Identifying specific profiles in patients with different degrees of painful knee osteoarthritis based on serological biochemical and mechanistic pain biomarkers: a diagnostic approach based on cluster analysis

被引:53
作者
Egsgaard, Line Lindhardt [1 ,2 ,3 ]
Eskehave, Thomas Navndrup [1 ,2 ,3 ]
Bay-Jensen, Anne C. [4 ]
Hoeck, Hans Christian [2 ,3 ]
Arendt-Nielsen, Lars [1 ]
机构
[1] Aalborg Univ, Ctr Sensay Motor Interact, Dept Hlth Sci & Technol, Sch Med,Fac Med, DK-9220 Aalborg, Denmark
[2] CCBR, Aalborg, Denmark
[3] C4Pain, Aalborg, Denmark
[4] Nord Biosci, Herlev, Denmark
关键词
Osteoarthritis; Cluster analysis; Biochemical markers; Knee pain; C-REACTIVE PROTEIN; MATRIX-METALLOPROTEINASE; PRESSURE PAIN; HIP; SENSITIZATION; DEGRADATION; DISCORDANCE; VALIDATION; DISABILITY; FRAGMENTS;
D O I
10.1016/j.pain.0000000000000011
中图分类号
R614 [麻醉学];
学科分类号
100217 ;
摘要
Biochemical and pain biomarkers can be applied to patients with painful osteoarthritis profiles and may provide more details compared with :conventional clinical tools. The aim of this study was to identify an optimal combination of biochemical and pain biomarkers for classification of patients with different degrees of knee pain and joint damage. Such profiling may provide new diagnostic and therapeutic options. A total of 216 patients with different degrees of knee pain (maximal pain during the last 24 hours rated on a visual analog scale [VAS]) (VAS 0-100) and 64 controls (VAS 0-9) were recruited. Patients were separated into 3 groups: VAS 10 to 39 (N = 81), VAS 40 to 69 (N = 70), and VAS 70 to 100 (N = 65). Pressure pain thresholds, temporal summation to pressure stimuli, and conditioning pain modulation were measured from the peripatellar and extrasegmental sites. Biochemical markers indicative for autoinflammation and immunity (VICM, CRP, and CRPM), synovial inflammation (CIIIM), cartilage loss (OHM), and bone degradation (CIM) were analyzed. WOMAC, Lequesne, and pain catastrophizing scores were collected. Principal component analysis was applied to select the optimal variable subset, and cluster analysis was applied to this subset to create distinctly different knee pain profiles. Four distinct knee pain profiles were identified: profile A (N = 27), profile B (N = 59), profile C (N = 85), and profile D (N = 41). Each knee pain profile had a unique combination of biochemical markers, pain biomarkers, physical impairments, and psychological factors that may provide the basis for mechanism-based diagnosis, individualized treatment, and selection of patients for clinical trials evaluating analgesic compounds. These results introduce a new profiling for knee OA and should be regarded as preliminary.
引用
收藏
页码:96 / 107
页数:12
相关论文
共 49 条
  • [1] DEVELOPMENT OF CRITERIA FOR THE CLASSIFICATION AND REPORTING OF OSTEOARTHRITIS - CLASSIFICATION OF OSTEOARTHRITIS OF THE KNEE
    ALTMAN, R
    ASCH, E
    BLOCH, D
    BOLE, G
    BORENSTEIN, D
    BRANDT, K
    CHRISTY, W
    COOKE, TD
    GREENWALD, R
    HOCHBERG, M
    HOWELL, D
    KAPLAN, D
    KOOPMAN, W
    LONGLEY, S
    MANKIN, H
    MCSHANE, DJ
    MEDSGER, T
    MEENAN, R
    MIKKELSEN, W
    MOSKOWITZ, R
    MURPHY, W
    ROTHSCHILD, B
    SEGAL, M
    SOKOLOFF, L
    WOLFE, F
    [J]. ARTHRITIS AND RHEUMATISM, 1986, 29 (08): : 1039 - 1049
  • [2] Translational musculoskeletal pain research
    Arendt-Nielsen, Lars
    Graven-Nielsen, Thomas
    [J]. BEST PRACTICE & RESEARCH IN CLINICAL RHEUMATOLOGY, 2011, 25 (02): : 209 - 226
  • [3] Sensitization in patients with painful knee osteoarthritis
    Arendt-Nielsen, Lars
    Nie, Hongling
    Laursen, Mogens B.
    Laursen, Birgitte S.
    Madeleine, Pascal
    Simonsen, Ole H.
    Graven-Nielsen, Thomas
    [J]. PAIN, 2010, 149 (03) : 573 - 581
  • [4] Development and validation of an enzyme-linked immunosorbent assay for the quantification of a specific MMP-9 mediated degradation fragment of type III collagen-A novel biomarker of atherosclerotic plaque remodeling
    Barascuk, Natasha
    Vassiliadis, Efstathios
    Larsen, Lise
    Wang, Jianxia
    Zheng, Qinlong
    Xing, Rui
    Cao, Yu
    Crespo, Christine
    Lapret, Isabelle
    Sabatini, Massimo
    Villeneuve, Nicole
    Vilaine, Jean-Paul
    Rasmussen, Lars Melholt
    Register, Thomas C.
    Karsdal, Morten A.
    [J]. CLINICAL BIOCHEMISTRY, 2011, 44 (10-11) : 900 - 906
  • [5] Circulating Citrullinated Vimentin Fragments Reflect Disease Burden in Ankylosing Spondylitis and Have Prognostic Capacity for Radiographic Progression
    Bay-Jensen, Anne C.
    Karsdal, Morten A.
    Vassiliadis, Efstathios
    Wichuk, Stephanie
    Marcher-Mikkelsen, Kathrine
    Lories, Rik
    Christiansen, Claus
    Maksymowych, Walter P.
    [J]. ARTHRITIS AND RHEUMATISM, 2013, 65 (04): : 972 - 980
  • [6] Enzyme-linked immunosorbent assay (ELISAs) for metalloproteinase derived type II collagen neoepitope, CIIM-Increased serum CIIM in subjects with severe radiographic osteoarthritis
    Bay-Jensen, Anne-Christine
    Liu, Qi
    Byrjalsen, Inger
    Li, Yi
    Wang, Jianxia
    Pedersen, Christian
    Leeming, Diana J.
    Dam, Erik B.
    Zheng, Qinlong
    Qvist, Per
    Karsdal, Morten A.
    [J]. CLINICAL BIOCHEMISTRY, 2011, 44 (5-6) : 423 - 429
  • [7] The discordance between clinical and radiographic knee osteoarthritis: A systematic search and summary of the literature
    Bedson, John
    Croft, Peter R.
    [J]. BMC MUSCULOSKELETAL DISORDERS, 2008, 9 (1)
  • [8] BELLAMY N, 1988, J RHEUMATOL, V15, P1833
  • [9] A PRELIMINARY EVALUATION OF THE DIMENSIONALITY AND CLINICAL IMPORTANCE OF PAIN AND DISABILITY IN OSTEOARTHRITIS OF THE HIP AND KNEE
    BELLAMY, N
    BUCHANAN, WW
    [J]. CLINICAL RHEUMATOLOGY, 1986, 5 (02) : 231 - 241
  • [10] Recalled pain ratings: A complex and poorly defined task
    Broderick, JE
    Stone, AA
    Calvanese, P
    Schwartz, JE
    Turk, DC
    [J]. JOURNAL OF PAIN, 2006, 7 (02) : 142 - 149