology services of the National Health System. Medical records of 1188 randomly selected patients were reviewed. The association of each variable with B-DMARD prescription was analyzed using simple logistic regressions. Multilevel logistic regression models were created to analyze variability among centers. 36.8% of patients had received B-DMARD. The proportion of patients being treated with B-DMARDs varied between 3.6 and 71.4% depending on the center. Association of prescription of B-DMARD with patient age (OR = 0.958, 95% CI = 0.947–0.968, p < 0.001), longer disease duration (OR = 1.05, 95% CI = 1.032–1.069, p < 0.001), higher CRP levels (OR = 1.022, 95% CI = 1.003–1.042, p = 0.023), and higher number of hospitalizations (OR = 1.286, 95% CI = 1.145–1.446, p < 0.001) was observed. With regard to the center characteristics, the existence of telephone consultations (OR = 1.438, 95% CI = 1.037–1.994, p = 0.03) and the number of beds (OR = 1.045, 95% CI = 1.001–1.091, p = 0.044) were positively associated with prescription of B-DMARDs. Patient variables explained 34.04% of the variability among centers. By adjusting for patient and hospital characteristics, it went up to 83.71%. There is variability in the prescription of B-DMARDs for patients with RA among hospitals which is associated, to a greater extent, with the center characteristics. B-DMARDs prescription could be partly explained by other factors not covered by the current study including the provider’s attitudes towards biologics and other hospital characteristics.
Literature
1.
go back to reference Carmona L, Ballina J, Gabriel R, Laffon A (2001) The burden of musculoskeletal diseases in the general population of Spain: results from a national survey. Ann Rheum Dis 60:1040–1045CrossRefPubMedPubMedCentral Carmona L, Ballina J, Gabriel R, Laffon A (2001) The burden of musculoskeletal diseases in the general population of Spain: results from a national survey. Ann Rheum Dis 60:1040–1045CrossRefPubMedPubMedCentral
2.
go back to reference Sanmartí R, García-Rodríguez S, Álvaro-Gracia JM, Andreu JL, Balsa A, Cáliz R et al (2015) 2014 update of the consensus statement of the Spanish Society of Rheumatology on the use of biological therapies in rheumatoid arthritis. Reumatol Clin 11:279–294CrossRefPubMed Sanmartí R, García-Rodríguez S, Álvaro-Gracia JM, Andreu JL, Balsa A, Cáliz R et al (2015) 2014 update of the consensus statement of the Spanish Society of Rheumatology on the use of biological therapies in rheumatoid arthritis. Reumatol Clin 11:279–294CrossRefPubMed
4.
go back to reference de la Torre I, Valor L, Nieto JC, Hernández-Flórez D, Martínez L, Gonzalez CM et al (2013) Anti-TNF treatments in rheumatoid arthritis: economic impact of dosage modification. Expert Rev Pharmacoecon Outcomes Res 13:407–414CrossRefPubMed de la Torre I, Valor L, Nieto JC, Hernández-Flórez D, Martínez L, Gonzalez CM et al (2013) Anti-TNF treatments in rheumatoid arthritis: economic impact of dosage modification. Expert Rev Pharmacoecon Outcomes Res 13:407–414CrossRefPubMed
5.
go back to reference Keller RB, Soule DN, Wennberg JE, Hanley DF (1990) Dealing with geographic variations in the use of hospitals. The experience of the Maine Medical Assessment Foundation Orthopaedic Study Group. J Bone Joint Surg Am 72:1286–1293CrossRefPubMed Keller RB, Soule DN, Wennberg JE, Hanley DF (1990) Dealing with geographic variations in the use of hospitals. The experience of the Maine Medical Assessment Foundation Orthopaedic Study Group. J Bone Joint Surg Am 72:1286–1293CrossRefPubMed
6.
go back to reference Longo DR (1993) Patient practice variation. A call for research. Med Care 31(5 Suppl):YS81-5PubMed Longo DR (1993) Patient practice variation. A call for research. Med Care 31(5 Suppl):YS81-5PubMed
7.
go back to reference Fernandez LA, Martin JM, Del Castillo JD, Gaspar OS, Millán JI, Lozano MJ et al (2000) Sources of influence on medical practice. J Epidemiol Community Health 54:623–630CrossRefPubMedPubMedCentral Fernandez LA, Martin JM, Del Castillo JD, Gaspar OS, Millán JI, Lozano MJ et al (2000) Sources of influence on medical practice. J Epidemiol Community Health 54:623–630CrossRefPubMedPubMedCentral
8.
