| Literature DB >> 31878906 |
Francisco M Kovacs1,2, Jesús Seco-Calvo3,4,5, Borja M Fernández-Félix3,6,7, Javier Zamora3,6,7,8, Ana Royuela3,6,9, Alfonso Muriel3,6,7.
Abstract
BACKGROUND: The objective of this study was to develop models for predicting the evolution of a neck pain (NP) episode.Entities:
Mesh:
Year: 2019 PMID: 31878906 PMCID: PMC6933702 DOI: 10.1186/s12891-019-2962-9
Source DB: PubMed Journal: BMC Musculoskelet Disord ISSN: 1471-2474 Impact factor: 2.362
Characteristics of patients recruited, diagnostic tests and treatments used during the study
| Variables | |
|---|---|
| Gender (female)a | 2227 (74.2) |
| Age (years)b | 50.3 (16.0) |
| Employment statusa | |
| Non worker | 1166 (38.8) |
| Active | 1453 (48.4) |
| Duration of the pain episode (days) c | 180 (90; 365) |
| Duration of the pain episode categorized (days)a | |
| Acute (< 90 days) | 971 (32.4) |
| Chronic (≥90 days) | 2030 (67.6) |
| Time elapsed since first episodea | |
| < 1 year | 648 (21.6) |
| 1–5 years | 984 (32.8) |
| 5–10 years | 677 (22.6) |
| > 10 years | 572 (19.1) |
| Baseline intensity of neck pain (VAS)b, d | 6.6 (2.2) |
| Baseline intensity of arm pain (VAS) b, e | 6.0 (2.5) |
| Baseline disability (NDI) b f | 37.2 (19.2) |
| Diagnostic procedures during the episodea | |
| X-Ray | 699 (23.3) |
| MRI | 602 (20.1) |
| CT scan | 40 (1.3) |
| EMG | 58 (1.9) |
| Other | 135 (4.5) |
| Imaging findingsa | |
| Disc degeneration | 1335 (44.5) |
| Facet joint degeneration | 230 (7.7) |
| Scoliosis | 135 (4.5) |
| Spinal stenosis | 63 (2.1) |
| Disc protrusion | 270 (9.0) |
| Disc herniation (extrusion) | 518 (17.3) |
| Other imaging findings | 388 (12.9) |
| No findings | 995 (33.2) |
| Clinical diagnosis | |
| Spinal stenosis | 63 (2.1) |
| Disc herniation/protrusion | 665 (22.2) |
| Nonspecific syndrome | 2273 (75.7) |
| Treatmentsa | |
| Analgesics | 1959 (65.3) |
| NSAIDs | 1826 (60.8) |
| Steroids | 190 (6.3) |
| Muscle relaxants | 736 (24.5) |
| Opioids | 52 (1.7) |
| Other | 673 (22.4) |
| Non pharmacological treatmentsa | |
| Physical therapy | 175 (5.8) |
| Rehabilitation | 343 (11.4) |
| Neuro-reflexotherapy | 2580 (86.0) |
| Surgery | 8 (0.3) |
| Other treatmentsa | |
| Rhizolysis | 3 (0.1) |
| EpiduraI injections | 13 (0.4) |
| Referral to pain unit | 12 (0.4) |
| Other treatmentsg | 31 (1.0) |
a Frequency (%) b Mean (sd) c Median (p25;p75) d:Patient with VAS for NP > 0 (n = 2961)e:Patient with VAS for AP > 0 (n = 2188)f:Patient with NDI > 0 (n = 1500)g:Includes; ozone injections, spinal manipulation, acupuncture, and homeopathy,
Fig. 1Flow chart showing the number of patients whose data were included in the regression models
Characteristics of patients in whom neck pain, arm pain and disability improved and did not improve
| Variables | Improvement of neckpain | Improvement of armpain | Improvement of disability | |||
|---|---|---|---|---|---|---|
| No ( | Yes ( | No ( | Yes ( | No ( | Yes ( | |
