Key dimensions of post-traumatic stress disorder and endothelial dysfunction: a protocol for a mechanism-focused cohort study

Shiloh Cleveland, Kristina Reed, Jordan L Thomas, Olujimi A Ajijola, Ramin Ebrahimi, Tzung Hsiai, Amit Lazarov, Amanda K Montoya, Yuval Neria, Daichi Shimbo, Kate Wolitzky-Taylor, Jennifer A Sumner, Shiloh Cleveland, Kristina Reed, Jordan L Thomas, Olujimi A Ajijola, Ramin Ebrahimi, Tzung Hsiai, Amit Lazarov, Amanda K Montoya, Yuval Neria, Daichi Shimbo, Kate Wolitzky-Taylor, Jennifer A Sumner

Abstract

Introduction: Both trauma exposure and post-traumatic stress disorder (PTSD) are associated with increased risk of cardiovascular disease (CVD), the leading cause of death in the USA. Endothelial dysfunction, a modifiable, early marker of CVD risk, may represent a physiological mechanism underlying this association. This mechanism-focused cohort study aims to investigate the relationship between PTSD (both in terms of diagnosis and underlying symptom dimensions) and endothelial dysfunction in a diverse, community-based sample of adult men and women.

Methods and analysis: Using a cohort design, 160 trauma-exposed participants without a history of CVD are designated to the PTSD group (n=80) or trauma-exposed matched control group (n=80) after a baseline diagnostic interview assessment. Participants in the PTSD group have a current (past month) diagnosis of PTSD, whereas those in the control group have a history of trauma but no current or past psychiatric diagnoses. Endothelial dysfunction is assessed via flow-mediated vasodilation of the brachial artery and circulating levels of endothelial cell-derived microparticles. Two higher order symptom dimensions of PTSD-fear and dysphoria-are measured objectively with a fear conditioning paradigm and attention allocation task, respectively. Autonomic imbalance, inflammation, and oxidative stress are additionally assessed and will be examined as potential pathway variables linking PTSD and its dimensions with endothelial dysfunction. Participants are invited to return for a 2-year follow-up visit to reassess PTSD and its dimensions and endothelial dysfunction in order to investigate longitudinal associations.

Ethics and dissemination: This study is conducted in compliance with the Helsinki Declaration and University of California, Los Angeles Institutional Review Board. The results of this study will be disseminated via articles in peer-reviewed journals and presentations at academic conferences and to community partners.

Trial registration number: NCT03778307; pre-results.

Keywords: adult psychiatry; anxiety disorders; cardiology.

Conflict of interest statement

Competing interests: None declared.

© Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.

Figures

Figure 1
Figure 1
Conceptual model for the study. The aim examining whether PTSD diagnosis is related to endothelial dysfunction is indicated by the dashed arrows. The aim examining associations of post-traumatic fear and dysphoria with endothelial dysfunction is indicated by the solid arrow. Mechanisms examined in exploratory analyses are printed above and below the solid arrow. PTSD, post-traumatic stress disorder.
Figure 2
Figure 2
Study timeline. CAPS-5, Clinician-Administered PTSD Scale for DSM-5; CVD, cardiovascular disease; DSM-5, Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition; FMD, flow-mediated dilation; LEC-5, Life Events Checklist for DSM-5; PCL-5, PTSD Checklist for DSM-5; PTSD, post-traumatic stress disorder; SCID-5, Structured Clinical Interview for DSM-5.

