Utility of Wrist-Wearable Data for Assessing Pain, Sleep, and Anxiety Outcomes After Traumatic Stress Exposure

Author:

Straus Laura D.12,An Xinming3,Ji Yinyao4,McLean Samuel A.45,Neylan Thomas C.26,Cakmak Ayse S.7,Richards Anne28,Clifford Gari D.910,Liu Mochuan411,Zeng Donglin12,House Stacey L.13,Beaudoin Francesca L.1415,Stevens Jennifer S.16,Linnstaedt Sarah D.3,Germine Laura T.171819,Bollen Kenneth A.2021,Rauch Scott L.171922,Haran John P.23,Storrow Alan B.24,Lewandowski Christopher25,Musey Paul I.26,Hendry Phyllis L.27,Sheikh Sophia27,Jones Christopher W.28,Punches Brittany E.2930,Kurz Michael C.313233,Swor Robert A.34,Hudak Lauren A.3536,Seamon Mark J.3637,Datner Elizabeth M.3839,Chang Anna M.40,Pearson Claire41,Peak David A.42,Merchant Roland C.43,Domeier Robert M.44,Rathlev Niels K.45,O’Neil Brian J.46,Sergot Paulina47,Sanchez Leon D.4348,Bruce Steven E.49,Miller Mark W.5051,Pietrzak Robert H.5253,Joormann Jutta54,Barch Deanna M.55,Pizzagalli Diego A.1956,Sheridan John F.5758,Harte Steven E.5960,Elliott James M.616263,Kessler Ronald C.64,Ressler Kerry J.1956,Koenen Karestan C.65,

Affiliation:

1. San Francisco VA Medical Center, San Francisco, California

2. Department of Psychiatry, University of California, San Francisco

3. Institute for Trauma Recovery, Department of Anesthesiology, University of North Carolina at Chapel Hill

4. Institute for Trauma Recovery, Department of Psychiatry, University of North Carolina at Chapel Hill

5. Department of Emergency Medicine, University of North Carolina at Chapel Hill

6. Department of Neurology, University of California, San Francisco

7. School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta

8. VA San Francisco Health Care System, San Francisco, California

9. Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, Georgia

10. Department of Biomedical Engineering, Georgia Institute of Technology, Emory University, Atlanta

11. Department of Biostatistics, University of North Carolina at Chapel Hill

12. Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill

13. Department of Emergency Medicine, Washington University School of Medicine, St Louis, Missouri

14. Department of Epidemiology, Brown University, Providence, Rhode Island

15. Department of Emergency Medicine, Brown University, Providence, Rhode Island

16. Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta

17. Institute for Technology in Psychiatry, McLean Hospital, Belmont, Massachusetts

18. The Many Brains Project, Belmont, Massachusetts

19. Department of Psychiatry, Harvard Medical School, Boston, Massachusetts

20. Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill

21. Department of Sociology, University of North Carolina at Chapel Hill

22. Department of Psychiatry, McLean Hospital, Belmont, Massachusetts

23. Department of Emergency Medicine, University of Massachusetts Chan Medical School, Worcester

24. Department of Emergency Medicine, Vanderbilt University Medical Center, Nashville, Tennessee

25. Department of Emergency Medicine, Henry Ford Health System, Detroit, Michigan

26. Department of Emergency Medicine, Indiana University School of Medicine, Indianapolis

27. Department of Emergency Medicine, University of Florida College of Medicine, Jacksonville

28. Department of Emergency Medicine, Cooper Medical School of Rowan University, Camden, New Jersey

29. Department of Emergency Medicine, Ohio State University College of Medicine, Columbus

30. Ohio State University College of Nursing, Columbus

31. Department of Emergency Medicine, University of Alabama School of Medicine, Birmingham

32. Department of Surgery, Division of Acute Care Surgery, University of Alabama School of Medicine, Birmingham

33. Center for Injury Science, University of Alabama at Birmingham

34. Department of Emergency Medicine, Oakland University William Beaumont School of Medicine, Rochester, Michigan

35. Department of Emergency Medicine, Emory University School of Medicine, Atlanta, Georgia

36. Perelman School of Medicine, University of Pennsylvania, Philadelphia

37. Department of Surgery, Division of Traumatology, Surgical Critical Care and Emergency Surgery, University of Pennsylvania, Philadelphia

