| Literature DB >> 33822070 |
Harvey S Levin1,2, Nancy R Temkin3,4, Jason Barber3, Lindsay D Nelson5,6, Claudia Robertson2, Jeffrey Brennan1, Murray B Stein7, John K Yue8, Joseph T Giacino9,10, Michael A McCrea5,6, Ramon Diaz-Arrastia11, Pratik Mukherjee8, David O Okonkwo12, Kim Boase3, Amy J Markowitz8, Yelena Bodien9,10, Sabrina Taylor8, Mary J Vassar8, Geoffrey T Manley8, Opeolu Adeoye13, Neeraj Badjatia14, M Ross Bullock15, Randall Chesnut3, John D Corrigan16, Karen Crawford17, Sureyya Dikmen18, Ann-Christine Duhaime19, Richard Ellenbogen3, V Ramana Feeser20, Adam R Ferguson8, Brandon Foreman13, Raquel Gardner8, Etienne Gaudette17, Luis Gonzalez21, Shankar Gopinath1, Rao Gullapalli14, J Claude Hemphill8, Gillian Hotz15, Sonia Jain7, C Dirk Keene3, Frederick K Korley22, Joel Kramer8, Natalie Kreitzer13, Chris Lindsell23, Joan Machamer3, Christopher Madden24, Alastair Martin8, Thomas McAllister25, Randall Merchant20, Amber Nolan8, Laura B Ngwenya13, Florence Noel1, Eva Palacios8, Ava Puccio13, Miri Rabinowitz12, Jonathan Rosand10, Angelle Sander1, Gabriella Satris8, David Schnyer26, Seth Seabury17, Xiaoying Sun7, Arthur Toga17, Alex Valadka20, Kevin Wang27, Esther Yuh8, Ross Zafonte28.
Abstract
Importance: Knowledge of differences in mild traumatic brain injury (mTBI) recovery by sex and age may inform individualized treatment of these patients. Objective: To identify sex-related differences in symptom recovery from mTBI; secondarily, to explore age differences within women, who demonstrate poorer outcomes after TBI. Design, Setting, and Participants: The prospective cohort study Transforming Research and Clinical Knowledge in Traumatic Brain Injury (TRACK-TBI) recruited 2000 patients with mTBI from February 26, 2014, to July 3, 2018, and 299 patients with orthopedic trauma (who served as controls) from January 26, 2016, to July 27, 2018. Patients were recruited from 18 level I trauma centers and followed up for 12 months. Data were analyzed from August 19, 2020, to March 3, 2021. Exposures: Patients with mTBI (defined by a Glasgow Coma Scale score of 13-15) triaged to head computed tomography in 24 hours or less; patients with orthopedic trauma served as controls. Main Outcomes and Measures: Measured outcomes included (1) the Rivermead Post Concussion Symptoms Questionnaire (RPQ), a 16-item self-report scale that assesses postconcussion symptom severity over the past 7 days relative to preinjury; (2) the Posttraumatic Stress Disorder Checklist for the Diagnostic and Statistical Manual of Mental Disorders (Fifth Edition) (PCL-5), a 20-item test that measures the severity of posttraumatic stress disorder symptoms; (3) the Patient Health Questionnaire-9 (PHQ-9), a 9-item scale that measures depression based on symptom frequency over the past 2 weeks; and (4) the Brief Symptom Inventory-18 (BSI-18), an 18-item scale of psychological distress (split into Depression and Anxiety subscales).Entities:
Mesh:
Year: 2021 PMID: 33822070 PMCID: PMC8025125 DOI: 10.1001/jamanetworkopen.2021.3046