References

    1. Virani SS, Alonso A, Benjamin EJ, et al. . Heart disease and stroke Statistics—2020 update: a report from the American heart association. Circulation 2020;141:e139–596. 10.1161/CIR.0000000000000757
    1. Kessler RC, Sonnega A, Bromet E. Posttraumatic stress disorder in the National comorbidity survey. Arch Gen Psychiatry 1995;52:1048–60. 10.1001/archpsyc.1995.03950240066012
    1. Kilpatrick DG, Resnick HS, Milanak ME, et al. . National estimates of exposure to traumatic events and PTSD prevalence using DSM-IV and DSM-5 criteria. J Trauma Stress 2013;26:537–47. 10.1002/jts.21848
    1. American Psychiatric Association . Diagnostic and statistical manual of mental disorders, fifth edition (DSM-5). Washington, DC: American Psychiatric Association, 2013.
    1. Sumner JA, Kubzansky LD, Elkind MSV, et al. . Trauma exposure and posttraumatic stress disorder symptoms predict onset of cardiovascular events in women. Circulation 2015;132:251–9. 10.1161/CIRCULATIONAHA.114.014492
    1. Kubzansky LD, Koenen KC, Jones C, et al. . A prospective study of posttraumatic stress disorder symptoms and coronary heart disease in women. Health Psychol 2009;28:125–30. 10.1037/0278-6133.28.1.125
    1. Kubzansky LD, Koenen KC, Spiro A, et al. . Prospective study of posttraumatic stress disorder symptoms and coronary heart disease in the Normative Aging Study. Arch Gen Psychiatry 2007;64:109–16. 10.1001/archpsyc.64.1.109
    1. Vaccarino V, Goldberg J, Rooks C, et al. . Post-traumatic stress disorder and incidence of coronary heart disease. J Am Coll Cardiol 2013;62:970–8. 10.1016/j.jacc.2013.04.085
    1. Boscarino JA. A prospective study of PTSD and early-age heart disease mortality among Vietnam veterans: implications for surveillance and prevention. Psychosom Med 2008;70:668–76. 10.1097/PSY.0b013e31817bccaf
    1. Gradus JL, Farkas DK, Svensson E, et al. . Associations between stress disorders and cardiovascular disease events in the Danish population. BMJ Open 2015;5:e009334. 10.1136/bmjopen-2015-009334
    1. Edmondson D, Kronish IM, Shaffer JA, et al. . Posttraumatic stress disorder and risk for coronary heart disease: a meta-analytic review. Am Heart J 2013;166:806–14. 10.1016/j.ahj.2013.07.031
    1. Scott KM, Koenen KC, Aguilar-Gaxiola S, et al. . Associations between lifetime traumatic events and subsequent chronic physical conditions: a cross-national, cross-sectional study. PLoS One 2013;8:e80573. 10.1371/journal.pone.0080573
    1. Atwoli L, Platt JM, Basu A, et al. . Associations between lifetime potentially traumatic events and chronic physical conditions in the South African stress and health survey: a cross-sectional study. BMC Psychiatry 2016;16:214. 10.1186/s12888-016-0929-z
    1. Pietrzak RH, Goldstein RB, Southwick SM, et al. . Physical health conditions associated with posttraumatic stress disorder in U.S. older adults: results from wave 2 of the National Epidemiologic Survey on Alcohol and Related Conditions. J Am Geriatr Soc 2012;60:296–303. 10.1111/j.1532-5415.2011.03788.x
    1. Burg MM, Soufer R. Post-traumatic stress disorder and cardiovascular disease. Curr Cardiol Rep 2016;18:94. 10.1007/s11886-016-0770-5
    1. Flammer AJ, Anderson T, Celermajer DS. The assessment of endothelial function: from research into clinical practice. Circulation 2012;126:753–67.
