| Literature DB >> 35628904 |
Malin Ernberg1, Hajer Jasim1,2, Karin Wåhlén3, Bijar Ghafouri3.
Abstract
The aims of this study were (1) to compare the levels and interactions of several plasma proteins in patients with myogenous temporomandibular disorders (TMDM) compared to healthy and pain-free controls, (2) to compare the levels and interactions in two TMDM subgroups, myalgia (MYA) and myofascial pain (MFP), and (3) to explore associations between the proteins and clinical data. Thirty-nine patients with TMDM (MFP, n = 25, MYA, n = 14), diagnosed according to the diagnostic criteria for TMD (DC/TMD), aged 38 years, and sex-matched pain-free controls completed an extended DC/TMD Axis II questionnaire and the plasma concentration of 87 biomarkers were analyzed. Nine proteins separated TMDM from controls (p = 0.0174) and 12 proteins separated MYA from MFP (p = 0.019). Pain duration, characteristic pain intensity, pain catastrophizing, perceived stress, and insomnia severity were significantly associated with protein markers (p < 0.001 to p < 0.022). In conclusion, several plasma proteins were upregulated in TMDM and either upregulated or downregulated in MYA compared to MFP. Some proteins in TMDM were associated with pain variables, sleep disturbance, and emotional function. These results show that systemic differences in protein expression exist in patients with TMDM and that altered levels of specific plasma proteins are associated with different clinical variables.Entities:
Keywords: biomarkers; chronic pain; myalgia; myofascial pain syndromes; plasma; protein; temporomandibular disorder
Year: 2022 PMID: 35628904 PMCID: PMC9144449 DOI: 10.3390/jcm11102777
Source DB: PubMed Journal: J Clin Med ISSN: 2077-0383 Impact factor: 4.964
Demographic data, physical function, and emotional function in patients with myogenous temporomandibular disorders (TMDM) and pain-free controls (CON) as well as in TMDM subgroups myalgia (MYA) and myofascial pain (MFP). Data show median (IQR) unless other is stated.
| TMDM | CON | MYA | MFP | |||
|---|---|---|---|---|---|---|
| Age (yr) | 29.1 (7.4) | 29.0 (7.0) | 0.890 | 28.6 (7.9) | 29.3 (7.3) | 0.413 |
| Sex ( | 32 (82) | 31 (82) | NT | 10 (71) | 22 (88) | |
| BMI (kg/m2) | 23.7 (3.9) | 22.7 (3.3.) | 0.331 | 23.0 (2.6) | 24.3 (4.5) | 0.300 |
| Country | 0.174 | NT | ||||
| Scandinavia | 28 (72) | 26 (68) | 12 (86) | 16 (64) | ||
| Europe | 0 | 3 (8) | 0 | 0 | ||
| Other | 11 (28) | 8 (21) | 2 (14) | 9 (36) | ||
| Education | 0.322 | 0.964 | ||||
| Elementary | 2 (5) | 1 (3) | 1 (7) | 1 (4) | ||
| High school | 13 (33) | 15 (39) | 5 (36) | 8 (32) | ||
| University | 21 (54) | 22 (58) | 7 (50) | 14 (56) | ||
| Other | 3 (8) | 0 | 1 (7) | 2 (8) | ||
| Occupation | 0.898 | 0.128 | ||||
| Employed | 17 (44) | 22 (58) | 3 (21) | 13 (52) | ||
| Student | 22 (56) | 16 (42) | 11 (89) | 12 (48) | ||
