| Literature DB >> 28761029 |
Pejana Rastovic1, Marija Definis Gojanovic, Marina Berberovic, Marko Pavlovic, Josip Lesko, Gordan Galic, Maja Pandza.
Abstract
BACKGROUND: Whiplash-associated disorders (WAD) result from injury of neck structures that most often occur during traffic accidents as a result of rapid acceleration-deceleration. The dominant symptoms manifest in the musculoskeletal system and include increased fatigue. Because of the frequency of whiplash injuries, a simple, cheap and useful diagnostic tool is needed to differentiate whiplash injury from healthy patients or those faking symptoms.Entities:
Mesh:
Year: 2017 PMID: 28761029 PMCID: PMC6150591 DOI: 10.5144/0256-4947.2017.297
Source DB: PubMed Journal: Ann Saudi Med ISSN: 0256-4947 Impact factor: 1.526
Anthropometric measurements.
| Patients (n=75) | Controls (n=75) | |
|---|---|---|
|
| ||
| Age (years) | 34.6 (11.1) | 34.1 (11.1) |
| Height (cm) | 178.9 (10.3) | 179.5 (9.9) |
| Weight (kg) | 82.0 (19.5) | 82.2 (19.5) |
| BMI (kg/m2) | 25.4 (4.8) | 25.2 (4.7) |
| Neck circumference (cm) | 38.3 (4.8) | 38.5 (4.9) |
Data are mean (standard deviation).
Time of onset of isometric muscle fatigue for patients with whiplash injury and controls for each test position.
| Test position | Group | Time of onset (s) | df | |
|---|---|---|---|---|
|
| ||||
| 1 | Patients | 52.9 (44.8) | 148 | −21.514 |
| Controls | 266.4 (73.3) | |||
| 2 | Patients | 42 (35) | 148 | −17.473 |
| Controls | 212 (76.6) | |||
| 3 | Patients | 50.6 (42.3) | 148 | −15.540 |
| Controls | 202 (64) | |||
| 4 | Patients | 45.6 (41) | 148 | −17.102 |
| Controls | 217 (86.2) | |||
| 5 | Patients | 28.1 (26.4) | 148 | −14.896 |
| Controls | 121.7 (47.6) | |||
| 6 | Patients | 41.4 (41.1) | 148 | −24.360 |
| Controls | 309.4 (85.9) | |||
Time of onset values are mean (standard deviation). Statistical analysis by independent t test. P<.01 for all comparisons.
Time to onset of isometric muscle fatigue in patients with whiplash injury and controls by injury grade for each test position.
| Test position | QTF | Patients | Controls | ||
|---|---|---|---|---|---|
| Time to onset (s) | F statistic | Time to onset (s) | F statistic | ||
|
| |||||
| 1 | 1 | 82.6 (54.4) | 15.895 | 271.2 (72.9) | .100 |
| 2 | 46 (27) | 264.7 (82) | |||
| 3 | 23 (16.7) | 262.2 (66) | |||
| 2 | 1 | 63.1 (39.1) | 11.196 | 201.1 (49.6) | .623 |
| 2 | 35 (23.1) | 224.7 (87.5) | |||
| 3 | 23.1 (26.9) | 211.3 (91.8) | |||
| 3 | 1 | 81.3 (44) | 18.028 | 225.7(67.7) | 4.139 |
| 2 | 38.1 (24.2) | 198.6 (52.1) | |||
| 3 | 25.6 (32.1) | 175.8 (62.8) | |||
| 4 | 1 | 79.2 (44.8) | 27.603 | 243.8 (97.7) | 2.450 |
| 2 | 34 (24.8) | 208.5 (77) | |||
| 3 | 15.9 (9.8) | 192.6 (73.9) | |||
| 5 | 1 | 47.4 (28.9) | 19.433 | 130 (47.2) | .686 |
| 2 | 21.5 (20.5) | 115.9 (51.2) | |||
| 3 | 10.9 (5.9) | 117.7 (44.5) | |||
| 6 | 1 | 71.7 (38.4) | 22.129 | 337.5 (94.4) | 2.616 |
| 2 | 34.7 (38.8) | 298.4 (72.5) | |||
| 3 | 10.6 (6.1) | 286.1 (82.4) | |||
Statistical analysis by ANOVA with Tukey post hoc test results. Degrees of freedom for patients: between groups 2 and within groups 74 ; for controls: between groups 2 and within groups 73
Tukey post hoc test:
<.05;
<.01;
<.05 between QTF1 and QTF2;
<.05 between QTF1 and QTF3;
<.05 between QTF2 and QTF3 (QTF: Quebec Task Force)
Figure 1ROC curve for time-to-isometric muscle fatigue onset. 1–6 refers to Position 1 to 6.