38. Department of Emergency Medicine, Einstein Healthcare Network, Philadelphia, Pennsylvania

39. Department of Emergency Medicine, Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, Pennsylvania

40. Department of Emergency Medicine, Jefferson University Hospitals, Philadelphia, Pennsylvania

41. Department of Emergency Medicine, Wayne State University, Ascension St. John Hospital, Detroit, Michigan

42. Department of Emergency Medicine, Massachusetts General Hospital, Boston

43. Department of Emergency Medicine, Brigham and Women’s Hospital, Boston, Massachusetts

44. Department of Emergency Medicine, Saint Joseph Mercy Hospital, Ypsilanti, Michigan

45. Department of Emergency Medicine, University of Massachusetts Medical School-Baystate, Springfield

46. Department of Emergency Medicine, Wayne State University, Detroit Receiving Hospital, Detroit, Michigan

47. Department of Emergency Medicine, McGovern Medical School at UTHealth, Houston, Texas

48. Department of Emergency Medicine, Harvard Medical School, Boston, Massachusetts

49. Department of Psychological Sciences, University of Missouri, St Louis

50. National Center for PTSD, Behavioral Science Division, VA Boston Healthcare System, Boston, Massachusetts

51. Department of Psychiatry, Boston University School of Medicine, Boston, Massachusetts

52. National Center for PTSD, Clinical Neurosciences Division, VA Connecticut Healthcare System, West Haven, Connecticut

53. Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut

54. Department of Psychology, Yale University, New Haven, Connecticut

55. Department of Psychological and Brain Sciences, Washington University in St Louis

56. Division of Depression and Anxiety, McLean Hospital, Belmont, Massachusetts

57. Division of Biosciences, Ohio State University College of Dentistry, Columbus

58. Institute for Behavioral Medicine Research, OSU Wexner Medical Center, Columbus, Ohio

59. Department of Anesthesiology, University of Michigan Medical School, Ann Arbor

60. Department of Internal Medicine–Rheumatology, University of Michigan Medical School, Ann Arbor

61. Kolling Institute, University of Sydney, St Leonards, Australia

62. Faculty of Medicine and Health, University of Sydney, Northern Sydney Local Health District, Sydney, Australia

63. Physical Therapy and Human Movement Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois

64. Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts

65. Department of Epidemiology, Harvard T. H. Chan School of Public Health, Harvard University, Boston, Massachusetts

Abstract

ImportanceAdverse posttraumatic neuropsychiatric sequelae after traumatic stress exposure are common and have higher incidence among socioeconomically disadvantaged populations. Pain, depression, avoidance of trauma reminders, reexperiencing trauma, anxiety, hyperarousal, sleep disruption, and nightmares have been reported. Wrist-wearable devices with accelerometers capable of assessing 24-hour rest-activity characteristics are prevalent and may have utility in measuring these outcomes.ObjectiveTo evaluate whether wrist-wearable devices can provide useful biomarkers for recovery after traumatic stress exposure.Design, Setting, and ParticipantsData were analyzed from a diverse cohort of individuals seen in the emergency department after experiencing a traumatic stress exposure, as part of the Advancing Understanding of Recovery After Trauma (AURORA) study. Participants recruited from 27 emergency departments wore wrist-wearable devices for 8 weeks, beginning in the emergency department, and completed serial assessments of neuropsychiatric symptoms. A total of 19 019 patients were screened. Of these, 3040 patients met study criteria, provided informed consent, and completed baseline assessments. A total of 2021 provided data from wrist-wearable devices, completed the 8-week assessment, and were included in this analysis. The data were randomly divided into 2 equal parts (n = 1010) for biomarker identification and validation. Data were collected from September 2017 to January 2020, and data were analyzed from May 2020 to November 2022.ExposuresParticipants were recruited for the study after experiencing a traumatic stress exposure (most commonly motor vehicle collision).Main Outcomes and MeasuresRest-activity characteristics were derived and validated from wrist-wearable devices associated with specific self-reported symptom domains at a point in time and changes in symptom severity over time.ResultsOf 2021 included patients, 1257 (62.2%) were female, and the mean (SD) age was 35.8 (13.0) years. Eight wrist-wearable device biomarkers for symptoms of adverse posttraumatic neuropsychiatric sequelae exceeded significance thresholds in the derivation cohort. One of these, reduced 24-hour activity variance, was associated with greater pain severity (r = −0.14; 95% CI, −0.20 to −0.07). Changes in 6 rest-activity measures were associated with changes in pain over time, and changes in the number of transitions between sleep and wake over time were associated with changes in pain, sleep, and anxiety. Simple cutoffs for these biomarkers identified individuals with good recovery for pain (positive predictive value [PPV], 0.85; 95% CI, 0.82-0.88), sleep (PPV, 0.63; 95% CI, 0.59-0.67, and anxiety (PPV, 0.76; 95% CI, 0.72-0.80) with high predictive value.Conclusions and RelevanceThese findings suggest that wrist-wearable device biomarkers may have utility as screening tools for pain, sleep, and anxiety symptom outcomes after trauma exposure in high-risk populations.

Publisher

American Medical Association (AMA)

Subject

Psychiatry and Mental health

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