| Physical activity * | 0.994 | 0.235 | ||||
| 1–2 times/mo | 6 (17) | 6 (16) | 2 (17) | 4 (17) | ||
| 1–2 times/w | 15 (43) | 16 (43) | 3 (25) | 12 (52) | ||
| ≥3 times/w | 14 (40) | 15 (41) | 7 (58) | 7 (31) | ||
| JFLS tot | 1.2 (1.7) | 0 (0) |
| 0.5 (1.8) | 1.6 (1.4) |
|
| PHQ-9 | 6.0 (6.5) | 1.0 (3.8) |
| 5.0 (5.8) | 6.0 (6.0) | 0.140 |
| GAD-7 | 4.0 (5.0) | 1.5 (3.0) |
| 4.5 (6.5) | 4.0 (4.5) | 0.986 |
| PHQ-15 | 10.0 (6.5) | 3.0 (3.8) |
| 9.0 (3.0) | 11.0 (5.0) | 0.411 |
| PSS-10 | 17.0 (11.0) | 10.0 (8.5) |
| 14.5 (16.8) | 19.0 (7.0) | 0.062 |
| PCS | 14.0 (15.0) | 3.0 (10.0) |
| 13.0 (10.0) | 14.0 (13.0) | 0.837 |
| ISI | 10.0 (8.5) | 5.0 (5.3) |
| 9.0 (8.0) | 10.0 (10.0) | 0.093 |
| OHIP-5 | 6.0 (5.0) | 0.0 (0.1) |
| 4.0 (3.5) | 7.0 (5.0) |
|
BMI = body mass index, JFLS = jaw function limitation, PHQ = patient health questionnaire, GAD = general anxiety disorder, PSS = perceived stress scale, PCS = pain catastrophizing scale, ISI = insomnia severity index, OHIP = oral health-related quality of life, w = week, mo = month, NT = not tested. * Missing data physical activity: TMDM = 4, MYA = 2, MFP = 29, CON = 1. Bold figures denote significant differences (Mann–Whitney U-test, p < 0.05).
Pain comorbidities, pain interference, clinical measures as well as other diagnoses in patients with myogenous temporomandibular disorders (TMDM) and pain-free controls (CON) as well as in TMD subgroups myalgia (MYA) and myofascial pain (MFP). Data show median (IQR) unless other is stated.
| TMDM | CON | MYA | MFP | |||
|---|---|---|---|---|---|---|
| Headache ( | 32 (82) | 0 (0) | NT | 5 (26) | 23 (92) |
|
| IBS * ( | 9 (24) * | 0 (0) | NT | 5 (26) | 9 (38) | 0.741 |
| GCPS interference | NT | 1.000 | ||||
| Grade I-II | 30 (77) | 0 (0) | 11 (78) | 19 (76) | ||
| Grade III-IV | 9 (23) | 0 (0) | 3 (22) | 6 (24) | ||
| CPI (0–100) | 60.0 (20.0) | 0 (0) |
| 53.3 (18.3) | 63.3 (16.7) | 0.151 |
| MUO pain-free (mm) | 40.6 (9.9) | 56.3 (6.2) |
| 44.1 (11.0) | 38.7 (8.8) | |
| MUO with pain (mm) | 52.5 (6.4) | 57.7 (6.1) |
| 54.8 (7.6) | 51.2 (5.4) | |
| PPT (kPa) | ||||||
| Masseter | 180 (56) | 268 (72) |
| 227 (50) | 157 (45) |
|
| Thumb | 356 (121) | 439 (119) |
| 415 (136) | 328 (105) | 0.076 |
| Diagnoses ( | ||||||
| Arthralgia | 26 (67) | 0 | NT | 7 (50) | 19 (76) | 0.157 |
| HA-TMD | 28 (72) | 0 | NT | 5 (36) | 21 (84) |
|
| DDwR | 10 (26) | 2 (5) |
| 4 (29) | 6 (24) | 1.000 |
| DJD | 1 (3) | 1 (3) | NT | 1 (7) | 0 | NT |
CPI = characteristic pain intensity, IBS = irritable bowel syndrome, GCPS = Graded Chronic Pain Scale, IQR = interquartile range, MUO = maximum unassisted opening, NT = not tested, PPT = pressure pain threshold, HA-TMD = headache attributed to TMD, DDwR = disc displacement with reduction, DJD = degenerative joint disease, NT = not tested. * Missing data IBS: TMD = 1 (MFP = 1). Bold figures denote significant differences (Mann–Whitney U-test, p < 0.05).