Area under the receiver operating characteristic curve for isometric muscle fatigue onset in patients and controls for each test position.
| Test position | Area under the curve | Standard error | Reliability interval (95%) | Cut-off value (s) | Sensitivity | 1-Specificity | ||
|---|---|---|---|---|---|---|---|---|
| Lower limit | Upper limit | |||||||
|
| ||||||||
| 1 | 0.989 | 0.006 | <.001 | 0.977 | 1.000 | 115 | 0.907 | 0.013 |
| 2 | 0.989 | 0.007 | <.001 | 0.976 | 1.000 | 111.25 | 0.960 | 0.027 |
| 3 | 0.974 | 0.010 | <.001 | 0.954 | 0.994 | 114 | 0.920 | 0.067 |
| 4 | 0.977 | 0.011 | <.001 | 0.956 | 0.997 | 119.3 | 0.933 | 0.107 |
| 5 | 0.971 | 0.013 | <.001 | 0.945 | 0.997 | 65.3 | 0.933 | 0.093 |
| 6 | 0.999 | 0.001 | <.001 | 0.996 | 1.000 | 156.8 | 0.987 | 0.040 |
Prediction of assignment to patient or control group by binary logistic regression for each test position.
| Test position | B | SE | Wald | OR (95% CI) | |
|---|---|---|---|---|---|
|
| |||||
| 1 | 6.578 | 1.082 | 36.945 | <.001 | 718.8 (86.2–5994.8) |
| 2 | 6.775 | 0.928 | 53.321 | <.001 | 876 (142.1–5398.8) |
| 3 | 4.913 | 0.610 | 64.903 | <.001 | 136 (41.2–449.4) |
| 4 | 4.764 | 0.595 | 64.082 | <.001 | 117.3 (36.5–376.5) |
| 5 | 4.913 | 0.610 | 64.903 | <.001 | 136 (41.2–449.4) |
| 6 | 7.482 | 1.167 | 41.141 | <.001 | 1776 (180.5–17473.3) |
Prediction of assignment to patient or control group on the basis of dichotomous values for time to isometric muscle fatigue for each test position by binary logistic regression.
| Assignment | Nagelkerk R square (%) | Predicted assignment | Correct predictions (%) | ||
|---|---|---|---|---|---|
| Patients n (%) | Controls n (%) | ||||
|
| |||||
| Position 1 | Patients | 68 (90.6) | 7 (9.3) | 90.7 | |
| Controls | 1 (1.3) | 74 (98.6) | 98.7 | ||
| Position 2 | Patients | 72 (96) | 3 (4) | 96 | |
| Controls | 2 (2.6) | 73 (97.3) | 97.3 | ||
| Position 3 | Patients | 68 (90.6) | 7 (9.3) | 90.7 | |
| Controls | 5 (6.6) | 70 (93.3) | 93.3 | ||
| Position 4 | Patients | 70 (93.3) | 5 (6.6) | 93.3 | |
| Controls | 8 (10.5) | 67 (90.5) | 89.3 | ||
| Position 5 | Patients | 70 (93.3) | 5 (6.6) | 93.3 | |
| Controls | 7 (9.3) | 68 (90.6) | 90.7 | ||
| Position 6 | Patients | 74 (98.6) | 1 (1.3) | 98.7 | |
| Controls | 3 (4) | 72 (96) | 96 | ||
Bolded values are the average for correct predictions.
Figure 2ROC curve for time-to-isometric muscle fatigue onset in patients with QTF1 and QTF2 grade whiplash injury.
Figure 3ROC curve for time-to-isometric muscle fatigue onset in patients with QTF2 and QTF3 grade whiplash injury.
