Evaluating Routine Blood Tests According to Clinical Symptoms and Diagnostic Criteria in Individuals with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome
Abstract
:1. Introduction
2. Materials and Methods
2.1. Participants
2.2. ME/CFS Assessment and Diagnosis
2.3. Measures
2.4. Patient Groupings: Functional Status, Illness Duration, and Diagnostic Criteria
2.5. Blood Collection and Processing
2.6. Ethics
2.7. Statistical Analysis
3. Results
3.1. Study Population Characteristics
3.2. Comparing Patients and Healthy Controls
3.3. Comparing Subgroups of Patients between Blood Tests, Clinical Characteristics, and Case Criteria for ME/CFS
4. Discussion
Strengths and Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
CFS | Chronic fatigue syndrome |
ME | Myalgic encephalomyelitis |
ICC | The International Consensus Criteria for ME/CFS |
CCC | Canadian Consensus Criteria |
CK | Creatine kinase |
ESR | Erythrocyte sedimentation rate |
DSQ | DePaul Symptom Questionnaires |
OUS | Oslo Universitetssykehus (Oslo University Hospital) |
BMI | Body mass index |
MCHC | Mean corpuscular hemoglobin concentration |
MCV | Mean corpuscular volume |
hsCRP | High-sensitivity C-reactive protein |
TIBC | Total iron binding capacity |
ALAT | Alanine transaminase |
ASAT | Aspartate aminotransferase |
GGT/GT | Gamma-glutamyl transferase |
GFR | Glomerular filtration rate |
TSH | Thyroid stimulating hormone |
HCY | Homocysteine |
IgG | Immunoglobulin G |
IgG1 | Immunoglobulin G subclass 1 |
IgG2 | Immunoglobulin G subclass 2 |
IgG3 | Immunoglobulin G subclass 3 |
IgG4 | Immunoglobulin G subclass 4 |
IgA | Immunoglobulin A |
IgM | Immunoglobulin M |
RF | Rheumatoid Factor |
Anti-CCP | Anti-cyclic citrullinated peptide |
TTGA | Tissue transglutaminase antibody |
ALP | Alkaline phosphatase |
LDL | Low-density lipoprotein |
HDL | High-density lipoprotein |
ATP | Adenosine triphosphate |
ANCOVA | Analysis of covariance |
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Variables | ME/CFS Patients (n = 149) | Healthy Controls (n = 264) | p-Values (Patients vs. Controls) |
---|---|---|---|
Age (years) 28 missing | 37.7±11.4 | 31.1±8.4 | <0.001 |
Gender, | |||
Male n (%) | 28 (19) | 78 (30) | 0.02 |
Female n (%) | 121 (81) | 186 (70) | |
Education (years completed), 59 missing | |||
1–10 years (%) | 16 (12) | 2 (1) | <0.001 |
10–14 years (%) | 52 (35) | 59 (29) | |
14–16 (%) | 59 (40) | 87 (42) | |
>16 (%) | 21 (13) | 58 (27) | |
BMI (kg/m2) (26 missing) | 24.5 (4.7) | 24.5 (4.2) | 0.91 |
ME/CFS Patients | Healthy Controls | Patients vs. Controls | |||||
---|---|---|---|---|---|---|---|
Variables | Mean ± SD (95% CI) | n | Mean ± SD (95% CI) | n | Mean Difference (95% CI) | Eta * | p-Values |
