TY - JOUR
T1 - Chronic low back pain is highly individualised
T2 - patterns of classification across three unidimensional subgrouping analyses
AU - Rabey, Martin
AU - Smith, Anne
AU - Kent, Peter
AU - Beales, Darren
AU - Slater, Helen
AU - O’Sullivan, Peter
N1 - Publisher Copyright:
© 2019 Scandinavian Association for the Study of Pain. Published by Walter de Gruyter GmbH, Berlin/Boston. All rights reserved.
PY - 2024
Y1 - 2024
N2 - Background and aims: Chronic low back pain (CLBP) is a complex disorder where central and peripheral nociceptive processes are influenced by factors from multiple dimensions associated with CLBP (e.g. movement, pain sensitivity, psychological). To date, outcomes for treatments matched to unidimensional subgroups (e.g. psychologically-based) have been poor. Therefore, unidimensional subgrouping may not reflect the complexity of CLBP presentations at an individual level. The aim of this study was therefore to explore patterns of classification at an individual level across the three previously-published, data-driven, within-dimension subgrouping studies. Methods: Cross-sectional, multidimensional data was collected in 294 people with CLBP. Statistical derivation of subgroups within each of three clinically-important dimensions (pain sensitivity, psychological profile, pain responses following repeated spinal bending) was briefly reviewed. Patterns of classification membership were subsequently tabulated across the three dimensions. Results: Of 27 possible patterns across these dimensions, 26 were represented across the cohort. Conclusions: This result highlights that while unidimensional subgrouping has been thought useful to guide treatment, it is unlikely to capture the full complexity of CLBP. The amount of complexity important for best patient outcomes is currently untested. Implications: For clinicians this study highlights the high variability of presentations of people with CLBP at the level of the individual. For example, clinician’s should not assume that those with high levels of pain sensitivity will also have high psychological distress and have pain summation following repeated spinal bending. A more flexible, multidimensional, clinically-reasoned approach to profile patient complexity may be required to inform individualised, patient-centred care. Such individualised care might improve treatment efficacy. This study also has implications for researchers; highlighting the inadequacy of unidimensional subgrouping processes and methodological difficulties in deriving subgroups across multidimensional data.
AB - Background and aims: Chronic low back pain (CLBP) is a complex disorder where central and peripheral nociceptive processes are influenced by factors from multiple dimensions associated with CLBP (e.g. movement, pain sensitivity, psychological). To date, outcomes for treatments matched to unidimensional subgroups (e.g. psychologically-based) have been poor. Therefore, unidimensional subgrouping may not reflect the complexity of CLBP presentations at an individual level. The aim of this study was therefore to explore patterns of classification at an individual level across the three previously-published, data-driven, within-dimension subgrouping studies. Methods: Cross-sectional, multidimensional data was collected in 294 people with CLBP. Statistical derivation of subgroups within each of three clinically-important dimensions (pain sensitivity, psychological profile, pain responses following repeated spinal bending) was briefly reviewed. Patterns of classification membership were subsequently tabulated across the three dimensions. Results: Of 27 possible patterns across these dimensions, 26 were represented across the cohort. Conclusions: This result highlights that while unidimensional subgrouping has been thought useful to guide treatment, it is unlikely to capture the full complexity of CLBP. The amount of complexity important for best patient outcomes is currently untested. Implications: For clinicians this study highlights the high variability of presentations of people with CLBP at the level of the individual. For example, clinician’s should not assume that those with high levels of pain sensitivity will also have high psychological distress and have pain summation following repeated spinal bending. A more flexible, multidimensional, clinically-reasoned approach to profile patient complexity may be required to inform individualised, patient-centred care. Such individualised care might improve treatment efficacy. This study also has implications for researchers; highlighting the inadequacy of unidimensional subgrouping processes and methodological difficulties in deriving subgroups across multidimensional data.
KW - biopsychosocial
KW - low back pain
KW - movement
KW - pain sensitivity
KW - subgrouping
UR - https://www.scopus.com/pages/publications/85068650709
U2 - 10.1515/sjpain-2019-0073
DO - 10.1515/sjpain-2019-0073
M3 - Article
C2 - 31256070
AN - SCOPUS:85068650709
SN - 1877-8860
VL - 19
SP - 743
EP - 753
JO - Scandinavian Journal of Pain
JF - Scandinavian Journal of Pain
IS - 4
ER -