| Gender (female)a | 505 (77.0) | 1263 (73.6) | 435 (76.7) | 1053 (76.8) | 345 (72.5) | 360 (71.0) |
| Age (years)b | 48.6 (17.9) | 50.9 (15.3) | 50.5 (15.7) | 51.6 (14.4) | 47.8 (18.7) | 48.3 (16.2) |
| Employment statusa | ||||||
| Not applicable | 374 (57.0) | 695 (40.5) | 267 (47.1) | 457 (33.3) | 314 (66.0) | 269 (53.1) |
| Not working | 67 (10.2) | 101 (5.9) | 50 (8.8) | 77 (5.6) | 57 (12.0) | 49 (9.7) |
| Working | 215 (32.8) | 920 (53.6) | 183 (32.3) | 664 (48.4) | 105 (22.1) | 189 (37.3) |
| Duration of the pain episode (days) c | 180 (60; 365) | 180 (90; 365) | 180 (90; 365) | 240 (90; 365) | 90 (32.5; 195) | 120 (60; 365) |
| Duration of the pain episode categorized (days) a | ||||||
| Acute (< 90 days) | 259 (39.5) | 570 (33.2) | 175 (30.9) | 370 (27.0) | 236 (49.6) | 222 (43.8) |
| Chronic (≥90 days) | 397 (60.5) | 1146 (66.8) | 392 (69.1) | 1001 (73.0) | 240 (50.4) | 285 (56.2) |
| Time since first episode (years)a | ||||||
| < 1 | 168 (25.6) | 339 (19.8) | 110 (19.4) | 245 (17.9) | 146 (30.7) | 144 (28.4) |
| 1–5 | 242 (36.9) | 571 (33.3) | 209 (36.9) | 470 (34.3) | 179 (37.6) | 169 (33.3) |
| 5–10 | 125 (19.1) | 409 (23.8) | 125 (22.1) | 336 (24.5) | 80 (16.8) | 90 (17.8) |
| > 10 | 98 (14.9) | 346 (20.2) | 102 (18.0) | 278 (20.3) | 55 (11.6) | 73 (14.4) |
| Baseline intensity of neck pain (VAS)b | 6.0 (2.4) | 6.7 (2.2) | 6.6 (2.1) | 7.1 (1.9) | 5.6 (2.3) | 6.1 (2.3) |
| Baseline intensity of arm pain (VAS)b | 5.5 (2.5) | 6.1 (2.5) | 5.6 (2.4) | 6.5 (2.2) | 5.3 (2.5) | 5.4 (2.5) |
| Baseline disability (NDI)b | 34.1 (20.5) | 37.0 (18.6) | 39.5 (20.0) | 41.8 (16.5) | 32.8 (19.0) | 38.4 (18.4) |
| Diagnostic procedures during the episodea | ||||||
| X-Ray | 122 (18.6) | 457 (26.6) | 118 (20.8) | 348 (25.4) | 80 (16.8) | 101 (19.9) |
| MRI | 115 (17.5) | 364 (21.2) | 109 (19.2) | 285 (20.8) | 65 (13.7) | 110 (21.7) |
| CT scan | 7 (1.1) | 29 (1.7) | 9 (1.6) | 19 (1.4) | 2 (0.4) | 7 (1.4) |
| EMG | 15 (2.3) | 27 (1.6) | 17 (3.0) | 27 (2.0) | 14 (2.9) | 9 (1.8) |
| Other | 36 (5.5) | 71 (4.1) | 39 (6.9) | 60 (4.4) | 29 (6.1) | 19 (3.8) |
| Imaging findingsa | ||||||
| Disc degeneration | 303 (46.2) | 659 (38.4) | 312 (55.0) | 602 (43.9) | 266 (55.9) | 294 (58.0) |
| Facet joint degeneration | 73 (11.1) | 103 (6.0) | 74 (13.1) | 77 (5.6) | 68 (14.3) | 42 (8.3) |
| Scoliosis | 25 (3.8) | 75 (4.4) | 24 (4.2) | 61 (4.5) | 21 (4.4) | 28 (5.5) |
| Spinal stenosis | 12 (1.8) | 32 (1.9) | 16 (2.8) | 29 (2.1) | 11 (2.3) | 9 (1.8) |
| Disc protrusion | 75 (11.4) | 95 (5.5) | 76 (13.4) | 115 (8.4) | 52 (10.9) | 40 (7.9) |
| Disc herniation (extrusion) | 112 (17.1) | 234 (13.6) | 123 (21.7) | 245 (17.9) | 79 (16.6) | 117 (23.1) |
| Other findings | 72 (11.0) | 201 (11.7) | 77 (13.6) | 168 (12.3) | 58 (12.2) | 99 (19.5) |
| No findings | 131 (20.0) | 756 (44.1) | 116 (20.5) | 587 (42.8) | 14 (2.9) | 29 (5.7) |
| Clinical diagnosis | ||||||