Sedimentation rate (5.88/4.13) | 6.28 ± 7.47 (5.558;7.0003) | 123 | 4.90 ± 5.29 (4.274;5.525) | 215 | 1.38 (0.045;2.714) | 0.161 | 0.003 |
Hemoglobin (1.08/13.38) | 13.85 ± 1.16 (13.704;13.997) | 142 | 13.85 ± 1.02 (13.723;13.976) | 228 | 0.001 (0.819;1.941) | 0.001 | 0.99 |
Erythrocytes (4.50/0.42) | 4.65 ± 0.43 (4.591;4.71) | 142 | 4.66 ± 0.41 (4.605;4.707) | 228 | 0.01 (1.291;1.469) | 0.001 | 0.89 |
Hematocrit (0.40/0.03) | 0.41 ± 2.81 (0.408;0.417) | 141 | 0.41 ± 0.03 (0.41;0.418) | 228 | 0 (−0.252;0.252) | 0.031 | 0.50 |
MCHC (33.43/0.93) | 33.65 ± 0.96 (33.48;33.81) | 142 | 33.51 ± 0.91 (33.37;33.656) | 228 | 0.14 (−1.765;2.045) | 0.063 | 0.20 |
MCV (89.19/3.63) | 88.85 ± 5.29 (88.219;89.481) | 141 | 89.20 ± 4.72 (88.656;89.746) | 227 | 0.35 (−1.799;2.499) | 0.045 | 0.38 |
Thrombocytes (242.91/53.84) | 241.82 ± 74.41 (232.16;251.487) | 140 | 236.84 ± 50.99 (228.512;245.17) | 228 | 4.98 (−9.153;19.113) | 0.045 | 0.41 |
Leukocytes (5.42/1.46) | 5.76 ± 1.74 (5.504;6.024) | 139 | 5.17 ± 1.37 (4.946;5.393) | 228 | 0.59 (0.248;0.932) | 0.187 | <0.001 |
Lymphocytes (1.91/0.59) | 2.03 ± 0.65 (1.925;2.133) | 142 | 1.76 ± 0.53 (1.672;1.852) | 227 | 0.27 (0.145;0.395) | 0.210 | <0.001 |
Neutrophils (2.92/1.02) | 3.11 ± 1.24 (2.928;3.292) | 139 | 2.77 ± 1.06 (2.618;2.931) | 226 | 0.34 (0.089;0.591) | 0.105 | 0.003 |
Monocytes (0.42/0.13) | 0.46 ± 0.16 (0.439;0.484) | 140 | 0.42 ± 0.12 (0.401;0.4441) | 226 | 0.39 (0.309;0.371) | 0.148 | 0.005 |
Eosinophils (0.17/0.12) | 0.18 ± 0.11 (0.154;0.199) | 142 | 0.18 ± 0.11 (0.155;0.195) | 228 | 0.04 (0.017;0.063) | 0.001 | 0.912 |
Basophils (0.02/0.04) | 0.03 ± 0.05 (0.023;0.038) | 141 | 0.02 ± 0.13 (0.016;0.029) | 227 | 0.002 (0.017;0.021) | 0. 110 | 0.072 |
hsCRP (2.50/2.48) | 2.7 ± 4.61 (2.093;3.319) | 87 | 2.10 ± 4.88 (1.551;2.629) | 129 | 0.61 (−0.668;1.888) | 0.110 | 0.112 |
TIBC (63.51/10.27) | 60.57 ± 6.84 (56.799;64.332) | 38 | 63.50 ± 9.91 (60.601;66.392) | 64 | 2.93 (−1.43;7.29) | 0.138 | 0.171 |
Ferritin (70.59/56.67) | 110.45 ± 80.81 (91.389;129.509) | 37 | 82.32 ± 54.33 (68.036;96.609) | 64 | 28.13 (−1.41;–57.67) | 0.265 | 0.009 |
Vitamin B12 (351.17/135.23) | 409.7 ± 222.61 (385.366;434.060) | 135 | 326.24 ± 113.6 (305.516;346.954) | 229 | 83.43 (62.89;124.21) | 0.281 | <0.001 |
Vitamin B9 (19.19/7.72) | 18.36 ± 9.53 (16.909;19.816) | 131 | 18.72 ± 7.22 (17.486;19.949) | 226 | 0.36 (−1.544;–2.264) | 0.001 | 0.693 |
Sodium (104.15/1.85) | 140.34 ± 2.13 (140.013;140.667) | 144 | 140.28 ± 1.68 (139.999;140.566) | 230 | 0.06 (−0.16;–0.27) | 0.001 | 0.779 |
Potassium (3.82/0.22) | 3.81 ± 0.26 (3.77;3.845) | 143 | 3.92 ± 0.25 (3.884;3.949) | 229 | 0.11 (0.056;0.164) | 0.235 | <0.001 |