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Preinjury Demographics, Clinical History, and TBI Variables
| Characteristic | mTBI, No. (%) | Trauma controls, No. (%) | ||||
|---|---|---|---|---|---|---|
| Men | Women | Men | Women | |||
| No. (%) | 1331 (67) | 669 (33) | NA | 199 (67) | 100 (33) | NA |
| Age, mean (SD), y | 41.0 (17.3) | 43.0 (18.5) | .07 | 38.9 (14.6) | 43.3 (16.6) | .03 |
| Age, y | ||||||
| 17-34 | 593 (45) | 273 (41) | .02 | 92 (46) | 39 (39) | .04 |
| 35-49 | 311 (23) | 138 (21) | 56 (28) | 21 (21) | ||
| ≥50 | 427 (32) | 258 (39) | 51 (26) | 40 (40) | ||
| Race/ethnicity | ||||||
| White | 1026 (78) | 505 (76) | .82 | 156 (80) | 75 (76) | .82 |
| Black | 211 (16) | 119 (18) | 28 (14) | 18 (18) | ||
| Asian | 46 (4) | 22 (3) | 5 (3) | 3 (3) | ||
| Mixed race | 22 (2) | 12 (2) | 2 (1) | 2 (2) | ||
| Other | 9 (1) | 3 (0) | 3 (2) | 1 (1) | ||
| Unknown | 17 | 8 | NA | 5 | 1 | NA |
| Hispanic | NA | NA | NA | NA | NA | NA |
| No | 1031 (78) | 538 (81) | .14 | 142 (73) | 79 (80) | .20 |
| Yes | 284 (22) | 124 (19) | 53 (27) | 20 (20) | ||
| Unknown | 16 | 7 | NA | 4 | 1 | NA |
| Education | ||||||
| Mean (SD), y | 13.4 (2.9) | 13.7 (2.9) | .001 | 13.3 (3.1) | 14.7 (2.4) | <.001 |
| Unknown | 75 | 27 | NA | 5 | 2 | NA |
| Insurance | ||||||
| Insured/Medicare | 803 (64) | 426 (67) | <.001 | 116 (62) | 68 (72) | .03 |
| Medicaid/other | 155 (12) | 118 (18) | 24 (13) | 17 (18) | ||
| Uninsured | 296 (24) | 94 (15) | 47 (25) | 10 (11) | ||
| Unknown | 77 | 31 | NA | 12 | 5 | NA |
| Living situation | ||||||
| Independent living | 1011 (80) | 562 (87) | .002 | 152 (80) | 89 (92) | .002 |
| Living with other | 235 (19) | 82 (13) | 38 (20) | 6 (6) | ||
| Other | 11 (1) | 4 (1) | 1 (1) | 2 (2) | ||
| Unknown | 74 | 21 | NA | 8 | 3 | NA |
| Previous TBI | ||||||
| No | 923 (76) | 506 (83) | .001 | 152 (83) | 78 (86) | .57 |
| ED visit | 170 (14) | 73 (12) | 20 (11) | 6 (7) | ||
| Hospital admit | 120 (10) | 34 (6) | 12 (7) | 7 (8) | ||
| Unknown | 118 | 56 | NA | 15 | 9 | NA |
| Drug use history | ||||||
| None | 824 (66) | 495 (78) | <.001 | 122 (64) | 74 (77) | .02 |
| Yes, no trouble | 372 (30) | 130 (20) | 60 (31) | 20 (21) | ||
| Yes, with trouble | 61 (5) | 12 (2) | 9 (5) | 2 (2) | ||
| Unknown | 74 | 32 | NA | 8 | 4 | NA |
| Psychiatric history | ||||||
| None | 940 (71) | 378 (57) | <.001 | 136 (69) | 50 (50) | .001 |
| Received help (no regular meds) | 201 (15) | 127 (19) | 34 (17) | 20 (20) | ||
| Used meds regularly (no hosp) | 149 (11) | 136 (20) | 23 (12) | 24 (24) | ||
| Hospitalized | 39 (3) | 28 (4) | NA | 5 (3) | 6 (6) | NA |
| Unknown | 2 | 0 | NA | 1 | 0 | NA |
| Psychiatric disorder | ||||||
| Anxiety | 113 (9) | 130 (19) | <.001 | 24 (12) | 19 (19) | .12 |
| Depression | 134 (10) | 151 (23) | <.001 | 20 (10) | 26 (26) | .001 |
| Sleep disorders | 39 (3) | 34 (5) | .02 | 3 (2) | 3 (3) | .41 |
| Bipolar disorder | 14 (1) | 15 (2) | .05 | 0 | 1 (1) | .34 |
| Schizophrenia | 3 (0) | 2 (0) | 1.00 | 0 | 1 (1) | .34 |