Figure 1Orthogonal partial least square discriminant analysis (OPLS-DA) of patients with myogenous temporomandibular disorders (TMDM) versus control subjects (CON). The score plot shows the separation between each observation in the TMDM (blue triangles) and CON (turquoise squares) group. The loading plot shows the proteins and loadings of proteins with a VIP-value >1.0 (green circles). Red circles are non-significant proteins. $M9.DA(1) refers to CON and $M9.DA(2) refers to TMDM. Significant proteins correspond to proteins in Table 3.
OPLS-DA model of patients with myogenous temporomandibular disorders (TMDM) and pain-free controls (CON). Nine proteins were able to discriminate between TMDM and CON group and had a VIP-value >1.0. All proteins had a positive intercorrelation (p(corr)) in the TMDM group and were upregulated in TMDM compared to CON. Protein markers are sorted according to VIP-value. The two columns to the right show the mean (SD) protein concentration (pg/mL).
| Protein Marker | VIP | p(corr) | TMDM | CON |
|---|---|---|---|---|
| IL-7 | 1.48 | 0.69 | 2.96 (1.93) | 1.78 (1.26) |
| GRO-alpha | 1.47 | 0.69 | 151.01 (127.82) | 98.97 (64.64) |
| BDNF | 1.46 | 0.68 | 263.33 (245.13) | 151.81 (125.90) |
| ENA-78 | 1.41 | 0.66 | 347.47 (288.73) | 214.51 (142.37) |
| TPO | 1.17 | 0.55 | 549.62 (135.06) | 529.32 (71.63) |
| IL-1ra | 1.10 | 0.51 | 197.28 (66.47) | 174.13 (48.12) |
| IL-6 | 1.10 | 0.51 | 0.89 (0.82) | 0.54 (0.28) |
| YKL-40 | 1.06 | 0.50 | 22,016.97 (5599.54) | 19,092.95 (5432.94) |
| Leptin | 1.04 | 0.48 | 61,085.78 (56,801.28) | 29,440.17 (28,577.29) |
OPLS-DA = orthogonal partial least squares discriminant analysis, VIP = variable influence on projection, p(corr) = correlation coefficient.
OPLS-DA model of patients with temporomandibular disorders myalgia (MYA) and myofascial pain (MFP). Twelve proteins discriminated between groups and had a VIP-value > 1.0. Ten of the proteins showed a positive intercorrelation (p(corr)) in MYA and were upregulated compared to MFP. Two proteins (ghrelin (active) and GLP-1 (total)) were downregulated in MYA, i.e., had a negative p(corr). Protein markers are sorted according to VIP-value. The two columns to the right show the protein concentration (pg/mL).
| Protein Marker | VIP | p(corr) | MYA | MFP |
|---|---|---|---|---|
| TARC | 1.79 | 0.72 | 71.13 (34.04) | 42.87 (15.36) |
| MCP-4 | 1.65 | 0.66 | 64.07 (28.72) | 46.36 (21.27) |
| GRO-alpha | 1.59 | 0.63 | 225.42 (164.96) | 112.19 (93.86) |
| BDNF | 1.50 | 0.60 | 373.09 (300.70) | 206.06 (194.04) |
| IL-7 | 1.49 | 0.60 | 3.82 (2.52) | 2.52 (1.41) |
| GLP-1 (total) | 1.32 | −0.53 | 13.50 (4.29) | 17.32 (6.81) |
| Ghrelin (active) | 1.29 | −0.52 | 114.14 (55.92) | 206.54 (131.85) |
| IP-10 | 1.26 | 0.50 | 325.89 (126.79) | 265.16 (86.13) |
| Eotaxin-3 | 1.15 | 0.47 | 6.68 (1.58) | 5.69 (2.77) |
| Eotaxin | 1.09 | 0.44 | 129.87 (41.50) | 115.92 (34.31) |
| IL-5 | 1.04 | 0.42 | 0.52 (0.49) | 0.35 (0.44) |
| MCP-2 | 1.01 | 0.40 | 26.91 (4.01) | 24.60 (5.82) |
OPLS-DA = orthogonal partial least squares discriminant analysis, VIP = variable influence on projection, p(corr) = correlation coefficient.