| Spinal stenosis | 12 (1.8) | 32 (1.9) | 16 (2.8) | 29 (2.1) | 11 (2.3) | 9 (1.8) |
| Disc protrusión/Herniation | 164 (25.0) | 285 (16.6) | 173 (30.5) | 302 (22.0) | 117 (24.6) | 143 (28.2) |
| Nonspecific syndrome | 480 (73.2) | 1399 (81.5) | 378 (66.7) | 1040 (75.9) | 348 (73.1) | 355 (70.0) |
| Treatments | ||||||
| Analgesics | 419 (63.9) | 1139 (66.4) | 391 (69.0) | 959 (70.0) | 339 (71.2) | 353 (69.6) |
| NSAIDs | 387 (59.0) | 1062 (61.9) | 352 (62.1) | 888 (64.8) | 310 (65.1) | 347 (68.4) |
| Steroids | 60 (9.2) | 98 (5.7) | 53 (11.1) | 42 (8.3) | ||
| Muscle relaxants | 170 (25.9) | 438 (25.5) | 147 (25.9) | 347 (25.3) | 142 (29.8) | 170 (33.5) |
| Opioids | 11 (1.7) | 22 (1.3) | 10 (1.8) | 24 (1.8) | 14 (2.9) | 15 (3.0) |
| Other | 145 (22.1) | 362 (21.1) | 143 (25.2) | 290 (21.2) | 148 (31.1) | 182 (35.9) |
| Non pharmacological treatments | ||||||
| Physical therapy | 38 (5.8) | 100 (5.8) | 33 (5.8) | 72 (5.3) | 24 (5.0) | 28 (5.5) |
| Rehabilitation | 84 (12.8) | 172 (10.0) | 76 (13.4) | 164 (12.0) | 74 (15.6) | 64 (12.6) |
| Neuro-reflexotherapy | 428 (65.2) | 1574 (91.7) | 419 (73.9) | 1332 (97.2) | 252 (52.9) | 379 (74.8) |
| Surgery | 3 (0.5) | 3 (0.2) | 2 (0.4) | 3 (0.2) | 1 (0.2) | 0 (0.0) |
| Other treatments | ||||||
| Rhizolysis | 1 (0.2) | 2 (0.1) | 1 (0.2) | 2 (0.1) | 2 (0.4) | 1 (0.2) |
| Epidural injections | 2 (0.3) | 9 (0.5) | 2 (0.4) | 8 (0.6) | 3 (0.6) | 4 (0.8) |
| Referral to pain unit | 7 (1.1) | 4 (0.2) | 7 (1.3) | 4 (0.3) | 9 (1.9) | 2 (0.4) |
| Othertreatmentsd | 3 (0.5) | 17 (1.0) | 5 (0.9) | 11 (0.8) | 4 (0.8) | 7 (1.4) |
aFrequency (%). b Mean (sd). c Median (p25;p75). d Includes; injections of ozone, spinal manipulation, acupuncture, and homeopathy
Predictive models for improvement
| a. Predictive model for the improvement of neck pain ( | |||
| Variables | Odds ratio | p | Frequency in bootstrapping validationc (100) |
| (I.C. 95%) | |||
| Being treated with neuro-reflexotherapy | 9.90 (6.81; 14.38) | < 0.001 | 100 |
| Pain being chronic (≥ 90 days) | 0.53 (0.41; 0.70) | < 0.001 | 98 |
| Baseline intensity of arm pain (VAS)d | 0.93 (0.90; 0.97) | < 0.001 | 95 |
| Employment status (ref. working) | |||
| Non worker | 0.87 (0.69; 1.10) | 0.259 | 94 |
| Receiving financial compensation for neck pain | 0.48 (0.33; 0.69) | < 0.001 | 94 |
| Signs of disc degeneration on imaging | 0.77 (0.62; 0.95) | 0.017 | 68 |
| Clinical diagnosis (ref. nonspecific pain) | |||
| Spinal stenosis | 0.78 (0.39; 1.56) | 0.482 | 63 |
| Disc herniation/protusion | 0.63 (0.49; 0.81) | < 0.001 | 63 |
| Female | 0.77 (0.61; 0.97) | 0.030 | 59 |
| Baseline intensity of neck pain (VAS)d | 1.06 (1.00; 1.13) | 0.041 | 38 |
| Constant | 0.84 (0.60; 1.18) | 0.325 | – |
| b. Predictive model for the improvement of pain referred down into the arm ( | |||
| Variables | Odds ratio | p | Frequency in bootstrapping validationg (100) |
| (I.C. 95%) | |||
| Being treated with neuro-reflexotherapy | 16.96 (10.90; 26.37) | < 0.001 | 100 |