    1. Shimbo D, Grahame-Clarke C, Miyake Y, et al. . The association between endothelial dysfunction and cardiovascular outcomes in a population-based multi-ethnic cohort. Atherosclerosis 2007;192:197–203. 10.1016/j.atherosclerosis.2006.05.005
    1. Ras RT, Streppel MT, Draijer R, et al. . Flow-mediated dilation and cardiovascular risk prediction: a systematic review with meta-analysis. Int J Cardiol 2013;168:344–51. 10.1016/j.ijcard.2012.09.047
    1. Matsuzawa Y, Kwon T-G, Lennon RJ, et al. . Prognostic value of flow-mediated vasodilation in brachial artery and fingertip artery for cardiovascular events: a systematic review and meta-analysis. J Am Heart Assoc 2015;4:e002270. 10.1161/JAHA.115.002270
    1. Inaba Y, Chen JA, Bergmann SR. Prediction of future cardiovascular outcomes by flow-mediated vasodilatation of brachial artery: a meta-analysis. Int J Cardiovasc Imaging 2010;26:631–40. 10.1007/s10554-010-9616-1
    1. Deanfield JE, Halcox JP, Rabelink TJ. Endothelial function and dysfunction: testing and clinical relevance. Circulation 2007;115:1285–95. 10.1161/CIRCULATIONAHA.106.652859
    1. Mallat Z, Benamer H, Hugel B, et al. . Elevated levels of shed membrane microparticles with procoagulant potential in the peripheral circulating blood of patients with acute coronary syndromes. Circulation 2000;101:841–3. 10.1161/01.CIR.101.8.841
    1. Lynch SF, Ludlam CA. Plasma microparticles and vascular disorders. Br J Haematol 2007;137:36–48. 10.1111/j.1365-2141.2007.06514.x
    1. Jimenez JJ, Jy W, Mauro LM. Endothelial cells release phenotypically and quantitatively distinct microparticles in activation and apoptosis. Thromb Res 2003;109:175–80.
    1. Celermajer DS, Sorensen KE, Georgakopoulos D, et al. . Cigarette smoking is associated with dose-related and potentially reversible impairment of endothelium-dependent dilation in healthy young adults. Circulation 1993;88:2149–55. 10.1161/01.CIR.88.5.2149
    1. Modena MG, Bonetti L, Coppi F, et al. . Prognostic role of reversible endothelial dysfunction in hypertensive postmenopausal women. J Am Coll Cardiol 2002;40:505–10. 10.1016/S0735-1097(02)01976-9
    1. Kitta Y, Obata J-ei, Nakamura T, et al. . Persistent impairment of endothelial vasomotor function has a negative impact on outcome in patients with coronary artery disease. J Am Coll Cardiol 2009;53:323–30. 10.1016/j.jacc.2008.08.074
    1. Grenon SM, Owens CD, Alley H, et al. . Posttraumatic stress disorder is associated with worse endothelial function among veterans. J Am Heart Assoc 2016;5:e003010. 10.1161/JAHA.115.003010
    1. Violanti JM, Andrew ME, Burchfiel CM, et al. . Posttraumatic stress symptoms and subclinical cardiovascular disease in police officers. Int J Stress Manag 2006;13:541–54. 10.1037/1072-5245.13.4.541
    1. Thurston RC, Barinas-Mitchell E, von Känel R, et al. . Trauma exposure and endothelial function among midlife women. Menopause 2018;25:368–74. 10.1097/GME.0000000000001036
    1. Plantinga L, Bremner JD, Miller AH, et al. . Association between posttraumatic stress disorder and inflammation: a twin study. Brain Behav Immun 2013;30:125–32. 10.1016/j.bbi.2013.01.081
    1. von Känel R, Hepp U, Traber R, et al. . Measures of endothelial dysfunction in plasma of patients with posttraumatic stress disorder. Psychiatry Res 2008;158:363–73. 10.1016/j.psychres.2006.12.003
    1. Galatzer-Levy IR, Bryant RA. 636,120 ways to have posttraumatic stress disorder. Perspect Psychol Sci 2013;8:651–62. 10.1177/1745691613504115
