| Literature DB >> 32852552 |
Cassandra L Pattinson1,2, Timothy B Meier3, Vivian A Guedes1, Chen Lai1, Christina Devoto1, Thaddeus Haight4,5, Steven P Broglio6, Thomas McAllister7, Christopher Giza8, Daniel Huber3, Jaroslaw Harezlak9, Kenneth Cameron10, Gerald McGinty11, Jonathan Jackson11, Kevin Guskiewicz12, Jason Mihalik12, Alison Brooks13, Stefan Duma14, Steven Rowson14, Lindsay D Nelson3, Paul Pasquina15, Michael McCrea3, Jessica M Gill1.
Abstract
Importance: Identifying plasma biomarkers associated with the amount of time an athlete may need before they return to sport (RTS) following a sport-related concussion (SRC) is important because it may help to improve the health and safety of athletes. Objective: To examine whether plasma biomarkers can differentiate collegiate athletes who RTS in less than 14 days or 14 days or more following SRC. Design, Setting, and Participants: This multicenter prospective diagnostic study, conducted by the National Collegiate Athletics Association-Department of Defense Concussion Assessment, Research, and Education Consortium, included 127 male and female athletes who had sustained an SRC while enrolled at 6 Concussion Assessment, Research, and Education Consortium Advanced Research Core sites as well as 2 partial-Advanced Research Core military service academies. Data were collected between February 2015 and May 2018. Athletes with SRC completed clinical testing and blood collection at preseason (baseline), postinjury (0-21 hours), 24 to 48 hours postinjury, time of symptom resolution, and 7 days after unrestricted RTS. Main Outcomes and Measures: A total of 3 plasma biomarkers (ie, total tau protein, glial fibrillary acidic protein [GFAP], and neurofilament light chain protein [Nf-L]) were measured using an ultrasensitive single molecule array technology and were included in the final analysis. RTS was examined between athletes who took less than 14 days vs those who took 14 days or more to RTS following SRC. Linear mixed models were used to identify significant interactions between period by RTS group. Area under the receiver operating characteristic curve analyses were conducted to examine whether these plasma biomarkers could discriminate between RTS groups.Entities:
Mesh:
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Year: 2020 PMID: 32852552 PMCID: PMC7453307 DOI: 10.1001/jamanetworkopen.2020.13191
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Demographic and Clinical Characteristics of Athletes in Each RTS Group
| Characteristic | No. (%) by RTS group | ||
|---|---|---|---|
| <14-d (n = 65) | ≥14-d (n = 62) | ||
| Age, mean (SD), y | 19.1 (1.4) | 18.7 (1.2) | .19 |
| Men | 51 (78.5) | 46 (74.2) | .57 |
| Height, mean (SD), cm | 179.6 (9.7) | 178.6 (12.2) | .57 |
| Weight, mean (SD), kg | 84.3 (19.2) | 82.9 (21.5) | .71 |
| Duration of sport participation, mean (SD), y | 11.31 (4.4) | 8.8 (3.4) | .004 |
| Race | |||
| White | 43 (66.2) | 39 (62.9) | .55 |
| African American | 12 (18.5) | 12 (19.4) | |
| Asian | 3 (4.6) | 5 (8.1) | |
| Hawaiian or Pacific Islander | 0 | 2 (3.2) | |
| Multiple | 6 (9.2) | 4 (6.5) | |
| Unknown or not reported | 1 (1.5) | 0 | |
| Ethnicity | |||
| Non-Hispanic | 54 (83.1) | 55 (88.7) | .63 |
| Hispanic | 4 (6.2) | 2 (3.2) | |
| Unknown or not reported | 7 (10.8) | 5 (8.1) | |
| With ADHD | 6 (9.2) | 1 (1.6) | .12 |
| Sport | |||
| Football | 24 (43.6) | 22 (53.7) | .11 |
| Ice hockey | 4 (7.3) | 0 | |
| Lacrosse | 3 (5.5) | 3 (7.3) | |
| Rugby | 5 (9.1) | 3 (7.3) | |
| Soccer | 14 (25.5) | 5 (12.2) | |
| Other | 5 (9.1) | 8 (17.0) | |
| PTA | 12 (18.5) | 12 (19.4) | .90 |
| LOC, yes | 7 (10.8) | 0 | .01 |
| No. of prior concussions | |||
| 0 | 32 (50.0) | 39 (63.9) | .13 |
| 1 | 23 (35.9) | 20 (32.8) | |
| 2 | 7 (10.9) | 2 (3.3) | |
| ≥3 | 2 (3.1) | 0 | |
| Time to symptom resolution, median (IQR), d | 4.0 (3.4) | 11.9 (6.9) | <.001 |
| Baseline biomarker concentrations, mean (SD), LN pg/mL | |||
| Total tau | −0.2 (0.6) | −0.2 (0.8) | .85 |
| GFAP | 4.1 (0.4) | 4.0 (0.4) | .43 |
| Nf-L | 1.8 (0.5) | 1.6 (0.5) | .06 |
Abbreviations: ADHD, attention-deficit/hyperactivity disorder; GFAP, glial fibrillary acidic protein; IQR, interquartile range; LN, natural log-transformation; LOC, loss of consciousness; Nf-L, neurofilament light chain protein; PTA, posttraumatic amnesia; RTS, return to sport.