| PTSD | 19 (1) | 15 (2) | .20 | 3 (2) | 0 | .55 |
| Other | 33 (2) | 17 (3) | 1.00 | 7 (4) | 2 (2) | .72 |
| Unknown | 2 | 0 | NA | 1 | 0 | NA |
| Injury cause | ||||||
| Road traffic accident | 729 (55) | 410 (62) | .001 | 72 (38) | 35 (36) | <.001 |
| Fall | 361 (27) | 184 (28) | 53 (28) | 50 (52) | ||
| Other accident | 81 (6) | 27 (4) | 36 (19) | 8 (8) | ||
| Violence | 110 (8) | 18 (3) | 3 (2) | 0 | ||
| Other | 46 (3) | 27 (4) | 27 (14) | 4 (4) | ||
| Unknown | 4 | 3 | NA | 8 | 3 | NA |
| ED GCS, mean (SD) | 14.7 (0.6) | 14.7 (0.5) | .10 | NA | NA | NA |
| CT, positive | ||||||
| No | 781 (61) | 438 (67) | .004 | NA | NA | NA |
| Yes | 506 (39) | 211 (33) | ||||
| Unknown | 44 | 20 | NA | |||
| LOC duration | ||||||
| None | 112 (12) | 74 (16) | .006 | NA | NA | NA |
| 1-29 min | 719 (80) | 360 (79) | ||||
| 30 min-24 h | 63 (7) | 20 (4) | ||||
| >24 h | 6 (1) | 0 | ||||
| Unknown | 431 | 215 | NA | |||
| PTA duration | ||||||
| None | 173 (19) | 92 (20) | .15 | NA | NA | NA |
| 1-29 min | 376 (41) | 203 (44) | ||||
| 30 min-24 h | 312 (34) | 134 (29) | ||||
| >24 h | 58 (6) | 28 (6) | ||||
| Unknown | 412 | 212 | NA | |||
| Highest level of care | ||||||
| ED | 325 (24) | 193 (29) | .001 | 64 (32) | 44 (44) | .13 |
| Ward | 556 (42) | 296 (44) | 119 (60) | 46 (46) | ||
| ICU | 450 (34) | 180 (27) | 16 (8) | 10 (10) | ||
| Litigation at 12 mos | ||||||
| No | 665 (81) | 347 (75) | .04 | 97 (83) | 60 (85) | .84 |
| Yes | 161 (19) | 113 (25) | 20 (17) | 11 (15) | ||
| Unknown | 505 | 209 | NA | 82 | 29 | NA |
Abbreviations: CT, computed tomography; ED, emergency department; GCS, Glasgow Coma Scale; hosp, hospitalization; ICU, intensive care unit; LOC, loss of consciousness; meds, medications; NA, not available; PTA, posttraumatic amnesia; PTSD, posttraumatic stress disorder; TBI, traumatic brain injury.
Statistical significance achieved by Mann-Whitney U test for all continuous or ordinal variables (except age group) and Fisher exact test for all categorical variables.
Other race/ethnicity categories included Indian, Alaska Native/Inuit, and Native Hawaiian/Pacific Islander.
Percentages of patients with unknown data have not been calculated and are not included because they are not relevant to the hypotheses tested.
TBI × Sex Interaction Models
| Variable | Rivermead cognitive | Rivermead emotional | Rivermead somatic | BSI depression | BSI anxiety | PHQ-9 | PCL-5 | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| B | B | B | B | B | B | B | ||||||||
| Intercept | 1.76 | <.001 | 3.11 | <.001 | 2.90 | <.001 | 4.23 | <.001 | 3.69 | <.001 | 7.48 | <.001 | 21.74 | <.001 |
| Time | NA | <.001 | NA | <.001 | NA | <.001 | NA | <.001 | NA | .64 | NA | <.001 | NA | <.001 |
| 3 mo (vs 2 wk) | 0.04 | .82 | −0.38 | <.001 | −0.66 | <.001 | −0.54 | <.001 | −0.20 | .48 | −1.59 | <.001 | −0.94 | .32 |
| 6 mo (vs 2 wk) | 0.30 | .06 | −0.49 | <.001 | −0.57 | .001 | −0.56 | <.001 | 0.15 | .60 | −2.00 | <.001 | 0.30 | .76 |
| 12 mo (vs 2 wk) | 0.53 | .001 | −0.56 | <.001 | −0.26 | .12 | −0.71 | <.001 | 0.12 | .68 | −1.82 | <.001 | −0.37 | .71 |