go back to reference Andersen R, Newman JF (1973) Societal and individual determinants of medical care utilization in the United States. Milbank Mem Fund Q Health Soc 51:95–124CrossRefPubMed Andersen R, Newman JF (1973) Societal and individual determinants of medical care utilization in the United States. Milbank Mem Fund Q Health Soc 51:95–124CrossRefPubMed
9.
go back to reference Prodinger B, Ndosi M, Nordenskiöld U, Stamm T, Persson G, Andreasson I et al (2015) Rehabilitation provided to patients with rheumatoid arthritis: a comparison of three different rheumatology clinics in Austria, Sweden and the UK from the perspectives of patients and health professionals. J Rehabil Med 47:174–182CrossRefPubMed Prodinger B, Ndosi M, Nordenskiöld U, Stamm T, Persson G, Andreasson I et al (2015) Rehabilitation provided to patients with rheumatoid arthritis: a comparison of three different rheumatology clinics in Austria, Sweden and the UK from the perspectives of patients and health professionals. J Rehabil Med 47:174–182CrossRefPubMed
10.
go back to reference Yazdany J, Dudley RA, Chen R, Lin GA, Tseng CW (2015) Coverage for high-cost specialty drugs for rheumatoid arthritis in medicare part D. Arthritis Rheumatol 67:1474–1480CrossRefPubMedPubMedCentral Yazdany J, Dudley RA, Chen R, Lin GA, Tseng CW (2015) Coverage for high-cost specialty drugs for rheumatoid arthritis in medicare part D. Arthritis Rheumatol 67:1474–1480CrossRefPubMedPubMedCentral
11.
go back to reference Zhong L, Chung KC, Baser O, Fox DA, Yuce H, Waljee Jf. Variation in rheumatoid hand and wrist surgery among medicare beneficiaries: a population-based cohort study. J Rheumatol 2015;42:429–436CrossRefPubMedPubMedCentral Zhong L, Chung KC, Baser O, Fox DA, Yuce H, Waljee Jf. Variation in rheumatoid hand and wrist surgery among medicare beneficiaries: a population-based cohort study. J Rheumatol 2015;42:429–436CrossRefPubMedPubMedCentral
12.
go back to reference Geens E, Geusens P, Vanhoof J, Berghs H, Praet J, Esselens G et al (2009) Belgian rheumatologists’ perception on eligibility of RA patients for anti-TNF treatment matches more closely Dutch rather than Belgian reimbursement criteria. Rheumatology 48:546–550CrossRefPubMed Geens E, Geusens P, Vanhoof J, Berghs H, Praet J, Esselens G et al (2009) Belgian rheumatologists’ perception on eligibility of RA patients for anti-TNF treatment matches more closely Dutch rather than Belgian reimbursement criteria. Rheumatology 48:546–550CrossRefPubMed
13.
go back to reference Westhoff G, Schneider M, Raspe H, Zeidler H, Runge C, Volmer T et al (2009) Advance and unmet need of health care for patients with rheumatoid arthritis in the German population–results from the German Rheumatoid Arthritis Population Survey (GRAPS). Rheumatology 48:650–657CrossRefPubMed Westhoff G, Schneider M, Raspe H, Zeidler H, Runge C, Volmer T et al (2009) Advance and unmet need of health care for patients with rheumatoid arthritis in the German population–results from the German Rheumatoid Arthritis Population Survey (GRAPS). Rheumatology 48:650–657CrossRefPubMed
14.
go back to reference Carli C, Ehlin AG, Klareskog L, Lindblad S, Montgomery SM (2006) Trends in disease modifying antirheumatic drug prescription in early rheumatoid arthritis are influenced more by hospital setting than patient or disease characteristics. Ann Rheum Dis 65:1102–1105CrossRefPubMedPubMedCentral Carli C, Ehlin AG, Klareskog L, Lindblad S, Montgomery SM (2006) Trends in disease modifying antirheumatic drug prescription in early rheumatoid arthritis are influenced more by hospital setting than patient or disease characteristics. Ann Rheum Dis 65:1102–1105CrossRefPubMedPubMedCentral
15.