P-calcium (2.30/0.075) | 2.3 ± 0.08 (2.307;2.33) | 143 | 2.30 ± 0.25 (2.286;2.308) | 230 | 0.02 (−0.02;0.06) | 0.145 | 0.005 |
S-calcium (1.22/0.034) | 1.22 ± 0.03 (1.217;1.229) | 143 | 1.22 ± 0.08 (1.212;1.223) | 228 | 0 (−0.02;–0.06) | 0.077 | 0.138 |
Phosphate (1.03/0.17) | 1.03 ± 0.17 (1.002;1.061) | 144 | 1.01 ± 0.17 (0.984;1.035) | 230 | 0.02 (0;0.038) | 0.020 | 0.240 |
ASAT (21.63/5.68) | 22.03 ± 15.3 (21.044;23.008) | 142 | 22.79 ± 8.64 (21.944;23.643) | 227 | 0.76 (−2.035;3.545) | 0. 063 | 0.211 |
ALAT (19.32/9.77) | 23.24 ± 26.06 (21.511;24.960) | 142 | 19.94 ± 13.35 (19.444;21.426) | 228 | 3.3 (−1.37;7.971) | 0.158 | 0.002 |
CK (94.06/66.91) | 84.33 ± 34.43 (73.708;95.061) | 144 | 121.90 ± 282.88 (112.559;131.231) | 224 | 37.57 (0.282;75.422) | 0.281 | <0.001 |
Creatinine (68.46/11.03) | 70.16 ± 11.59 (68.435;71.886) | 143 | 72.76 ± 11.88 (71.263;74.259) | 227 | 2.6 (0.126;5.074) | 0.126 | 0. 016 |
HDL-cholesterol (1.54/0.38) | 1.37 ± 0.4 (1.227;1.502) | 38 | 1.50 ± 0.4 (1.395;1.608) | 63 | 0.13 (−0.303;0.043) | 0.176 | 0.082 |
LDL-cholesterol (2.77/0.42) | 3.16 ± 0.88 (2.921;3.393) | 37 | 2.71 ± 0.7 (2.530;2.894) | 63 | 0.45 (0.104;0.796) | 0.324 | 0.001 |
Triglycerides (1.03/0.53) | 1.29 ± 1.44 (1.096;1.474) | 36 | 1.10 ± 0.43 (0.953;1.247) | 63 | 0.19 (−0.312;0.692) | 0.176 | 0.084 |
Albumin (43.38/2.56) | 43.91 ± 2.95 (43.055;44.757) | 38 | 44.23 ± 2.25 (43.577;44.885) | 64 | 0.32 (2.154;2.795) | 0.071 | 0.500 |
Total protein (70.80/3.51) | 72.53 ± 3.6 (71.277;73.784) | 38 | 71.00 ± 8.57 (70.032;71.962) | 63 | 1.53 (−0.945;4.005) | 0.214 | 0.033 |
TSH (1.92/0.94) | 1.93 ± 0.98 (1.756;2.101) | 143 | 1.89 ± 1.34 (1.739;2.040) | 220 | 0.04 (−0.081;0.279) | 0.001 | 0.721 |
IgG4 (0.49/0.45) | 0.64 ± 0.38 (0.471;0.809) | 36 | 0.54 ± 0.29 (0.413;0.669) | 62 | 0.1 (−0.082;0.282) | 0.110 | 0.296 |
IgA (2.03/0.77) | 2.22 ± 0.82 (1.929;2.515) | 37 | 2.13 ± 0.96 (1.903;2.348) | 62 | 0.1 (−0.182;0.475) | 0.063 | 0.559 |
IgM (1.08/0.41) | 1.06 ± 0.62 (0.904;1.218) | 35 | 0.96 ± 0.47 (0.841;1.074) | 62 | 0.1 (−0.142;0.342) | 0.122 | 0.241 |
Rheumatoid factor IgA (2.55/2.68) | 2.89 ± 12.99 (2.412;3.368) | 133 | 2.61 ± 0.96 (2.205;3.017) | 221 | 0.28 (−2.021;2.305) | 0.055 | 0.348 |
Rheumatoid factor IgM (5.51/4.74) | 6.02 ± 13.87 (5.155;6.883) | 137 | 5.26 ± 4.73 (4.521;5.996) | 227 | 0.76 (−1.743;3.263) | 0.077 | 0.156 |
Anti-CCP (0.85/0.77) | 0.94 ± 0.48 (0.641;1.239) | 37 | 0.88 ± 0.6 (0.655;1.104) | 63 | 0.06 (−0.159;0.279) | 0.032 | 0.717 |
Function Status | Illness Duration | Case Criteria | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Variables (Mean ± SD) | Severe (n = 43) | Moderate (n = 75) | Mild (n = 31) | Beta Eta | 1–2 Years (n = 14) | >2 Years (n = 118) | Since Childhood (n = 17) | Beta Eta | Non-ICC (n = 55) | ICC (n = 94) | Beta |
