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Published in: BMC Neurology 1/2022

Open Access 01-12-2022 | Parkinson's Disease | Research

Does the 5–2-1 criteria identify patients with advanced Parkinson's disease? Real-world screening accuracy and burden of 5–2-1-positive patients in 7 countries

Authors: Irene A. Malaty, Pablo Martinez-Martin, K. Ray Chaudhuri, Per Odin, Matej Skorvanek, Joohi Jimenez-Shahed, Michael J. Soileau, Susanna Lindvall, Josefa Domingos, Sarah Jones, Ali Alobaidi, Yash J. Jalundhwala, Prasanna L. Kandukuri, Koray Onuk, Lars Bergmann, Samira Femia, Michelle Y. Lee, Jack Wright, Angelo Antonini

Published in: BMC Neurology | Issue 1/2022

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Abstract

Background

The burden of Parkinson’s disease (PD) worsens with disease progression. However, the lack of objective and uniform disease classification challenges our understanding of the incremental burden in patients with advanced Parkinson’s disease (APD) and suboptimal medication control. The 5–2-1 criteria was proposed by clinical consensus to identify patients with advancing PD. Our objective was to evaluate the screening accuracy and incremental clinical burden, healthcare resource utilization (HCRU), and humanistic burden in PD patients meeting the 5–2-1 screening criteria.

Methods

Data were drawn from the Adelphi Parkinson’s Disease Specific Program (DSP™), a multi-country point-in-time survey (2017–2020). People with PD who were naive to device-aided therapy and on oral PD therapy were included. Patients meeting the 5–2-1 screening criteria had one or more of the three clinical indicators of APD: (i) ≥5 doses of oral levodopa/day, OR (ii) “off” symptoms for ≥2 h of waking day, OR (iii) ≥1 h of troublesome dyskinesia. Clinician assessment of PD stage was used as the reference in this study. Clinical screening accuracy of the 5–2-1 criteria was assessed using area under the curve and multivariable logistic regression models. Incremental clinical, HCRU, and humanistic burden were assessed by known-group comparisons between 5 and 2-1-positive and negative patients.

Results

From the analytic sample (n = 4714), 33% of patients met the 5–2-1 screening criteria. Among physician-classified APD patients, 78.6% were 5–2-1 positive. Concordance between clinician judgment and 5–2-1 screening criteria was > 75%. 5–2-1-positive patients were nearly 7-times more likely to be classified as APD by physician judgment. Compared with the 5–2-1-negative group, 5–2-1-positive patients had significantly higher clinical, HCRU, and humanistic burden across all measures. In particular, 5–2-1-positive patients had 3.8-times more falls, 3.6-times higher annual hospitalization rate, and 3.4-times greater dissatisfaction with PD treatment. 5–2-1-positive patients also had significantly lower quality of life and worse caregiver burden.