Result from 2-tailed Fisher exact test.
Result from nonparametric Mann-Whitney U test.
Pairwise Post Hoc Comparisons of Biomarker Concentrations Between Athletes Who Had Sustained a Sport-Related Concussion, by RTS Group
| Biomarker | Level, mean (SE), by RTS group, pg/mL | Mean difference (95% CI) | ||
|---|---|---|---|---|
| <14 d | ≥14 d | |||
| Total tau | ||||
| Participants, No. | 31 | 24 | NA | NA |
| Postinjury | −0.06 (0.13) | 0.24 (0.14) | .12 | −0.29 (−0.68 to 0.08) |
| 24-48 h postinjury | −0.65 (0.12) | −0.14 (0.14) | .008 | −0.51 (−0.88 to −0.14) |
| Time of symptom resolution | −0.54 (0.12) | 0.17 (0.14) | <.001 | −0.71 (−1.09 to −0.34) |
| 7 d after unrestricted RTS | −0.30 (0.11) | −0.13 (0.12) | .31 | −0.17 (−0.50 to 0.16) |
| GFAP | ||||
| Participants, No. | 37 | 42 | NA | NA |
| Postinjury | 4.72 (0.12) | 4.39 (0.11) | .04 | 0.33 (0.01 to 0.65) |
| 24-48 h postinjury | 4.37 (0.09) | 4.28 (0.08) | .45 | 0.09 (−0.15 to 0.32) |
| Time of symptom resolution | 4.26 (0.06) | 4.21 (0.06) | .59 | 0.04 (−0.12 to 0.21) |
| 7 d after unrestricted RTS | 4.27 (0.07) | 4.16 (0.06) | .23 | 0.11 (−0.07 to 0.29) |
| Nf-L | ||||
| Participants, No. | 36 | 42 | NA | NA |
| Postinjury | 1.97 (0.07) | 1.92 (0.07) | .59 | 0.05 (−0.14 to 0.25) |
| 24-48 h postinjury | 1.89 (0.07) | 1.87 (0.06) | .81 | 0.02 (−0.16 to 0.21) |
| Time of symptom resolution | 1.98 (0.08) | 1.83 (0.07) | .17 | 0.15 (−0.07 to 0.37) |
| 7 d after unrestricted RTS | 2.05 (0.09) | 1.85 (0.08) | .09 | 0.20 (−0.03 to 0.44) |
Abbreviations: GFAP, glial fibrillary acidic protein; NA, not applicable; Nf-L, neurofilament light chain protein; RTS, return to sport.
All variables have been natural log–transformed and the P values and 95% CIs of the difference have been adjusted for multiple comparisons using Bonferroni adjustment.
Receiver Operating Characteristic Curve Results
| Variable | AUC (SE) [95% CI] | Cut point | Sensitivity | Specificity | PPV | NPV | |
|---|---|---|---|---|---|---|---|
| Tau | |||||||
| 24-48 h postinjury | 0.66 (0.06) [0.53-0.78] | .02 | −0.72 | 0.82 | 0.49 | 0.65 | 0.72 |
| Time of symptom resolution | 0.75 (0.06) [0.63-0.86] | <.001 | −0.41 | 0.79 | 0.51 | 0.63 | 0.68 |
| GFAP, postinjury | 0.40 (0.07) [0.27-0.54] | .15 | 4.26 | 0.66 | 0.63 | 0.53 | 0.51 |
Abbreviations: AUC, area under the receiver operating characteristic curve; GFAP, glial fibrillary acidic protein; NPV, negative predictive value; PPV, positive predictive value.
All variables have been natural log–transformed.