| TBI | 2.16 | <.001 | 0.92 | <.001 | 2.02 | <.001 | 0.82 | .01 | 1.86 | <.001 | 1.74 | <.001 | 7.67 | <.001 |
| Female sex | 0.28 | .35 | 0.64 | .04 | 0.54 | .09 | 0.70 | .17 | 1.44 | .007 | 0.63 | .33 | 4.87 | .01 |
| Education years | −0.07 | <.001 | −0.10 | <.001 | −0.08 | <.001 | −0.15 | <.001 | −0.16 | <.001 | −0.18 | <.001 | −0.86 | <.001 |
| Insurance | NA | <.001 | NA | <.001 | NA | <.001 | NA | <.001 | NA | <.001 | NA | <.001 | NA | <.001 |
| Insured/Medicare (vs none) | 0.58 | <.001 | 0.76 | <.001 | 0.71 | <.001 | 1.09 | <.001 | 1.07 | <.001 | 1.72 | <.001 | 3.86 | <.001 |
| Medicaid/other (vs none) | 0.07 | .59 | 0.41 | .005 | 0.30 | .04 | 0.50 | .04 | 0.56 | .02 | 0.30 | .32 | 2.72 | .003 |
| Time × TBI | NA | <.001 | NA | NA | NA | <.001 | NA | NA | NA | .002 | NA | .05 | NA | .004 |
| 3 mo (vs 2 wk) | −0.56 | .001 | NA | NA | −0.64 | <.001 | NA | NA | −0.55 | .06 | −0.49 | .16 | −2.10 | .04 |
| 6 mo (vs 2 wk) | −0.68 | <.001 | NA | NA | −0.91 | <.001 | NA | NA | −0.90 | .003 | −0.32 | .38 | −3.14 | .003 |
| 12 mo (vs 2 wk) | −1.01 | <.001 | NA | NA | −1.26 | <.001 | NA | NA | −1.12 | <.001 | −1.01 | .006 | −3.51 | .001 |
| Time × sex | NA | .005 | NA | <.001 | NA | <.001 | NA | NA | NA | <.001 | NA | NA | NA | NA |
| 3 mo (vs 2 wk) | −0.20 | .08 | −0.26 | .03 | −0.29 | .01 | NA | NA | −0.60 | .004 | NA | NA | NA | NA |
| 6 mo (vs 2 wk) | −0.36 | .002 | −0.49 | <.001 | −0.33 | .006 | NA | NA | −0.63 | .003 | NA | NA | NA | NA |
| 12 mo (vs 2 wk) | −0.37 | .002 | −0.65 | <.001 | −0.53 | <.001 | NA | NA | −0.89 | <.001 | NA | NA | NA | NA |
| TBI × sex | 0.76 | .01 | 0.43 | .20 | 0.80 | .01 | 0.02 | .97 | 0.39 | .48 | 0.72 | .29 | −0.12 | .95 |
| TBI × sex (FDR-corrected) | NA | .02 | NA | .20 | NA | .02 | NA | NA | NA | NA | NA | NA | NA | NA |
Abbreviations: BSI, Brief Symptom Inventory; FDR, false discovery rate; GCS, Glasgow Coma Scale; NA, not available; PCL-5, Posttraumatic Stress Disorder Checklist (Fifth Edition); PHQ-9, Patient Health Questionnaire-9; TBI, traumatic brain injury.
Statistical significance by propensity-weighted mixed-effects linear regression, using multiple imputation to address missingness in education and insurance.
Propensity weighting determined by a boosted regression model containing 25 effects (including education, GCS score, psychiatric history, and insurance type). Similar results were obtained without propensity weighting and when adding psychiatric history or cause of injury as additional covariates (eTable 1 in the Supplement). Interaction effects were selected via backward elimination, with TBI × sex added back into the model at the end if necessary. The 3-way interaction of time × TBI × sex was not statistically significant in any of the outcome models.
Adjustments for multiple comparisons were applied to the TBI × sex P values in just the primary Rivermead outcomes per Benjamini-Hochberg (m = 3, where m is the number of hypotheses tested) using an FDR of 5%.