Sedimentation rate (7.24 ± 4.46) | 6.09 | 5.88 | 6.38 | 0.017 0.045 (ns) | 6.70 | 6.30 | 3.92 | −0.129 0.184 (ns) | 5.86 | 6.16 | 0.039 (ns) |
Hemoglobin (13.3 ± 1.17) | 13.85 | 13.89 | 14.00 | 0.043 0.055 (ns) | 13.58 | 13.91 | 14.09 | 0.085 0.13 (ns) | 13.90 | 13.91 | −0.002 (ns) |
Erythrocytes (4.46 ± 0.43) | 4.65 | 4.63 | 4.70 | 0.042 0.084 (ns) | 4.56 | 4.65 | 4.67 | 0.037 0.077 (ns) | 4.65 | 4.64 | −0.011 (ns) |
Hematocrit (0.40 ± 0.034) | 0.41 | 0.41 | 0.42 | 0.059 0.089 (ns) | 0.40 | 0.41 | 0.42 | 0.076 0.015 (ns) | 0.41 | 0.41 | 0.029 (ns) |
MCHC (33.45 ± 0.96) | 33.65 | 33.77 | 33.54 | −0.035 0.10 (ns) | 33.81 | 33.67 | 33.76 | 0.009 0.055 (ns) | 33.80 | 33.61 | −0.088 (ns) |
MCV (89.47 ± 3.41) | 88.90 | 89.09 | 89.40 | 0.050 0.055 (ns) | 88.44 | 89.11 | 89.58 | 0.078 0.077 (ns) | 88.74 | 89.41 | 0.098 (ns) |
Thrombocytes (242.45 ± 58.26) | 248.99 | 244.11 | 238.64 | −0.057 0.063 (ns) | 230.13 | 245.27 | 247.14 | 0.048 0.077 (ns) | 238.38 | 248.60 | 0.08 (ns) |
Leukocytes (5.87 ± 1.55) | 5.78 | 5.75 | 5.52 | −0.055 0.063 (ns) | 5.27 | 5.79 | 5.56 | 0.022 0.10 (ns) | 5.62 | 5.78 | 0.043 (ns) |
Lymphocytes (2.05 ± 0.66) | 2.09 | 1.98 | 1.99 | −0.058 0.071 (ns) | 1.72 | 2.05 | 1.98 | 0.081 0.14 (ns) | 1.99 | 2.02 | 0.027 (ns) |
Neutrophils (3.20 ± 1.11) | 3.02 | 3.15 | 2.87 | −0.034 0.10 (ns) | 2.89 | 3.11 | 2.86 | −0.035 0.089 (ns) | 3.02 | 3.09 | 0.023 (ns) |
Monocytes (0.45 ± 0.15) | 0.47 | 0.45 | 0.44 | −0.052 0.063 (ns) | 0.41 | 0.46 | 0.45 | 0.042 0.089 (ns) | 0.43 | 0.47 | 0.14 (ns) |
Eosinophils (0.17 ± 0.11) | 0.18 | 0.18 | 0.18 | −0.021 0.032 (ns) | 0.21 | 0.17 | 0.20 | −0.024 0.122 (ns) | 0.19 | 0.17 | −0.10 (ns) |
Basophils (0.029 ± 0.045) | 0.034 | 0.032 | 0.029 | −0.041 0.044 (ns) | 0.028 | 0.033 | 0.031 | 0.004 0.032 (ns) | 0.028 | 0.035 | 0.071 (ns) |
hsCRP (1.39 ± 1.86) | 0.82 | 1.15 | 1.62 | 0.15 0.15 (ns) | 1.05 | 1.27 | 0.67 | −0.045 0.11 (ns) | 1.33 | 1.032 | −0.076 (ns) |
Vitamin-B12 (407.74 ± 163) | 440.31 | 386.16 | 415.44 | −0.058 0.14 (ns) | 428.75 | 405.09 | 382.37 | −0.074 0.063 (ns) | 406.79 | 402.31 | −0.021 (ns) |
Vitamin-B9 (19.21 ± 8.89) | 20.72 | 16.94 | 18.55 | −0.10 0.18 (ns) | 19.23 | 18.53 | 15.54 | −0.12 0.12 (ns) | 18.89 | 7.64 | −0.070 (ns) |
Sodium (140.03 ± 2.13) | 104.20 | 140.70 | 139.95 | −0.025 0.15 (ns) | 140.99 | 140.49 | 139.63 | −0.13 0.15 (ns) | 140.66 | 140.23 | −0.093 (ns) |
Potassium (3.77 ± 0.24) | 3.76 | 3.82 | 3.87 | 0.16 * 0.17 | 4.01 | 3.80 | 3.77 | −0.21 ** 0.27 ** | 3.82 | 3.81 | −0.019 (ns) |
P-calcium (2.30 ± 0.075) | 2.33 | 2.32 | 2.32 | −0.087 0.11 (ns) | 2.35 | 2.32 | 2.30 | −0.14 0.16 (ns) | 2.33 | 2.31 | −0.12 (ns) |