OPLS modeling of clinical parameters in temporomandibular disorders myalgia patients. Protein markers are sorted according to VIP-value. * = shared among several OPLS models.
| Protein Marker | VIP | p(corr) | Model Statistics | |
|---|---|---|---|---|
| OPLS Pain duration | ||||
| G-CSF | 1.85 | 0.65 | Principle component | 1 |
| IL-6 | 1.73 | 0.61 | Orthogonal component | 0 |
| IL-29/IFN-L1 * | 1.61 | −0.56 | CV-ANOVA | 0.0085 |
| IL-21 | 1.61 | −0.56 | R2 | 0.51 |
| IL-17A | 1.49 | 0.52 | Q2 | 0.26 |
| IL-16 | 1.31 | 0.46 | ||
| GM-CSF | 1.09 | −0.39 | ||
| MCP-1 | 1.08 | 0.38 | ||
| M-CSF | 1.02 | 0.36 | ||
| OPLS characteristics pain intensity (CPI) | ||||
| IL-4 | 2.10 | 0.70 | Principle component | 1 |
| FLT3L | 1.66 | −0.50 | Orthogonal component | 1 |
| TPO | 1.54 | −0.46 | CV-ANOVA | 0.0007 |
| CTACK | 1.47 | −0.44 | R2 | 0.73 |
| TSLP | 1.41 | 0.41 | Q2 | 0.49 |
| IL-1RA | 1.26 | 0.36 | ||
| IL-29/IFN-L1 * | 1.23 | −0.41 | ||
| IL-12p70* | 1.22 | 0.36 | ||
| GRO-alpha * | 1.16 | −0.34 | ||
| IL-22 | 1.13 | 0.34 | ||
| IL-15 | 1.00 | −0.30 | ||
| OPLS Pain catastrophizing (PCS) | ||||
| BDNF | 1.67 | 0.80 | Principle component | 1 |
| ENA-78 * | 1.59 | 0.75 | Orthogonal component | 0 |
| GRO-alpha * | 1.59 | 0.75 | CV-ANOVA | 0.0267 |
| IL-7 | 1.52 | 0.72 | R2 | 0.37 |
| VEGF-A | 1.28 | 0.61 | Q2 | 0.20 |
| IL-12p70 * | 1.21 | 0.58 | ||
| TNF-α | 1.21 | 0.57 | ||
| IL-8 | 1.06 | 0.50 | ||
| OPLS Perceived stress (PSS) | ||||
| PYY | 1.82 | 0.62 | Principle component | 1 |
| I-309 * | 1.78 | −0.60 | Orthogonal component | 0 |
| IL-27 | 1.61 | −0.55 | CV-ANOVA | 0.0225 |
| GLP-1 (total) | 1.58 | 0.54 | R2 | 0.48 |
| ENA-78 * | 1.32 | 0.45 | Q2 | 0.22 |
| Eotaxin-3 | 1.22 | −0.41 | ||
| IL-17D | 1.19 | −0.41 | ||
| Proinsulin * | 1.17 | −0.40 | ||
| GLP-1 (inactive) | 1.13 | 0.38 | ||
| IFN-γ | 1.08 | −0.37 | ||
| Ghrelin (active) | 1.06 | 0.36 | ||
| IP-10 | 1.04 | −0.36 | ||
| Ghrelin (total) | 1.01 | 0.35 | ||
| OPLS Insomnia severity (ISI) | ||||
| BAFF | 1.85 | −0.68 | Principle component | 1 |
| Proinsulin * | 1.84 | −0.68 | Orthogonal component | 0 |
| GIP (Inactive) | 1.53 | −0.57 | CV-ANOVA | 0.0032 |
| Total GIP | 1.51 | −0.56 | R2 | 0.57 |
| Insulin | 1.47 | −0.54 | Q2 | 0.31 |
| C-peptide | 1.34 | −0.49 | ||
| I-309 * | 1.31 | −0.49 | ||
| GIP (active) | 1.26 | −0.46 | ||
| IL-1α | 1.10 | 0.41 | ||
OPLS-DA = orthogonal partial least squares discriminant analysis, VIP = variable influence on projection, p(corr) = correlation coefficient, R2 = goodness of fit, Q2 = goodness of projection.