| Literature DB >> 31143851 |
Gary J Macfarlane1, Ejaz Pathan2, Stefan Siebert3, Jonathan Packham4, Karl Gaffney5, Ernest Choy6, Raj Sengupta7, Fabiola Atzeni8, Kathryn R Martin1, Gareth T Jones1, Linda E Dean1.
Abstract
BACKGROUND: Around 1 in 8 patients with axial spondyloarthritis (axSpA) also meet criteria for fibromyalgia and such patients have considerable unmet need. Identifying effective therapy is important but to what extent fibromyalgia-like symptoms relate to axSpA disease severity has not been established. The aim of the current analysis was to determine whether distinct clusters of axSpA patients exist and if so to determine a) whether they differ in terms of prevalence of fibromyalgia and b) the features of patients in clusters with high prevalence.Entities:
Keywords: Axial spondyloarthritis; Cluster analysis; Comorbidity; Criteria; Disease register; Fibromyalgia
Year: 2019 PMID: 31143851 PMCID: PMC6532149 DOI: 10.1186/s41927-019-0066-7
Source DB: PubMed Journal: BMC Rheumatol ISSN: 2520-1026
Clustering variables across clusters (total population) and proportion meeting research criteria for fibromyalgia
| N | Cluster 1 | Cluster 2 | Cluster 3 | Cluster 4 |
|---|---|---|---|---|
| 32 | 347 | 427 | 462 | |
| Mean (95% CI) | Mean (95% CI) | Mean (95% CI) | Mean (95% CI) | |
| Clustering Factors | ||||
| Extra-spinal manifestation & comorbidity count | 3.3 (2.7, 3.9) | 1.3 (1.1, 1.4) | 0.7 (0.6, 0.8) | 1.2 (1.1,1.3) |
| Swollen joint count | 8.1 (5.5, 10.7) | 0.1 (0.03, 0.2) | 0.05 (0.01, 0.1) | 0.1 (0.05, 0.13) |
| Tender joint count | 14.3 (11.2, 17.3) | 0.4 (0.2, 0.5) | 0.2 (0.1, 0.3) | 0.4 (0.3, 0.6) |
| Anxiety score | 10.5 (8.6, 12.5) | 12.2 (11.8, 12.5) | 3.6 (3.4, 3.9) | 4.5 (4.2, 4.7) |
| Depression score | 9.2 (7.6, 10.8) | 10.3 (10.0, 10.7) | 2.2 (2.0, 2.4) | 5.2 (5.0, 5.5) |
| Fatigue score | 7.1 (5.9, 8.3) | 8.0 (7.7, 8.3) | 0.9 (0.8, 1.1) | 3.2 (2.9,3.4) |
| Sleep disturbance score | 14.4 (12.4, 16.5) | 14.5 (14.0, 15.0) | 3.9 (3.6, 4.2) | 11.2 (10.7, 11.6) |
| FM research criteria (and components) | ||||
| Proportion positive (%) | 53% | 54% | 4% | 16% |
| Widespread pain index | 7.2 (6.0, 8.5) | 7.4 (7.0, 7.8) | 2.9 (2.7, 3.2) | 5.0 (4.7, 5.3) |
| Symptom severity score | 7.9 (6.9, 8.9) | 8.4 (8.2, 8.7) | 2.7 (2.5, 2.9) | 5.4 (5.2, 5.6) |
Fig. 1Cluster solutions within whole BSRBR-AS population
Differences in clinical and patient reported characteristics (not used in clustering) across clusters (total population)
| Cluster 1 | Cluster 2 | Cluster 3 | Cluster 4 | ||