    1. Zoellner LA, Pruitt LD, Farach FJ, et al. . Understanding heterogeneity in PTSD: fear, dysphoria, and distress. Depress Anxiety 2014;31:97–106. 10.1002/da.22133
    1. Bryant RA, Creamer M, O'Donnell M, et al. . Acute and chronic posttraumatic stress symptoms in the emergence of posttraumatic stress disorder: a network analysis. JAMA Psychiatry 2017;74:135–42. 10.1001/jamapsychiatry.2016.3470
    1. Forbes D, Parslow R, Creamer M, et al. . A longitudinal analysis of posttraumatic stress disorder symptoms and their relationship with fear and anxious-misery disorders: implications for DSM-V. J Affect Disord 2010;127:147–52. 10.1016/j.jad.2010.05.005
    1. Gros DF, Simms LJ, Acierno R. Specificity of posttraumatic stress disorder symptoms: an investigation of comorbidity between posttraumatic stress disorder symptoms and depression in treatment-seeking veterans. J Nerv Ment Dis 2010;198:885–90. 10.1097/NMD.0b013e3181fe7410
    1. Foa EB, Kozak MJ. Emotional processing of fear: exposure to corrective information. Psychol Bull 1986;99:20–35. 10.1037/0033-2909.99.1.20
    1. Duits P, Cath DC, Lissek S, et al. . Updated meta-analysis of classical fear conditioning in the anxiety disorders. Depress Anxiety 2015;32:239–53. 10.1002/da.22353
    1. Jovanovic T, Kazama A, Bachevalier J, et al. . Impaired safety signal learning may be a biomarker of PTSD. Neuropharmacology 2012;62:695–704. 10.1016/j.neuropharm.2011.02.023
    1. Jovanovic T, Norrholm SD. Neural mechanisms of impaired fear inhibition in posttraumatic stress disorder. Front Behav Neurosci 2011;5:44. 10.3389/fnbeh.2011.00044
    1. Jovanovic T, Norrholm SD, Blanding NQ, et al. . Impaired fear inhibition is a biomarker of PTSD but not depression. Depress Anxiety 2010;27:244–51. 10.1002/da.20663
    1. Norrholm SD, Jovanovic T, Olin IW, et al. . Fear extinction in traumatized civilians with posttraumatic stress disorder: relation to symptom severity. Biol Psychiatry 2011;69:556–63. 10.1016/j.biopsych.2010.09.013
    1. Peri T, Ben-Shakhar G, Orr SP, et al. . Psychophysiologic assessment of aversive conditioning in posttraumatic stress disorder. Biol Psychiatry 2000;47:512–9. 10.1016/S0006-3223(99)00144-4
    1. Blechert J, Michael T, Vriends N, et al. . Fear conditioning in posttraumatic stress disorder: evidence for delayed extinction of autonomic, experiential, and behavioural responses. Behav Res Ther 2007;45:2019–33. 10.1016/j.brat.2007.02.012
    1. Roy MJ, Costanzo M, Leaman S. Psychophysiologic identification of subthreshold PTSD in combat veterans. Stud Health Technol Inform 2012;181:149–55.
    1. Costanzo M, Jovanovic T, Norrholm SD, et al. . Psychophysiological investigation of combat veterans with subthreshold post-traumatic stress disorder symptoms. Mil Med 2016;181:793–802. 10.7205/MILMED-D-14-00671
    1. Thayer JF, Yamamoto SS, Brosschot JF. The relationship of autonomic imbalance, heart rate variability and cardiovascular disease risk factors. Int J Cardiol 2010;141:122–31. 10.1016/j.ijcard.2009.09.543
    1. Ruiz-Padial E, Sollers JJ, Vila J, et al. . The rhythm of the heart in the blink of an eye: Emotion-modulated startle magnitude covaries with heart rate variability. Psychophysiology 2003;40:306–13. 10.1111/1469-8986.00032