Conclusions

5–2-1 criteria demonstrated potential as a screening tool for identifying people with APD with considerable clinical, humanistic, and HCRU burden. The 5–2-1 screening criteria is an objective and reliable tool that may aid the timely identification and treatment optimization of patients inadequately controlled on oral PD medications.
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Literature
1.
go back to reference Dorsey ER, Sherer T, Okun MS, Bloem BR. The emerging evidence of the Parkinson pandemic. J Parkinsons Dis. 2018;8(s1):S3–8.CrossRef Dorsey ER, Sherer T, Okun MS, Bloem BR. The emerging evidence of the Parkinson pandemic. J Parkinsons Dis. 2018;8(s1):S3–8.CrossRef
2.
go back to reference GBD 2015 Neurological Disorders Collaborator Group. Global, regional, and national burden of neurological disorders during 1990–2015: a systematic analysis for the Global Burden of Disease Study 2015. Lancet Neurol. 2017;16(11):877–97.CrossRef GBD 2015 Neurological Disorders Collaborator Group. Global, regional, and national burden of neurological disorders during 1990–2015: a systematic analysis for the Global Burden of Disease Study 2015. Lancet Neurol. 2017;16(11):877–97.CrossRef
3.
go back to reference Dahodwala N, Pettit AR, Jahnke J, Li P, Ladage VP, Kandukuri PL, et al. Use of a medication-based algorithm to identify advanced Parkinson's disease in administrative claims data: associations with claims-based indicators of disease severity. Clin Parkinsonism Relat Disord. 2020;3:100046.CrossRef Dahodwala N, Pettit AR, Jahnke J, Li P, Ladage VP, Kandukuri PL, et al. Use of a medication-based algorithm to identify advanced Parkinson's disease in administrative claims data: associations with claims-based indicators of disease severity. Clin Parkinsonism Relat Disord. 2020;3:100046.CrossRef
4.
go back to reference Antonini A, Stoessl AJ, Kleinman LS, Skalicky AM, Marshall TS, Sail KR, et al. Developing consensus among movement disorder specialists on clinical indicators for identification and management of advanced Parkinson's disease: a multi-country Delphi-panel approach. Curr Med Res Opin. 2018;34(12):2063–73.CrossRef Antonini A, Stoessl AJ, Kleinman LS, Skalicky AM, Marshall TS, Sail KR, et al. Developing consensus among movement disorder specialists on clinical indicators for identification and management of advanced Parkinson's disease: a multi-country Delphi-panel approach. Curr Med Res Opin. 2018;34(12):2063–73.CrossRef
5.
go back to reference Marrinan S, Emmanuel AV, Burn DJ. Delayed gastric emptying in Parkinson's disease. Mov Disord. 2014;29(1):23–32.CrossRef Marrinan S, Emmanuel AV, Burn DJ. Delayed gastric emptying in Parkinson's disease. Mov Disord. 2014;29(1):23–32.CrossRef
6.
go back to reference Kulisevsky J, Luquin MR, Arbelo JM, Burguera JA, Carrillo F, Castro A, et al. Advanced Parkinson's disease: clinical characteristics and treatment. Part II. Neurologia. 2013;28(9):558–83.CrossRef Kulisevsky J, Luquin MR, Arbelo JM, Burguera JA, Carrillo F, Castro A, et al. Advanced Parkinson's disease: clinical characteristics and treatment. Part II. Neurologia. 2013;28(9):558–83.CrossRef
7.
go back to reference Dietrichs E, Odin P. Algorithms for the treatment of motor problems in Parkinson's disease. Acta Neurol Scand. 2017;136(5):378–85.CrossRef Dietrichs E, Odin P. Algorithms for the treatment of motor problems in Parkinson's disease. Acta Neurol Scand. 2017;136(5):378–85.CrossRef
8.