| N (%) | N (%) | N (%) | N (%) | ||
| Categorical variable | |||||
| Gender | |||||
| male | 13 (40.6) | 209 (60.2) | 297 (69.6) | 298 (64.5) | |
| female | 19 (59.4) | 138 (39.8) | 130 (30.4) | 164 (35.5) | |
| Smoking Status | |||||
| never | 10 (31.2) | 129 (37.6) | 201 (47.4) | 214 (46.8) | |
| ex | 14 (43.8) | 116 (33.8) | 168 (39.6) | 180 (39.4) | |
| current | 8 (25.0) | 98 (28.6) | 55 (13.0) | 63 (13.8) | |
| Alcohol Use | |||||
| never | 1 (3.1) | 39 (11.4) | 20 (4.7) | 25 (5.5) | |
| ex | 9 (28.1) | 94 (27.5) | 41 (9.7) | 63 (13.9) | |
| current | 22 (68.8) | 209 (61.1) | 361 (85.6) | 366 (80.6) | |
| Employed | |||||
| no | 15(46.9) | 164 (47.3) | 113 (26.5) | 160 (34.9)* | |
| yes | 17 (53.1) | 183 (52.7) | 314 (73.5) | 299 (65.1) | |
| Job type | |||||
| mainly sedentary | 8 (50.0) | 81 (45.5) | 171 (56.1) | 179 (61.5) | |
| mainly physical | 8 (50.0) | 97 (54.5) | 134 (43.9) | 112 (38.5) | |
| Current biologic therapy | |||||
| no | 22 (68.8) | 211 (61.0) | 364 (86.3) | 350 (76.1)* | |
| yes | 10 (31.2) | 135 (39.0) | 58 (13.7) | 110 (23.9) | |
| NSAID (last 6 m) | |||||
| no | 7 (21.9) | 114 (32.9) | 136 (31.9) | 142 (30.7) | |
| yes | 25 (78.1) | 233 (67.1) | 291 (68.1) | 320 (69.3) | |
| DMARD use in past 6 m | |||||
| no | 21 (65.6) | 305 (87.9) | 374 (87.6) | 401 (86.8) | |
| yes | 11 (34.4) | 42 (12.1) | 53 (12.4) | 61 (13.2) | |
| HLA B27 status | |||||
| positive | 20 (62.5) | 148 (42.7) | 260 (60.9) | 242 (52.4)* | |
| negative | 7 (21.9) | 58 (16.7) | 52 (12.2) | 66 (14.3) | |
| untested | 5 (15.6) | 141 (40.6) | 115 (26.9) | 154 (33.3) | |
| Mean (95% CI) | Mean (95% CI) | Mean (95% CI) | Mean (95% CI) | ||
| Age | |||||
| years | 49.5 (45.2, 53.8) | 47.5 (46.0, 48.9) | 49.4 (48.1, 50.7) | 50.3 (48.9, 51.6) | |
| Age at symptom onset | |||||
| years | 31.7 (27.7, 35.7) | 30.7 (29.3, 32.0) | 28.8 (27.8, 29.8) | 29.7 (28.6, 30.8) | |
| Disease Activity | |||||
| BASDAI: 0 (best) – 10 (worst) | 6.7 (5.9, 7.4) | 6.7 (6.5, 6.9) | 2.5 (2.3, 2.6) | 4.5 (4.3, 4.7)* | |
| Disease Activity | |||||
| ASDAS Score | 3.6 (3.2, 4.0) | 3.7 (3.6, 3.8) | 2.2 (2.1, 2.3) | 2.9 (2.7, 3.0)* | |
| Physical Function | |||||
| BASFI: 0 (best) – 10 (worst) | 6.2 (5.4, 6.9) | 6.5 (6.3, 6.8) | 2.5 (2.3, 2.7) | 4.3 (4.0, 4.5)* | |
| Spinal Mobility | |||||
| BASMI: 0 (best) – 10 (worst) | 4.2 (3.6, 4.8) | 4.1 (3.8, 4.3) | 3.4 (3.2, 3.6) | 3.7 (3.4, 3.9) | |
| Patient Global | |||||
| BASG: 0 (best) – 10 (worst) | 6.9 (6.2, 7.5) | 7.0 (6.8, 7.2) | 2.6 (2.4, 2.8) | 4.6 (4.3, 4.8)* | |