    1. Melzig CA, Weike AI, Hamm AO, et al. . Individual differences in fear-potentiated startle as a function of resting heart rate variability: implications for panic disorder. Int J Psychophysiol 2009;71:109–17. 10.1016/j.ijpsycho.2008.07.013
    1. O’Donovan A, Ahmadian AJ, Neylan TC, et al. . Current posttraumatic stress disorder and exaggerated threat sensitivity associated with elevated inflammation in the mind your heart study. Brain Behav Immun 2017;60:198–205. 10.1016/j.bbi.2016.10.014
    1. Michopoulos V, Rothbaum AO, Jovanovic T, et al. . Association of CRP genetic variation and CRP level with elevated PTSD symptoms and physiological responses in a civilian population with high levels of trauma. AJP 2015;172:353–62. 10.1176/appi.ajp.2014.14020263
    1. Miller MW, Sadeh N, stress T. Traumatic stress, oxidative stress and post-traumatic stress disorder: neurodegeneration and the accelerated-aging hypothesis. Mol Psychiatry 2014;19:1156–62. 10.1038/mp.2014.111
    1. Wentworth BA, Stein MB, Redwine LS, et al. . Post-traumatic stress disorder: a fast track to premature cardiovascular disease? Cardiol Rev 2013;21:16–22. 10.1097/CRD.0b013e318265343b
    1. Weathers FW, Blake DD, Schnurr P. The clinician-administered PTSD scale for DSM-5 (CAPS-5). National Center for PTSD, 2013. Available:
    1. Schnurr PP, Chard KM, Ruzek JI, et al. . Design of VA Cooperative Study #591: CERV-PTSD, comparative effectiveness research in veterans with PTSD. Contemp Clin Trials 2015;41:75–84. 10.1016/j.cct.2014.11.017
    1. Hantsoo L, Czarkowski KA, Child J, et al. . Selective serotonin reuptake inhibitors and endothelial function in women. Journal of Women's Health 2014;23:613–8. 10.1089/jwh.2013.4623
    1. Grillon C, Chavis C, Covington MF, et al. . Two-week treatment with the selective serotonin reuptake inhibitor citalopram reduces contextual anxiety but not cued fear in healthy volunteers: a fear-potentiated startle study. Neuropsychopharmacology 2009;34:964–71. 10.1038/npp.2008.141
    1. Ikawa M, Tabuse H, Ueno S, et al. . Effects of combination psychotropic drug treatment on heart rate variability in psychiatric patients. Psychiatry Clin Neurosci 2001;55:341–5. 10.1046/j.1440-1819.2001.00873.x
    1. Wells TT, Clerkin EM, Ellis AJ, et al. . Effect of antidepressant medication use on emotional information processing in major depression. AJP 2014;171:195–200. 10.1176/appi.ajp.2013.12091243
    1. Zhang L, Yu F, Hu Q, et al. . Effects of SSRI antidepressants on attentional bias toward emotional scenes in first-episode depressive patients: evidence from an eye-tracking study. Psychiatry Investig 2020;17:871–9. 10.30773/pi.2019.0345
    1. Rovner BW, Folstein MF. Mini-mental state exam in clinical practice. Hosp Pract 1987;22:99, 103, 06, 10.
    1. Weathers F, Blake D, Schnurr P. The life events checklist for DSM-5 (LEC-5). National Center for PTSD, 2013. Available:
    1. Weathers F, Litz B, Keane T. The PTSD checklist for DSM-5 (PCL-5). National Center for PTSD, 2013. Available:
    1. Ozer EJ, Best SR, Lipsey TL, et al. . Predictors of posttraumatic stress disorder and symptoms in adults: a meta-analysis. Psychol Bull 2003;129:52–73. 10.1037/0033-2909.129.1.52
    1. Weathers FW, Bovin MJ, Lee DJ, et al. . The Clinician-Administered PTSD scale for DSM–5 (CAPS-5): development and initial psychometric evaluation in military veterans. Psychol Assess 2018;30:383–95. 10.1037/pas0000486