go back to reference Odin P, Ray Chaudhuri K, Slevin JT, Volkmann J, Dietrichs E, Martinez-Martin P, et al. Collective physician perspectives on non-oral medication approaches for the management of clinically relevant unresolved issues in Parkinson's disease: consensus from an international survey and discussion program. Parkinsonism Relat Disord. 2015;21(10):1133–44.CrossRef Odin P, Ray Chaudhuri K, Slevin JT, Volkmann J, Dietrichs E, Martinez-Martin P, et al. Collective physician perspectives on non-oral medication approaches for the management of clinically relevant unresolved issues in Parkinson's disease: consensus from an international survey and discussion program. Parkinsonism Relat Disord. 2015;21(10):1133–44.CrossRef
9.
go back to reference Lerche S, Heinzel S, Alves GW, Barone P, Behnke S, Ben-Shlomo Y, et al. Aiming for study comparability in Parkinson's disease: proposal for a modular set of biomarker assessments to be used in longitudinal studies. Front Aging Neurosci. 2016;8:121.CrossRef Lerche S, Heinzel S, Alves GW, Barone P, Behnke S, Ben-Shlomo Y, et al. Aiming for study comparability in Parkinson's disease: proposal for a modular set of biomarker assessments to be used in longitudinal studies. Front Aging Neurosci. 2016;8:121.CrossRef
10.
go back to reference Titova N, Martinez-Martin P, Katunina E, Chaudhuri K. Advanced Parkinson's or "complex phase" Parkinson's disease? Re-evaluation is needed. J Neural Transm (Vienna). 2017;124(12):1529–37.CrossRef Titova N, Martinez-Martin P, Katunina E, Chaudhuri K. Advanced Parkinson's or "complex phase" Parkinson's disease? Re-evaluation is needed. J Neural Transm (Vienna). 2017;124(12):1529–37.CrossRef
11.
go back to reference Hoehn MM, Yahr MD. Parkinsonism: onset, progression and mortality. Neurology. 1967;17(5):427–42.CrossRef Hoehn MM, Yahr MD. Parkinsonism: onset, progression and mortality. Neurology. 1967;17(5):427–42.CrossRef
12.
go back to reference Martinez-Martin P, Radicati FG, Rodriguez Blazquez C, Wetmore J, Kovacs N, Ray Chaudhuri K, et al. Extensive validation study of the Parkinson's disease composite scale. Eur J Neurol. 2019;26(10):1281–8.CrossRef Martinez-Martin P, Radicati FG, Rodriguez Blazquez C, Wetmore J, Kovacs N, Ray Chaudhuri K, et al. Extensive validation study of the Parkinson's disease composite scale. Eur J Neurol. 2019;26(10):1281–8.CrossRef
13.
go back to reference Martinez-Martin P, Kulisevsky J, Mir P, Tolosa E, García-Delgado P, Luquin MR. Validation of a simple screening tool for early diagnosis of advanced Parkinson's disease in daily practice: the CDEPA questionnaire. NPJ Parkinsons Dis. 2018;4:20.CrossRef Martinez-Martin P, Kulisevsky J, Mir P, Tolosa E, García-Delgado P, Luquin MR. Validation of a simple screening tool for early diagnosis of advanced Parkinson's disease in daily practice: the CDEPA questionnaire. NPJ Parkinsons Dis. 2018;4:20.CrossRef
14.
go back to reference Goetz CG, Poewe W, Rascol O, Sampaio C, Stebbins GT, Counsell C, et al. Movement Disorder Society task force report on the Hoehn and Yahr staging scale: status and recommendations. Mov Disord. 2004;19(9):1020–8.CrossRef Goetz CG, Poewe W, Rascol O, Sampaio C, Stebbins GT, Counsell C, et al. Movement Disorder Society task force report on the Hoehn and Yahr staging scale: status and recommendations. Mov Disord. 2004;19(9):1020–8.CrossRef
15.