S-calcium (1.22 ± 0.034) | 1.23 | 1.22 | 1.22 | −0.060 0.063 (ns) | 1.23 | 1.22 | 1.23 | 0.046 0.11 (ns) | 1.22 | 1.23 | 0.076 (ns) |
Phosphate (1.03 ± 0.17) | 1.042 | 1.022 | 1.021 | −0.046 0.055 (ns) | 1.078 | 1.019 | 1.034 | −0.024 0.095 (ns) | 1.019 | 1.033 | 0.048 (ns) |
ASAT (20.92 ± 5.24) | 23.092 | 22.13 | 20.51 | −0.17 * 0.17 | 22.11 | 22.24 | 20.67 | −0.068 0.095 (ns) | 21.61 | 22.31 | 0.065 (ns) |
ALAT(21.063 ± 11.67) | 26.83 | 23.031 | 20.58 | −0.19 * 0.20 | 21.93 | 24.17 | 20.26 | −0.067 0.12 (ns) | 22.53 | 25.097 | 0.056 (ns) |
CK (67.66 ± 34.50) | 64.85 | 87.091 | 88.34 | 0.25 *** 0.34 *** | 68.41 | 82.55 | 88.032 | 0.11 0.15 (ns) | 87.32 | 77.75 | −0.14 (ns) |
Creatinine (65.79 ± 10.75) | 68.089 | 70.81 | 73.38 | 0.17 * 0.2 | 65.53 | 71.34 | 71.14 | 0.097 * 0.18 | 72.90 | 68.99 | −0.18 * |
TSH (1.94 ± 0.98) | 1.82 | 1.99 | 2.16 | 0.12 0.12 (ns) | 1.66 | 2.040 | 1.87 | 0.041 0.12 (ns) | 2.034 | 1.94 | −0.043 (ns) |
Rheumatoid factor-IgA (2.76 ± 2.64) | 2.55 | 2.95 | 2.41 | −0.0090 0.089 (ns) | 2.94 | 2.58 | 3.63 | 0.063 0.12 (ns) | 3.24 | 2.42 | −0.15 (ns) |
Rheumatoid factor-IgM (6.12 ± 4.56) | 6.12 | 5.47 | 6.62 | 0.028 0.1 (ns) | 5.98 | 5.79 | 6.095 | 0.016 0 (ns) | 6.47 | 5.42 | −0.11 (ns) |
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Baklund, I.H.; Dammen, T.; Moum, T.Å.; Kristiansen, W.; Duarte, D.S.; Castro-Marrero, J.; Helland, I.B.; Strand, E.B. Evaluating Routine Blood Tests According to Clinical Symptoms and Diagnostic Criteria in Individuals with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome. J. Clin. Med. 2021, 10, 3105. https://doi.org/10.3390/jcm10143105
Baklund IH, Dammen T, Moum TÅ, Kristiansen W, Duarte DS, Castro-Marrero J, Helland IB, Strand EB. Evaluating Routine Blood Tests According to Clinical Symptoms and Diagnostic Criteria in Individuals with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome. Journal of Clinical Medicine. 2021; 10(14):3105. https://doi.org/10.3390/jcm10143105
Chicago/Turabian StyleBaklund, Ingrid H., Toril Dammen, Torbjørn Åge Moum, Wenche Kristiansen, Daysi Sosa Duarte, Jesus Castro-Marrero, Ingrid Bergliot Helland, and Elin Bolle Strand. 2021. "Evaluating Routine Blood Tests According to Clinical Symptoms and Diagnostic Criteria in Individuals with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome" Journal of Clinical Medicine 10, no. 14: 3105. https://doi.org/10.3390/jcm10143105
APA StyleBaklund, I. H., Dammen, T., Moum, T. Å., Kristiansen, W., Duarte, D. S., Castro-Marrero, J., Helland, I. B., & Strand, E. B. (2021). Evaluating Routine Blood Tests According to Clinical Symptoms and Diagnostic Criteria in Individuals with Myalgic Encephalomyelitis/Chronic Fatigue Syndrome. Journal of Clinical Medicine, 10(14), 3105. https://doi.org/10.3390/jcm10143105