| Spinal Pain | |||||
| VAS: 0 (best) – 10 (worst) | 5.1 (4.1, 6.2) | 6.3 (6.1, 6.6) | 2.2 (2.0, 2.4) | 4.0 (3.7, 4.2)* | |
| SF12 Mental Component | |||||
| 100 (best) – 0 (worst) | 37.6 (33.0, 42.1) | 35.2 (34.3, 36.1) | 54.0 (53.3, 54.6) | 47.2 (46.3, 48.0)* | |
| SF12 Physical Component | |||||
| 100 (best) – 0 (worst) | 32.3 (29.3, 35.3) | 32.3 (31.2, 33.4) | 46.2 (45.3, 47.1) | 39.4 (38.4, 40.5)* | |
| Quality of Life | |||||
| ASQoL: 0 (best) – 18 (worst)) | 12.9 (11.3, 14.4) | 13.3 (12.9, 13.7) | 3.0 (2.7, 3.3) | 7.9 (7.5, 8.3)* | |
| Work absence | |||||
| absenteeism (%) | 17.4 (0.1, 34.7) | 11.2 (7.7, 14.6) | 0.4 (0.1, 0.7) | 4.4 (2.6, 6.1)* | |
| Work impairment | |||||
| presenteeism (%) | 48.6 (36.4, 60.7) | 52.5 (49.0, 56.1) | 15.1 (13.1, 17.0) | 28.8 (26.3, 31.4)* | |
| Overall work impairment | |||||
| (%) | 48.8 (35.7, 62.0) | 55.1 (51.3, 58.9) | 15.4 (13.4, 17.5) | 30.4 (27.7, 33.2)* | |
| Other activity impairment | |||||
| (%) | 63.1 (53.8, 72.4) | 65.4 (63.1, 67.6) | 19.8 (17.9, 21.7) | 38.4 (36.1, 40.6)* | |
*significant difference between cluster 3 & 4 at p < 0.05
Clustering variables across clusters and fibromyalgia criteria sub-scale scores (amongst participants who met criteria for fibromyalgia)
| N | Cluster 1 | Cluster 2 | Cluster 3 |
|---|---|---|---|
| 17 | 157 | 120 | |
| Mean (95% CI) | Mean (95% CI) | Mean (95% CI) | |
| Clustering Factors | |||
| Extra-spinal manifestation & comorbidity count | 3.7 (2.8, 4.6) | 1.5 (1.2, 1.7) | 1.3 (1.0, 1.5) |
| Swollen joint count | 7.1 (4.2, 10.0) | 0.08 (0.002, 0.16) | 0.1 (0.01, 0.13) |
| Tender joint count | 15.0 (11.7, 18.3) | 0.5 (0.2, 0.8) | 0.4 (0.1, 0.7) |
| Anxiety | 12.5 (9.8, 15.1) | 13.2 (12.6, 13.7) | 8.1 (7.5, 8.7) |
| Depression | 10.8 (8.7, 12.9) | 11.2 (10.7, 11.7) | 6.2 (5.7, 6.7) |
| Fatigue | 8.9 (7.6, 10.2) | 8.5 (8.1, 8.9) | 4.6 (4.0, 5.2) |
| Sleep disturbance | 18.1 (16.6, 19.6) | 16.0 (15.4, 16.6) | 10.1 (9.1, 11.1) |
| FM components | |||
| Widespread pain index | 9.4 (7.7, 11.0) | 9.2 (8.6, 9.8) | 7.9 (7.3, 8.4) |
| Symptom severity score | 9.5 (8.6, 10.4) | 9.7 (9.4, 10.0) | 7.5 (7.2, 7.9) |
Differences in clinical and patient reported characteristics (not used in clustering) across clusters (fibromyalgia positive participants)
| Cluster 1 | Cluster 2 | Cluster 3 | ||
| N (%) | N (%) | N (%) | ||
| Gender | ||||
| male | 4 (23.5) | 94 (59.9)a | 63 (52.5) | |
| female | 13 (76.5) | 63 (40.1) | 57 (47.5) | |
| Smoking Status | ||||
| never | 5 (29.4) | 53 (34.2) | 51 (43.6) | |
| ex | 6 (35.3) | 52 (33.5) | 48 (41.0) | |