go back to reference Luquin MR, Kulisevsky J, Martinez-Martin P, Mir P, Tolosa ES. Consensus on the definition of advanced Parkinson's disease: a neurologists-based Delphi study (CEPA study). Parkinsons Dis. 2017;2017:4047392.PubMedPubMedCentral Luquin MR, Kulisevsky J, Martinez-Martin P, Mir P, Tolosa ES. Consensus on the definition of advanced Parkinson's disease: a neurologists-based Delphi study (CEPA study). Parkinsons Dis. 2017;2017:4047392.PubMedPubMedCentral
16.
go back to reference Santos-García D, de Deus FT, Suárez Castro E, Aneiros Díaz A, McAfee D. 5–2-1 Criteria: A Simple Screening Tool for Identifying Advanced PD Patients Who Need an Optimization of Parkinson's Treatment. Parkinsons Dis. 2020;2020:7537924.PubMedPubMedCentral Santos-García D, de Deus FT, Suárez Castro E, Aneiros Díaz A, McAfee D. 5–2-1 Criteria: A Simple Screening Tool for Identifying Advanced PD Patients Who Need an Optimization of Parkinson's Treatment. Parkinsons Dis. 2020;2020:7537924.PubMedPubMedCentral
17.
go back to reference Fasano A, Fung VSC, Lopiano L, Elibol B, Smolentseva IG, Seppi K, et al. Characterizing advanced Parkinson's disease: OBSERVE-PD observational study results of 2615 patients. BMC Neurol. 2019;19(1):50.CrossRef Fasano A, Fung VSC, Lopiano L, Elibol B, Smolentseva IG, Seppi K, et al. Characterizing advanced Parkinson's disease: OBSERVE-PD observational study results of 2615 patients. BMC Neurol. 2019;19(1):50.CrossRef
19.
go back to reference Aldred J, Anca-Herschkovitsch M, Antonini A, Bajenaru O, Bergmann L, Bourgeois P, et al. Application of the ‘5-2-1’ screening criteria in advanced Parkinson’s disease: interim analysis of DUOGLOBE. Neurodegener Dis Manag. 2020;10(5):309–23.CrossRef Aldred J, Anca-Herschkovitsch M, Antonini A, Bajenaru O, Bergmann L, Bourgeois P, et al. Application of the ‘5-2-1’ screening criteria in advanced Parkinson’s disease: interim analysis of DUOGLOBE. Neurodegener Dis Manag. 2020;10(5):309–23.CrossRef
20.
go back to reference Anderson P, Benford M, Harris N, Karavali M, Piercy J. Real-world physician and patient behaviour across countries: disease-specific Programmes - a means to understand. Curr Med Res Opin. 2008;24(11):3063–72.CrossRef Anderson P, Benford M, Harris N, Karavali M, Piercy J. Real-world physician and patient behaviour across countries: disease-specific Programmes - a means to understand. Curr Med Res Opin. 2008;24(11):3063–72.CrossRef
21.
go back to reference Movement Disorder Society Task Force on Rating Scales for Parkinson's Disease. The unified Parkinson's disease rating scale (UPDRS): status and recommendations. Mov Disord. 2003;18(7):738–50.CrossRef Movement Disorder Society Task Force on Rating Scales for Parkinson's Disease. The unified Parkinson's disease rating scale (UPDRS): status and recommendations. Mov Disord. 2003;18(7):738–50.CrossRef
22.
go back to reference Tombaugh TN, McIntyre NJ. The mini-mental state examination: a comprehensive review. J Am Geriatr Soc. 1992;40(9):922–35.CrossRef Tombaugh TN, McIntyre NJ. The mini-mental state examination: a comprehensive review. J Am Geriatr Soc. 1992;40(9):922–35.CrossRef
23.
go back to reference Charlson ME, Pompei P, Ales KL, MacKenzie CR. A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987;40(5):373–83.CrossRef Charlson ME, Pompei P, Ales KL, MacKenzie CR. A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987;40(5):373–83.CrossRef
24.
go back to reference Peto V, Jenkinson C, Fitzpatrick R, Greenhall R. The development and validation of a short measure of functioning and well being for individuals with Parkinson's disease. Qual Life Res. 1995;4(3):241–8.CrossRef Peto V, Jenkinson C, Fitzpatrick R, Greenhall R. The development and validation of a short measure of functioning and well being for individuals with Parkinson's disease. Qual Life Res. 1995;4(3):241–8.CrossRef