go back to reference Edwards CJ, Arden NK, Fisher D, Saperia JC, Reading I, Van Staa TP et al (2005) The changing use of disease-modifying anti-rheumatic drugs in individuals with rheumatoid arthritis from the United Kingdom General Practice Research Database. Rheumatology 44:1394–1398CrossRefPubMed Edwards CJ, Arden NK, Fisher D, Saperia JC, Reading I, Van Staa TP et al (2005) The changing use of disease-modifying anti-rheumatic drugs in individuals with rheumatoid arthritis from the United Kingdom General Practice Research Database. Rheumatology 44:1394–1398CrossRefPubMed
16.
go back to reference Hernández-García C, González-Álvaro I, Villaverde V, Vargas E, Morado IC, Bañares AA et al (2001) Estudio sobre el Manejo de la Artritis Reumatoide en España (emAR). I. Características de los centros participantes. Rev Esp Reumatol 28:413–419 Hernández-García C, González-Álvaro I, Villaverde V, Vargas E, Morado IC, Bañares AA et al (2001) Estudio sobre el Manejo de la Artritis Reumatoide en España (emAR). I. Características de los centros participantes. Rev Esp Reumatol 28:413–419
17.
go back to reference Hernández-García C, González-Álvaro I, Villaverde V, Vargas E, Morado IC, Pato E et al (2002) Estudio sobre el Manejo de la Artritis Reumatoide en España (emAR). II. Características de los Pacientes. Rev Esp Reumatol 29:130–141 Hernández-García C, González-Álvaro I, Villaverde V, Vargas E, Morado IC, Pato E et al (2002) Estudio sobre el Manejo de la Artritis Reumatoide en España (emAR). II. Características de los Pacientes. Rev Esp Reumatol 29:130–141
18.
go back to reference Lopez-Gonzalez R, Hernandez-Garcia C, Abasolo L, Morado I, Lajas C, Vadillo C (2008) et-al. Differences between rheumatology attending physicians and training residents in the management of rheumatoid arthritis in Spain. Scand J Rheumatol 37:419–426CrossRefPubMed Lopez-Gonzalez R, Hernandez-Garcia C, Abasolo L, Morado I, Lajas C, Vadillo C (2008) et-al. Differences between rheumatology attending physicians and training residents in the management of rheumatoid arthritis in Spain. Scand J Rheumatol 37:419–426CrossRefPubMed
19.
go back to reference Clemente D, Hernández-García C, Abásolo L, Villaverde V, Lajas C, Loza E et al (2007) Reduction in time until first treatment until first treatment with disease modifying treatment in patients with rheymatoid arthritis. Reumatol Clin 3:245–250CrossRefPubMed Clemente D, Hernández-García C, Abásolo L, Villaverde V, Lajas C, Loza E et al (2007) Reduction in time until first treatment until first treatment with disease modifying treatment in patients with rheymatoid arthritis. Reumatol Clin 3:245–250CrossRefPubMed
20.
go back to reference Loza E, Abásolo L, Clemente D, López-González R, Rodríguez L, Vadillo C et al (2007) Variability in the use of orthopedic surgery in patients with rheumatoid arthritis in Spain. J Rheumatol 34:1485–1490PubMed Loza E, Abásolo L, Clemente D, López-González R, Rodríguez L, Vadillo C et al (2007) Variability in the use of orthopedic surgery in patients with rheumatoid arthritis in Spain. J Rheumatol 34:1485–1490PubMed
21.
go back to reference Ziegler S, Huscher D, Karberg K, Krause A, Wassenberg S, Zink A (2010) Trends in treatment and outcomes of rheumatoid arthritis in Germany 1997–2007: results from the National Database of the German Collaborative Arthritis Centers. Ann Rheum Dis 69:1803–1808CrossRefPubMed Ziegler S, Huscher D, Karberg K, Krause A, Wassenberg S, Zink A (2010) Trends in treatment and outcomes of rheumatoid arthritis in Germany 1997–2007: results from the National Database of the German Collaborative Arthritis Centers. Ann Rheum Dis 69:1803–1808CrossRefPubMed
22.
go back to reference Lee SJ, Chang H, Yazici Y, Greenberg JD, Kremer JM, Kavanaugh A (2009) Utilization trends of tumor necrosis factor inhibitors among patients with rheumatoid arthritis in a United States observational cohort study. J Rheumatol 36:1611–1617CrossRefPubMed Lee SJ, Chang H, Yazici Y, Greenberg JD, Kremer JM, Kavanaugh A (2009) Utilization trends of tumor necrosis factor inhibitors among patients with rheumatoid arthritis in a United States observational cohort study. J Rheumatol 36:1611–1617CrossRefPubMed
23.