| Baseline intensity of arm pain (VAS) h | 1.17 (1.10; 1.24) | < 0.001 | 96 |
| Pain being chronic (≥ 90 days) | 0.57 (0.43; 0.75) | < 0.001 | 84 |
| Signs of disc degeneration on imaging | 0.68 (0.54; 0.85) | 0.001 | 83 |
| Baseline intensity of neck pain (VAS)d | 0.91 (0.85; 0.98) | 0.010 | 73 |
| Clinical diagnosis (ref. nonspecific pain) | |||
| Spinal stenosis | 0.57 (0.52; 0.86) | 0.088 | 56 |
| Disc herniation/protrusion | 0.67 (0.52; 0.86) | 0.002 | 56 |
| Constant | 0.31 (0.19; 1.24) | < 0.001 | – |
| c. Predictive model for the improvement for disability ( | |||
| Variables | Odds ratio | P | Frequency in bootstrapping validationk (100) |
| (I.C. 95%) | |||
| Baseline intensity of arm pain (VAS)l | 0.89 (0.85; 0.93) | < 0.001 | 99 |
| Being treated with neuro-reflexotherapy | 2.92 (1.90; 4.49) | < 0.001 | 97 |
| Employment status (ref. working) | |||
| Non worker | 0.69 (0.49; 0.97) | 0.031 | 90 |
| Receiving financial compensation for neck pain | 0.45 (0.28; 0.73) | 0.001 | 90 |
| Baseline disability (NDI)m | 1.02 (1.01; 1.02) | 0.002 | 84 |
| Signs of facet joint degeneration on imaging | 0.60 (0.39; 0.93) | 0.023 | 73 |
| Pain being chronic (≥ 90 days) | 0.65 (0.46; 0.91) | 0.012 | 56 |
| Constant | 0.89 (0.59; 1.34) | 0.589 | – |
aThe number of patients who reported some degree of pain referred down to the arm (AP) at baseline (VAS > 0), was 2961,6 had baseline scores below the cut-off for considering potential improvements as “clinically relevant”, 583 had missing data at the baseline or the follow-up assessment, and 2372 were included in the model
bAUC = 0.718 (95%CI; 0.694–0.742). Hosmer-Lemeshow: chi2 = 0.383
cOverfitting = 0.020. Shrinkage factor = 0.906
dVAS: Visual Analog Scale (range from better to worse; 0–10)
eThe number of patients who reported some degree of neck pain (VAS > 0) at baseline, was 2961, 18 had baseline scores below the cut-off for considering potential improvements as “clinically relevant”, 238 had missing data at the baseline or the follow-up assessment, and 2372 were included in the model
fAUC = 0.717 (95%CI; 0.691–0.742). Hosmer-Lemeshow: chi2 = 0.369
gOverfitting = 0.030. Shrinkage factor = 0.882
hVAS: Visual Analog Scale (range from better to worse; 0–10)
iThe number of patients who reported some degree of disability at baseline (NDI > 0), was 1500,49 had baseline scores below the cut-off for considering potential improvements as “clinically relevant”, 468 had missing data at the baseline or the follow-up assessment, and 983 were included in the model
jAUC = 0.677 (95%CI; 0.644–0.711). Hosmer-Lemeshow: chi2 = 0.128
kOverfitting = 0.037. Shrinkage factor = 0.787
lVAS: Visual Analog Scale (range from better to worse; 0–10)
mScore on the Neck Disability Index (range from better to worse, 0–100)
Fig. 2Nomogram for improvement of neck pain
Fig. 3Nomogram for improvement of arm pain
Fig. 4Nomogram for improvement of disability