TBI × Age Interaction Models (Women Only)
| Variable | Primary models | Sensitivity analyses | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Rivermead cognitive | Rivermead emotional | Rivermead somatic | Rivermead cognitive | Rivermead emotional | Rivermead somatic | |||||||
| B | B | B | B | B | B | |||||||
| Intercept | 2.43 | <.001 | 4.07 | <.001 | 3.60 | <.001 | 2.04 | .002 | 3.79 | <.001 | 3.25 | <.001 |
| Time | NA | .41 | NA | <.001 | NA | <.001 | NA | .37 | NA | <.001 | NA | <.001 |
| 3 mo (vs 2 wk) | −0.62 | .04 | −0.64 | .001 | −1.00 | <.001 | −0.65 | .02 | −0.65 | .001 | −1.03 | <.001 |
| 6 mo (vs 2 wk) | −0.36 | .22 | −0.97 | <.001 | −1.03 | <.001 | −0.34 | .24 | −0.97 | <.001 | −1.03 | <.001 |
| 12 mo (vs 2 wk) | −0.10 | .73 | −1.20 | <.001 | −0.79 | .004 | −0.12 | .69 | −1.20 | <.001 | −0.82 | .003 |
| TBI | 2.71 | <.001 | 1.25 | .004 | 2.40 | <.001 | 2.77 | <.001 | 1.26 | .004 | 2.42 | <.001 |
| Education years | −0.10 | .003 | −0.14 | <.001 | −0.11 | .002 | −0.10 | .002 | −0.14 | <.001 | −0.10 | .002 |
| Insurance | NA | .03 | NA | .007 | NA | .003 | NA | .03 | NA | .004 | NA | .001 |
| Insured or Medicare (vs none) | 0.65 | .008 | 0.80 | .003 | 0.80 | .001 | 0.64 | .008 | 0.81 | .002 | 0.82 | .001 |
| Medicaid (vs none) | 0.15 | .57 | 0.46 | .10 | 0.56 | .04 | 0.26 | .32 | 0.74 | .03 | 0.64 | .02 |
| Psych history | NA | NA | NA | NA | NA | NA | NA | <.001 | NA | <.001 | NA | <.001 |
| None (vs hospital) | NA | NA | NA | NA | NA | NA | 0.84 | <.001 | 0.91 | <.001 | 0.78 | .001 |
| Help (vs hospital) | NA | NA | NA | NA | NA | NA | 1.13 | <.001 | 1.12 | <.001 | 0.77 | .001 |
| Medication (vs hospital) | NA | NA | NA | NA | NA | NA | 1.12 | .007 | 1.29 | .004 | 0.94 | .03 |
| Cause of Injury | NA | NA | NA | NA | NA | NA | NA | .14 | NA | .06 | NA | .16 |
| Road traffic (vs fall) | NA | NA | NA | NA | NA | NA | 0.39 | .06 | 0.52 | .02 | 0.36 | .10 |
| Other (vs fall) | NA | NA | NA | NA | NA | NA | 0.43 | .15 | 0.16 | .62 | 0.51 | .11 |
| Age, y | NA | .75 | NA | .72 | NA | .69 | NA | .43 | NA | .44 | NA | .40 |
| 35-49 (vs 17-34) | −0.25 | .70 | 0.21 | .77 | 0.36 | .60 | −0.04 | .95 | 0.43 | .53 | 0.50 | .44 |
| <50 (vs 17-34) | −0.23 | .68 | 0.47 | .42 | 0.46 | .40 | 0.03 | .96 | 0.74 | .20 | 0.74 | .19 |
| <50 (vs 35-49) | 0.02 | .97 | 0.26 | .71 | 0.11 | .87 | 0.07 | .91 | 0.31 | .66 | 0.23 | .77 |
| Time × TBI | NA | .001 | NA | NA | NA | <.001 | NA | <.001 | NA | NA | NA | .001 |
| Time × age | NA | <.001 | NA | NA | NA | NA | NA | <.001 | NA | NA | NA | NA |
| TBI × age | NA | .21 | NA | .07 | NA | .04 | NA | .27 | NA | .08 | NA | .04 |
| TBI × 35-49 (vs 17-34) | 1.20 | .09 | 1.22 | .11 | 1.65 | .02 | 0.96 | .16 | 1.00 | .18 | 1.53 | .03 |
| TBI × <50 (vs 17-34) | 0.12 | .84 | −0.50 | .42 | −0.01 | .99 | −0.09 | .87 | −0.69 | .26 | −0.20 | .73 |
| TBI × ≥50 (vs 35-49) | −1.07 | .12 | −1.73 | .11 | −1.66 | .02 | −1.05 | .13 | −1.69 | .02 | −1.56 | .02 |
Abbreviations: NA, not available; TBI, traumatic brain injury.
Statistical significance by propensity-weighted mixed-effects linear regression, using multiple imputation to address missingness in education and insurance.
Propensity weighting determined by a boosted regression model containing 25 effects (including education, GCS score, psychiatric history, and insurance type). Interaction effects were selected via backward elimination, with TBI × age added back into the model at the end if necessary.
Figure 1. Postconcussion Symptoms Questionnaire (RPQ) Cognitive (A), Emotional (B), and Somatic (C) Cluster Scores Plotted by End Points for Women and Men with Traumatic Brain Injury (TBI) and Controls With Orthopedic Trauma (OTC)
Figure 2. Postconcussion Symptoms Questionnaire (RPQ) Cluster Scores for Cognitive (A), Emotional (B), and Somatic (C) Clusters Plotted by End Points for Subgroups of Women With Traumatic Brain Injury and Controls With Orthopedic Trauma Aged 17-34 Years, 35-49 Years, and Older Than 50 Years