go back to reference Söderlin MK, Geborek P (2008) Changing pattern in the prescription of biological treatment in rheumatoid arthritis. A 7-year follow-up of 1839 patients in southern Sweden. Ann Rheum Dis 67:37–42CrossRefPubMed Söderlin MK, Geborek P (2008) Changing pattern in the prescription of biological treatment in rheumatoid arthritis. A 7-year follow-up of 1839 patients in southern Sweden. Ann Rheum Dis 67:37–42CrossRefPubMed
24.
go back to reference Arnett FC, Edworthy SM, Bloch DA, McShane DJ, Fries JF, Cooper NS et al (1988) The American Rheumatism Association 1987 revised criteria for the classification of rheumatoid arthritis. Arthritis Rheum 31:315–324CrossRefPubMed Arnett FC, Edworthy SM, Bloch DA, McShane DJ, Fries JF, Cooper NS et al (1988) The American Rheumatism Association 1987 revised criteria for the classification of rheumatoid arthritis. Arthritis Rheum 31:315–324CrossRefPubMed
26.
go back to reference Prevoo ML, Van’t Hof MA, Kuper HH, van Leeuwen MA, van de Putte LB, van Riel PL (1995) Modified disease activity scores that include twenty-eight-joint counts: development and validation in a prospective longitudinal study of patients with rheumatoid arthritis. Arthritis Rheum 38:44–48CrossRefPubMed Prevoo ML, Van’t Hof MA, Kuper HH, van Leeuwen MA, van de Putte LB, van Riel PL (1995) Modified disease activity scores that include twenty-eight-joint counts: development and validation in a prospective longitudinal study of patients with rheumatoid arthritis. Arthritis Rheum 38:44–48CrossRefPubMed
27.
go back to reference Esteve-Vives J, Batlle-Gualda E, Reig A (1993) Spanish version of the Health Assessment Questionnaire: reliability, validity and transcultural equivalency. Grupo para la Adaptación del HAQ a la Población Española. J Rheumatol 20:2116–2122PubMed Esteve-Vives J, Batlle-Gualda E, Reig A (1993) Spanish version of the Health Assessment Questionnaire: reliability, validity and transcultural equivalency. Grupo para la Adaptación del HAQ a la Población Española. J Rheumatol 20:2116–2122PubMed
28.
go back to reference Dal-Re R, Tormo MJ, Perez G, Bolumar F (1998) Ethical review of epidemiologic studies: a need and a proposal. Med Clin (Barc) 111:587–591 Dal-Re R, Tormo MJ, Perez G, Bolumar F (1998) Ethical review of epidemiologic studies: a need and a proposal. Med Clin (Barc) 111:587–591
29.
go back to reference Maese J, García De Yébenes MJ, Carmona L, Hernández-García C, emAR II Study Group (2012) Management of rheumatoid arthritis in Spain (emAR II). Clinical characteristics of the patients. Reumatol Clin 8:236–242CrossRefPubMed Maese J, García De Yébenes MJ, Carmona L, Hernández-García C, emAR II Study Group (2012) Management of rheumatoid arthritis in Spain (emAR II). Clinical characteristics of the patients. Reumatol Clin 8:236–242CrossRefPubMed
30.
go back to reference Leon L, Abasolo L, Carmona L, Rodriguez-Rodriguez L, Lamas JR, Hernandez-Garcia C et al (2013) Orthopedic surgery in rheumatoid arthritis in the era of biologic therapy. J Rheumatol 40:1850–1855CrossRefPubMed Leon L, Abasolo L, Carmona L, Rodriguez-Rodriguez L, Lamas JR, Hernandez-Garcia C et al (2013) Orthopedic surgery in rheumatoid arthritis in the era of biologic therapy. J Rheumatol 40:1850–1855CrossRefPubMed
31.
go back to reference Desai RJ, Rao JK, Hansen RA, Fang G, Maciejewski ML, Farley JF (2014) Predictors of treatment initiation with tumor necrosis factor-α inhibitors in patients with rheumatoid arthritis. J Manag Care Spec Pharm 20:1110–1120PubMed Desai RJ, Rao JK, Hansen RA, Fang G, Maciejewski ML, Farley JF (2014) Predictors of treatment initiation with tumor necrosis factor-α inhibitors in patients with rheumatoid arthritis. J Manag Care Spec Pharm 20:1110–1120PubMed
32.