    1. First M, Williams J, Karg R. Structured clinical interview for DSM-5—Research version (SCID-5 for DSM-5, research version; SCID-5-RV). Arlington, VA: American Psychiatric Association, 2015.
    1. Bernstein DP, Fink L, Handelsman L, et al. . Initial reliability and validity of a new retrospective measure of child abuse and neglect. AJP 1994;151:1132–6. 10.1176/ajp.151.8.1132
    1. Bifulco A, Brown GW, Harris TO. Childhood experience of care and abuse (CECA): a retrospective interview measure. J Child Psychol & Psychiat 1994;35:1419–35. 10.1111/j.1469-7610.1994.tb01284.x
    1. Straus MA. Measuring intrafamily conflict and violence: the conflict tactics (CT) scales. J Marriage Fam 1979;41:75–88. 10.2307/351733
    1. Blumberg SJ, Bialostosky K, Hamilton WL, et al. . The effectiveness of a short form of the household food security scale. Am J Public Health 1999;89:1231–4. 10.2105/AJPH.89.8.1231
    1. Bovin MJ, Marx BP, Weathers FW, et al. . Psychometric properties of the PTSD Checklist for Diagnostic and Statistical Manual of Mental Disorders-Fifth edition (PCL-5) in veterans. Psychol Assess 2016;28:1379–91. 10.1037/pas0000254
    1. Kroenke K, Strine TW, Spitzer RL, et al. . The PHQ-8 as a measure of current depression in the general population. J Affect Disord 2009;114:163–73. 10.1016/j.jad.2008.06.026
    1. Buysse DJ, Reynolds CF, Monk TH, et al. . The Pittsburgh sleep quality index: a new instrument for psychiatric practice and research. Psychiatry Res 1989;28:193–213. 10.1016/0165-1781(89)90047-4
    1. Germain A, Hall M, Krakow B, et al. . A brief sleep scale for posttraumatic stress disorder: Pittsburgh sleep quality index addendum for PTSD. J Anxiety Disord 2005;19:233–44. 10.1016/j.janxdis.2004.02.001
    1. Bastien C, Vallieres A, Morin CM. Validation of the insomnia severity index as an outcome measure for insomnia research. Sleep Med 2001;2:297–307. 10.1016/S1389-9457(00)00065-4
    1. Buysse DJ. Sleep health: can we define it? does it matter? Sleep 2014;37:9–17. 10.5665/sleep.3298
    1. Johnson ES, Dickerson JF, Vollmer WM, et al. . The feasibility of matching on a propensity score for acupuncture in a prospective cohort study of patients with chronic pain. BMC Med Res Methodol 2017;17:42. 10.1186/s12874-017-0318-4
    1. Takase B, Hattori H, Tanaka Y, et al. . Acute effect of whole-body periodic acceleration on brachial flow-mediated vasodilatation assessed by a novel semi-automatic vessel chasing UNEXEF18G system. J Cardiovasc Ultrasound 2013;21:130–6. 10.4250/jcu.2013.21.3.130
    1. Tomiyama H, Kohro T, Higashi Y, et al. . A multicenter study design to assess the clinical usefulness of semi-automatic measurement of flow-mediated vasodilatation of the brachial artery. Int Heart J 2012;53:170–5. 10.1536/ihj.53.170
    1. Tomiyama H, Kohro T, Higashi Y, et al. . Reliability of measurement of endothelial function across multiple institutions and establishment of reference values in Japanese. Atherosclerosis 2015;242:433–42. 10.1016/j.atherosclerosis.2015.08.001
    1. Thijssen DHJ, Black MA, Pyke KE, et al. . Assessment of flow-mediated dilation in humans: a methodological and physiological guideline. Am J Physiol Heart Circ Physiol 2011;300:H2–12. 10.1152/ajpheart.00471.2010
    1. Corretti MC, Anderson TJ, Benjamin EJ. Guidelines for the ultrasound assessment of endothelial-dependent flow-mediated vasodilation of the brachial artery: a report of the International brachial artery reactivity Task force. J Am Coll Cardiol 2002;39:257–65.