Area under the ROC curve for isometric muscle fatigue onset in patients with QTF grade 1 and QTF grade 2 injury for each test position.
| Test position | Area under curve | Std. error | Reliability interval (95%) | Cut-off value(s) | Sensitivity | 1-Specificity | ||
|---|---|---|---|---|---|---|---|---|
| Lower limit | Upper limit | |||||||
|
| ||||||||
| 1 | 0.723 | 0.071 | .005 | 0.584 | 0.861 | 59 | 0.720 | 0.286 |
| 2 | 0.747 | 0.067 | .002 | 0.616 | 0.878 | 44 | 0.720 | 0.321 |
| 3 | 0.821 | 0.058 | .000 | 0.707 | 0.935 | 59.5 | 0.840 | 0.250 |
| 4 | 0.859 | 0.052 | .000 | 0.758 | 0.960 | 57.8 | 0.880 | 0.250 |
| 5 | 0.812 | 0.061 | .000 | 0.692 | 0.932 | 30.3 | 0.760 | 0.286 |
| 6 | 0.796 | 0.065 | .000 | 0.669 | 0.922 | 45.1 | 0.760 | 0.214 |
Predictions of assignment to QTF grade 1 or QTF grade 2 based on dichotomous values for isometric muscle fatigue onset for each test position by binary logistic regression.
| Assignment | Nagelkerk R square (%) | Predicted assignment | Correct predictions (%) | ||
|---|---|---|---|---|---|
| QTF2 | QTF3 | ||||
|
| |||||
| Position 1 | QTF1 | 20 | 8 | 71.4 | |
| QTF2 | 7 | 18 | 72 | ||
| Position 2 | QTF1 | 19 | 9 | 67.9 | |
| QTF2 | 7 | 18 | 72 | ||
| Position 3 | QTF1 | 21 | 7 | 75 | |
| QTF2 | 4 | 21 | 84 | ||
| Position 4 | QTF1 | 21 | 7 | 75 | |
| QTF2 | 2 | 23 | 92 | ||
| Position 5 | QTF1 | 20 | 8 | 71.4 | |
| QTF2 | 6 | 19 | 76 | ||
| Position 6 | QTF1 | 21 | 7 | 75 | |
| QTF2 | 6 | 19 | 76 | ||
Bolded values are the average for correct predictions.
Area under the ROC curve for isometric muscle fatigue onset in patients with QTF grade 2 and QTF grade 3 injury for each test position.
| Test position | Area under curve | Std. error | Reliability interval (95%) | Cut-off value (s) | Sensitivity | 1-Specificity | ||
|---|---|---|---|---|---|---|---|---|
| Lower limit | Upper limit | |||||||
|
| ||||||||
| 1 | 0.753 | 0.073 | .003 | 0.610 | 0.896 | 34.3 | 0.955 | 0.400 |
| 2 | 0.689 | 0.082 | .027 | 0.528 | 0.850 | 27.3 | 0.818 | 0.400 |
| 3 | 0.714 | 0.077 | .012 | 0.563 | 0.865 | 30.7 | 0.773 | 0.400 |
| 4 | 0.736 | 0.072 | .006 | 0.595 | 0.878 | 19.6 | 0.682 | 0.400 |
| 5 | 0.639 | 0.083 | .103 | 0.476 | 0.803 | 14.7 | 0.818 | 0.480 |
| 6 | 0.717 | 0.077 | .011 | 0.566 | 0.869 | 12.8 | 0.682 | 0.280 |
Predictions of assignment to QTF grade 2 or QTF grade 3 based on dichotomous values for isometric muscle fatigue onset for each test position by binary logistic regression.
| Assignment | Nagelkerk R square (%) | Predicted assignment | Correct predictions (%) | ||
|---|---|---|---|---|---|
| QTF2 | QTF3 | ||||
|
| |||||
| Position 1 | QTF2 | 15 | 10 | 60 | |
| QTF3 | 1 | 21 | 95.5 | ||
| Position 2 | QTF2 | 15 | 10 | 60 | |
| QTF3 | 4 | 18 | 81.8 | ||
| Position 3 | QTF2 | 15 | 10 | 60 | |
| QTF3 | 5 | 17 | 77.3 | ||
| Position 4 | QTF2 | 14 | 11 | 56 | |
| QTF3 | 7 | 15 | 68.2 | ||
| Position 5 | QTF2 | 12 | 12 | 50 | |
| QTF3 | 4 | 18 | 81.8 | ||
| Position 6 | QTF2 | 18 | 7 | 72 | |
| QTF3 | 7 | 15 | 68.2 | ||
Bolded values are the average for correct predictions.
Correlation between grade of whiplash injury and onset of muscle fatigue for each test position.
| Test position | Position 1 | Position 2 | Position 3 | Position 4 | Position 5 | Position 6 |
|---|---|---|---|---|---|---|
| Spearman coefficient for all QTF grades | −.623 | −.578 | −.656 | −.739 | −.653 | −.685 |
P<.01 for all correlations