go back to reference Kalkan A, Roback K, Hallert E, Carlsson P (2014) Factors influencing rheumatologists’ prescription of biological treatment in rheumatoid arthritis: an interview study. Implement Sci 9:153CrossRefPubMedPubMedCentral Kalkan A, Roback K, Hallert E, Carlsson P (2014) Factors influencing rheumatologists’ prescription of biological treatment in rheumatoid arthritis: an interview study. Implement Sci 9:153CrossRefPubMedPubMedCentral
33.
go back to reference Kim G, Barner JC, Rascati K, Richards K (2015) Factors associated with the initiation of biologic disease-modifying antirheumatic drugs in Texas Medicaid patients with rheumatoid arthritis. J Manag Care Spec Pharm 21:401–407CrossRefPubMed Kim G, Barner JC, Rascati K, Richards K (2015) Factors associated with the initiation of biologic disease-modifying antirheumatic drugs in Texas Medicaid patients with rheumatoid arthritis. J Manag Care Spec Pharm 21:401–407CrossRefPubMed
34.
go back to reference Silva-Fernández L, Pérez-Vicente S, Martín-Martínez MA, López-González R (2015) on behalf of the emAR II Study Group. Variability in the prescription of non-biologic disease-modifying antirheumatic drugs for the treatment of spondyloarthritis in Spain. Semin Arthritis Rheum 44(6):633–640CrossRefPubMed Silva-Fernández L, Pérez-Vicente S, Martín-Martínez MA, López-González R (2015) on behalf of the emAR II Study Group. Variability in the prescription of non-biologic disease-modifying antirheumatic drugs for the treatment of spondyloarthritis in Spain. Semin Arthritis Rheum 44(6):633–640CrossRefPubMed
35.
go back to reference Ferraz-Amaro I, Seoane-Mato D, Sánchez-Alonso F, Martín-Martínez MA, emAR II Study Group (2015) Synthetic disease-modifying antirheumatic drug prescribing variability in rheumatoid arthritis: a multilevel analysis of a cross-sectional national study. Rheumatol Int. 35(11):1825–1836CrossRefPubMed Ferraz-Amaro I, Seoane-Mato D, Sánchez-Alonso F, Martín-Martínez MA, emAR II Study Group (2015) Synthetic disease-modifying antirheumatic drug prescribing variability in rheumatoid arthritis: a multilevel analysis of a cross-sectional national study. Rheumatol Int. 35(11):1825–1836CrossRefPubMed
36.
go back to reference Lopez-Gonzalez R, Seoane-Mato D, Perez-Vicente S, Martin-Martinez MA, Sanchez-Alonso F, Silva-Fernandez L (2016) Variability in the frequency of rheumatology consultations in patients with rheumatoid arthritis in Spain. Rheumatol Int 36(11):1525–1534CrossRefPubMed Lopez-Gonzalez R, Seoane-Mato D, Perez-Vicente S, Martin-Martinez MA, Sanchez-Alonso F, Silva-Fernandez L (2016) Variability in the frequency of rheumatology consultations in patients with rheumatoid arthritis in Spain. Rheumatol Int 36(11):1525–1534CrossRefPubMed
37.
go back to reference Bellamy N, Kaloni S, Pope J, Coulter K, Campbell J (1998) Quantitative rheumatology: a survey of outcome measurement procedures in routine rheumatology outpatient practice in Canada. J Rheumatol 25:852–858PubMed Bellamy N, Kaloni S, Pope J, Coulter K, Campbell J (1998) Quantitative rheumatology: a survey of outcome measurement procedures in routine rheumatology outpatient practice in Canada. J Rheumatol 25:852–858PubMed
Metadata
Title
Variability in the prescription of biological drugs in rheumatoid arthritis in Spain: a multilevel analysis
Authors
Francisco Javier López-Longo
Daniel Seoane-Mato
María A. Martín-Martínez
Fernando Sánchez-Alonso
emAR II Group
Publication date
01-04-2018
Publisher
Springer Berlin Heidelberg
Published in
Rheumatology International / Issue 4/2018
Print ISSN: 0172-8172
Electronic ISSN: 1437-160X
DOI
https://doi.org/10.1007/s00296-018-3933-4

Other articles of this Issue 4/2018

Rheumatology International 4/2018 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.