25.
go back to reference Devlin NJ, Brooks R. EQ-5D and the EuroQol group: past, present and future. Appl Health Econ Health Policy. 2017;15(2):127–37.CrossRef Devlin NJ, Brooks R. EQ-5D and the EuroQol group: past, present and future. Appl Health Econ Health Policy. 2017;15(2):127–37.CrossRef
26.
go back to reference Zarit SH, Reever KE, Bach-Peterson J. Relatives of the impaired elderly: correlates of feelings of burden. Gerontologist. 1980;20(6):649–55.CrossRef Zarit SH, Reever KE, Bach-Peterson J. Relatives of the impaired elderly: correlates of feelings of burden. Gerontologist. 1980;20(6):649–55.CrossRef
27.
go back to reference Fischer JE, Bachmann LM, Jaeschke R. A readers' guide to the interpretation of diagnostic test properties: clinical example of sepsis. Intensive Care Med. 2003;29(7):1043–51.CrossRef Fischer JE, Bachmann LM, Jaeschke R. A readers' guide to the interpretation of diagnostic test properties: clinical example of sepsis. Intensive Care Med. 2003;29(7):1043–51.CrossRef
28.
go back to reference Greiner M, Pfeiffer D, Smith RD. Principles and practical application of the receiver-operating characteristic analysis for diagnostic tests. Prev Vet Med. 2000;45(1–2):23–41.CrossRef Greiner M, Pfeiffer D, Smith RD. Principles and practical application of the receiver-operating characteristic analysis for diagnostic tests. Prev Vet Med. 2000;45(1–2):23–41.CrossRef
29.
go back to reference Swets JA. Measuring the accuracy of diagnostic systems. Science. 1988;240(4857):1285–93.CrossRef Swets JA. Measuring the accuracy of diagnostic systems. Science. 1988;240(4857):1285–93.CrossRef
30.
go back to reference Antonini A, Isaias IU, Rodolfi G, Landi A, Natuzzi F, Siri C, et al. A 5-year prospective assessment of advanced Parkinson disease patients treated with subcutaneous apomorphine infusion or deep brain stimulation. J Neurol. 2011;258(4):579–85.CrossRef Antonini A, Isaias IU, Rodolfi G, Landi A, Natuzzi F, Siri C, et al. A 5-year prospective assessment of advanced Parkinson disease patients treated with subcutaneous apomorphine infusion or deep brain stimulation. J Neurol. 2011;258(4):579–85.CrossRef
31.
go back to reference Simuni T, Luo ST, Chou KL, Fernandez H, He B, Parashos S. Rankin scale as a potential measure of global disability in early Parkinson's disease. J Clin Neurosci. 2013;20(9):1200–3.CrossRef Simuni T, Luo ST, Chou KL, Fernandez H, He B, Parashos S. Rankin scale as a potential measure of global disability in early Parkinson's disease. J Clin Neurosci. 2013;20(9):1200–3.CrossRef
32.
go back to reference Pistacchi M, Gioulis M, Sanson F, De Giovannini E, Filippi G, Rossetto F, et al. Gait analysis and clinical correlations in early Parkinson's disease. Funct Neurol. 2017;32(1):28–34.CrossRef Pistacchi M, Gioulis M, Sanson F, De Giovannini E, Filippi G, Rossetto F, et al. Gait analysis and clinical correlations in early Parkinson's disease. Funct Neurol. 2017;32(1):28–34.CrossRef
33.
go back to reference Politis M, Wu K, Molloy S. P GB, Chaudhuri KR, Piccini P. Parkinson's disease symptoms: the patient's perspective. Mov Disord. 2010;25(11):1646–51.CrossRef Politis M, Wu K, Molloy S. P GB, Chaudhuri KR, Piccini P. Parkinson's disease symptoms: the patient's perspective. Mov Disord. 2010;25(11):1646–51.CrossRef
34.