    1. Novak P. Quantitative autonomic testing. J Vis Exp 2011;53:e2502. 10.3791/2502
    1. Norrholm SD, Glover EM, Stevens JS, et al. . Fear load: the psychophysiological over-expression of fear as an intermediate phenotype associated with trauma reactions. International Journal of Psychophysiology 2015;98:270–5. 10.1016/j.ijpsycho.2014.11.005
    1. Jovanovic T, Ely T, Fani N, et al. . Reduced neural activation during an inhibition task is associated with impaired fear inhibition in a traumatized civilian sample. Cortex 2013;49:1884–91. 10.1016/j.cortex.2012.08.011
    1. Glover EM, Phifer JE, Crain DF, et al. . Tools for translational neuroscience: PTSD is associated with heightened fear responses using acoustic startle but not skin conductance measures. Depress Anxiety 2011;28:1058–66. 10.1002/da.20880
    1. Davis M. The role of the amygdala in fear-potentiated startle: implications for animal models of anxiety. Trends Pharmacol Sci 1992;13:35–41. 10.1016/0165-6147(92)90014-W
    1. Lonsdorf TB, Golkar A, Lindström KM, et al. . BDNF val66met affects neural activation pattern during fear conditioning and 24 h delayed fear recall. Soc Cogn Affect Neurosci 2015;10:664–71. 10.1093/scan/nsu102
    1. Lazarov A, Ben-Zion Z, Shamai D, et al. . Free viewing of sad and happy faces in depression: a potential target for attention bias modification. J Affect Disord 2018;238:94–100. 10.1016/j.jad.2018.05.047
    1. Tottenham N, Tanaka JW, Leon AC, et al. . The NimStim set of facial expressions: judgments from untrained research participants. Psychiatry Res 2009;168:242–9. 10.1016/j.psychres.2008.05.006
    1. Jy W, Horstman LL, Jimenez JJ, et al. . Measuring circulating cell-derived microparticles. J Thromb Haemost 2004;2:1842–3. 10.1111/j.1538-7836.2004.00936.x
    1. Bernal-Mizrachi L, Jy W, Jimenez JJ, et al. . High levels of circulating endothelial microparticles in patients with acute coronary syndromes. Am Heart J 2003;145:962–70. 10.1016/S0002-8703(03)00103-0
    1. Garcia S, Chirinos J, Jimenez J, et al. . Phenotypic assessment of endothelial microparticles in patients with heart failure and after heart transplantation: switch from cell activation to apoptosis. The Journal of Heart and Lung Transplantation 2005;24:2184–9. 10.1016/j.healun.2005.07.006
    1. Jimenez JJ, Jy W, Mauro LM, et al. . Endothelial microparticles released in thrombotic thrombocytopenic purpura express von Willebrand factor and markers of endothelial activation. Br J Haematol 2003;123:896–902. 10.1046/j.1365-2141.2003.04716.x
    1. Porges SW. Orienting in a defensive world: mammalian modifications of our evolutionary heritage. A Polyvagal theory. Psychophysiology 1995;32:301–18. 10.1111/j.1469-8986.1995.tb01213.x
    1. Preacher KJ, Hayes AF. SPSS and SAS procedures for estimating indirect effects in simple mediation models. Behav Res Methods Instrum Comput 2004;36:717–31. 10.3758/BF03206553
    1. Baker DG, Nievergelt CM, O'Connor DT. Biomarkers of PTSD: neuropeptides and immune signaling. Neuropharmacology 2012;62:663–73. 10.1016/j.neuropharm.2011.02.027
    1. Tibshirani R. Regression shrinkage and selection via the LASSO. J of the Soc B 1996;58:267–88. 10.1111/j.2517-6161.1996.tb02080.x
    1. Neter J, Wasserman W, Kutner M. Applied linear regression models. Chicago, IL: Richard D. Irwin, Inc, 1983.

Source: PubMed

3
Iratkozz fel