| current | 6 (35.3) | 50 (32.3) | 18 (15.4) | |
| Alcohol Use | ||||
| never | 1 (5.9) | 21 (13.5) | 13 (11.1) | |
| ex | 7 (41.2) | 50 (32.3) | 21 (18.0) | |
| current | 9 (52.9) | 84 (54.2) | 83 (70.9) | |
| Employed | ||||
| no | 8 (47.1) | 85 (54.1) | 47 (39.5) | |
| yes | 9 (52.9) | 72 (45.9) | 72 (60.5) | |
| Job type | ||||
| mainly sedentary | 1 (12.5) | 30 (43.5) | 39 (55.7) | |
| mainly physical | 7 (87.5) | 39 (56.5) | 31 (44.3) | |
| Current biologic therapy | ||||
| no | 13 (76.5) | 87 (55.4) | 74 (61.7) | |
| yes | 4 (23.5) | 70 (44.6) | 46 (38.3) | |
| NSAID (last 6 m) | ||||
| no | 3 (17.6) | 55 (35.0) | 32 (26.7) | |
| yes | 14 (82.4) | 102 (65.0) | 88 (73.3) | |
| DMARD use in past 6 m | ||||
| no | 10 (58.8) | 136 (86.6)a | 102 (85.0) | |
| yes | 7 (41.2) | 21 (13.4) | 18 (15.0) | |
| Mean 95% CI | Mean (95% CI) | Mean (95% CI) | ||
| Age | ||||
| years | 49.2 (43.3, 55.0) | 47.8 (45.7, 50.0) | 50.4 (47.8, 53.0) | |
| Age at symptom onset | ||||
| years | 29.3 (25.6, 33.0) | 29.7 (27.7, 31.7) | 29.7 (27.5, 31.9) | |
| Disease Activity | ||||
| BASDAI: 0 (best) – 10 (worst) | 7.8 (7.2, 8.5) | 7.4 (7.2, 7.6) | 6.0 (5.7, 6.2) | |
| Disease Activity | ||||
| ASDAS | 3.8 (3.4, 4.2) | 3.9 (3.8, 4.1) | 3.3 (3.2, 3.5) | |
| Physical Function | ||||
| BASFI: 0 (best) – 10 (worst) | 7.2 (6.3, 8.1) | 7.2 (6.9, 7.5) | 5.5 (5.1, 5.9) | |
| Spinal Mobility | ||||
| BASMI: 0 (best) – 10 (worst) | 4.3 (3.4, 5.1) | 4.2 (3.8, 4.6) | 4.1 (3.6, 4.6) | |
| Patient Global | ||||
| BASG: 0 (best) – 10 (worst) | 7.7 (7.1, 8.3) | 7.7 (7.4, 7.9) | 6.1 (5.7, 6.5) | |
| Spinal Pain | ||||
| 0 (best) – 10 (worst) | 6.2 (4.7, 7.6) | 7.1 (6.8, 7.4) | 5.6 (5.1, 6.0) | |
| SF12 Mental Component | ||||
| 100 (best) – 0 (worst) | 31.4 (26.6, 36.3) | 32.5 (31.1, 34.0) | 44.2 (42.5, 45.9) | |
| SF12 Physical Component | ||||
| 100 (best) – 0 (worst) | 28.9 (25.0, 32.8) | 29.9 (28.4, 31.5) | 34.3 (32.4, 36.2) | |
| Quality of Life | ||||
| ASQoL: 0 (best) – 18 (worst) | 15.4 (14.2, 16.7) | 14.6 (14.1, 15.1) | 10.9 (10.2, 11.5) | |
| Work absence | ||||
| absenteeism: % | 7.0 (1.3, 12.7) | 14.2 (8.2, 20.1) | 9.3 (4.4, 14.1) | |
| Work impairment | ||||
| presenteeism: % | 55.6 (42.4, 68.7) | 60.3 (55.1, 65.6) | 44.8 (39.8, 49.8) | |
| Overall work impairment | ||||
| % | 56.4 (41.3, 71.6) | 63.4 (58.0, 68.9) | 48.0 (42.7, 53.3) | |
| Other activity impairment | ||||
| | 75.9 (66.4, 85.4) | 72.0 (69.4, 74.7) | 54.5 (50.2, 58.8) | |
asignificant difference between cluster 1 & 2 at p < 0.05