go back to reference Lökk J. Lack of information and access to advanced treatment for Parkinson's disease patients. J Multidiscip Healthc. 2011;4:433–9.CrossRef Lökk J. Lack of information and access to advanced treatment for Parkinson's disease patients. J Multidiscip Healthc. 2011;4:433–9.CrossRef
35.
go back to reference Chen H, Zhao EJ, Zhang W, Lu Y, Liu R, Huang X, et al. Meta-analyses on prevalence of selected Parkinson's nonmotor symptoms before and after diagnosis. Transl Neurodegener. 2015;4(1):1.CrossRef Chen H, Zhao EJ, Zhang W, Lu Y, Liu R, Huang X, et al. Meta-analyses on prevalence of selected Parkinson's nonmotor symptoms before and after diagnosis. Transl Neurodegener. 2015;4(1):1.CrossRef
36.
go back to reference Hauser RA, Lyons KE, Pahwa R. The UPDRS-8: a brief clinical assessment scale for Parkinson's disease. Int J Neurosci. 2012;122(7):333–7.CrossRef Hauser RA, Lyons KE, Pahwa R. The UPDRS-8: a brief clinical assessment scale for Parkinson's disease. Int J Neurosci. 2012;122(7):333–7.CrossRef
37.
go back to reference Titova N, Qamar MA, Chaudhuri KR. Biomarkers of Parkinson's disease: an introduction. Int Rev Neurobiol. 2017;132:183–96.CrossRef Titova N, Qamar MA, Chaudhuri KR. Biomarkers of Parkinson's disease: an introduction. Int Rev Neurobiol. 2017;132:183–96.CrossRef
38.
go back to reference Weir S, Samnaliev M, Kuo TC, Tierney TS, Walleser Autiero S, Taylor RS, et al. Short- and long-term cost and utilization of health care resources in Parkinson's disease in the UK. Mov Disord. 2018;33(6):974–81.CrossRef Weir S, Samnaliev M, Kuo TC, Tierney TS, Walleser Autiero S, Taylor RS, et al. Short- and long-term cost and utilization of health care resources in Parkinson's disease in the UK. Mov Disord. 2018;33(6):974–81.CrossRef
39.
go back to reference Antonini A, Odin P, Schmidt P, Cubillos F, Standaert DG, Henriksen T, et al. Validation and clinical value of the MANAGE-PD tool: a clinician-reported tool to identify Parkinson's disease patients inadequately controlled on oral medications. Parkinsonism Relat Disord. 2021;92:59–66.CrossRef Antonini A, Odin P, Schmidt P, Cubillos F, Standaert DG, Henriksen T, et al. Validation and clinical value of the MANAGE-PD tool: a clinician-reported tool to identify Parkinson's disease patients inadequately controlled on oral medications. Parkinsonism Relat Disord. 2021;92:59–66.CrossRef
40.
go back to reference Schapira AHV, Chaudhuri KR, Jenner P. Non-motor features of Parkinson disease. Nat Rev Neurosci. 2017;18(7):435–50.CrossRef Schapira AHV, Chaudhuri KR, Jenner P. Non-motor features of Parkinson disease. Nat Rev Neurosci. 2017;18(7):435–50.CrossRef
41.
go back to reference Goldman JG, Postuma R. Premotor and nonmotor features of Parkinson's disease. Curr Opin Neurol. 2014;27(4):434–41.CrossRef Goldman JG, Postuma R. Premotor and nonmotor features of Parkinson's disease. Curr Opin Neurol. 2014;27(4):434–41.CrossRef
Metadata
Title
Does the 5–2-1 criteria identify patients with advanced Parkinson's disease? Real-world screening accuracy and burden of 5–2-1-positive patients in 7 countries
Authors
Irene A. Malaty
Pablo Martinez-Martin
K. Ray Chaudhuri
Per Odin
Matej Skorvanek
Joohi Jimenez-Shahed
Michael J. Soileau
Susanna Lindvall
Josefa Domingos
Sarah Jones
Ali Alobaidi
Yash J. Jalundhwala
Prasanna L. Kandukuri
Koray Onuk
Lars Bergmann
Samira Femia
Michelle Y. Lee
Jack Wright
Angelo Antonini
Publication date
01-12-2022
Publisher
BioMed Central
Published in
BMC Neurology / Issue 1/2022
Electronic ISSN: 1471-2377
DOI
https://doi.org/10.1186/s12883-022-02560-1

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