Heterogeneity in threat extinction learning: Substantive and methodological considerations for identifying individual difference in response to stress

Frontiers in Behavioral Neuroscience

Volumn , Issue MAY, 2013, Pages

  Galatzer Levy, Isaac R ^a   Bonanno, George A ^b   Bush, David E A ^c   LeDoux, Joseph E ^d  

^a NEW YORK UNIVERSITY SCHOOL OF MEDICINE   (United States)

^b Och Spine at New York Presbyterian Hospitals   (United States)

^c IBM   (United States)

^d NEW YORK UNIVERSITY   (United States)

Author keywords

Anxiety; Fear extinction learning; Heterogeneity; Individual differences; Latent growth modeling; PTSD; Rodent model; Stress; Threat extinction learning

Indexed keywords

ANIMAL BEHAVIOR; ANIMAL EXPERIMENT; ARTICLE; CONDITIONING; CONTROLLED STUDY; DEFENSIVE BEHAVIOR; EXPOSURE; FAILURE TO EXTINGUISH; FEAR; FREEZING; LATENT CLASS GROWTH ANALYSIS; LEARNING; MALE; NONHUMAN; PSYCHOLOGICAL ASPECT; RAPID EXTINCTION; RAT; REINFORCEMENT; SLOW EXTINCTION; STATISTICAL ANALYSIS; STRESS; THREAT;

EID: 84877837975     PISSN: 16625153     EISSN: None     Source Type: Journal    
DOI: 10.3389/fnbeh.2013.00055     Document Type: Article

References (57)

1. Bonanno, G.A. (2004). Loss, trauma, and human resilience: Have we underestimated the human capacity to thrive after extremely aversive events? American psychologist 59, 20.
2. Bonanno, G.A. (2005). Resilience in the Face of Potential Trauma. Current Directions in Psychological Science 14, 135-138.
3. Bonanno, G.A. (2006). Grief, trauma, and resilience. Violent death: Resilience and intervention beyond the crisis, 31-46.
4. Bonanno, G.A., Ho, S.M.Y., Chan, J.C.K., Kwong, R.S.Y., Cheung, C.K.Y., Wong, C.P.Y., and Wong, V.C.W. (2008). Psychological resilience and dysfunction among hospitalized survivors of the SARS epidemic in Hong Kong: A latent class approach. Health Psychology 27, 659-667.
5. Bonanno, G.A., Kennedy, P., Galatzer-Levy, I.R., Lude, P., and Elfstom, M.L. (2012a). Trajectories of resilience, depression, and anxiety following spinal cord injury. Rehabilitation Psychology.
6. Bonanno, G.A., Mancini, A.D., Horton, J.L., Powell, T.M., Leardmann, C.A., Boyko, E.J., Wells, T.S., Hooper, T.I., Gackstetter, G.D., and Smith, T.C. (2012b). Trajectories of trauma symptoms and resilience in deployed US military service members: prospective cohort study. The British Journal of Psychiatry 200, 317-323.
7. Bonanno, G.A., Mancini, A.D., Horton, J.L., Powell, T.M., Leardmann, C.A., Boyko, E.J., Wells, T.S., Hooper, T.I., Gackstetter, G.D., Smith, T.C., and Team, T.M.C.S. (2012c). Trajectories of trauma symptoms and resilience in deployed US military service members: prospective cohort study. The British Journal of Psychiatry.
8. Bonanno, G.A., Westphal, M., and Mancini, A.D. (2011). Resilience to loss and potential trauma. Annual Review of Clinical Psychology 7, 511-535.
9. Boscardin, C.K., Muthén, B., Francis, D.J., and Baker, E.L. (2008). Early identification of reading difficulties using heterogeneous developmental trajectories. Journal of Educational Psychology 100, 192.
10. Bryant, R.A. (2003). Early predictors of posttraumatic stress disorder. Biological psychiatry 53, 789-795.
11. Bush, D.E.A., Sotres-Bayon, F., and Ledoux, J.E. (2007). Individual differences in fear: Isolating fear reactivity and fear recovery phenotypes. Journal of Traumatic Stress 20, 413-422.
12. Cardinal, R.N., Parkinson, J.A., Hall, J., and Everitt, B.J. (2002). Emotion and motivation: the role of the amygdala, ventral striatum, and prefrontal cortex. Neuroscience and biobehavioral reviews 26, 321-352.
13. Cavigelli, S.A., and Mcclintock, M.K. (2003). Fear of novelty in infant rats predicts adult corticosterone dynamics and an early death. Proceedings of the National Academy of Sciences 100, 16131-16136.
14. Cavigelli, S.A., Yee, J.R., and Mcclintock, M.K. (2006). Infant temperament predicts life span in female rats that develop spontaneous tumors. Hormones and Behavior 50, 454-462.
15. Del Boca, F.K., Darkes, J., Greenbaum, P.E., and Goldman, M.S. (2004). Up close and personal: temporal variability in the drinking of individual college students during their first year. Journal of Consulting and Clinical Psychology 72, 155.
16. Deroon-Cassini, T.A., Mancini, A.D., Rusch, M.D., and Bonanno, G.A. (2010). Psychopathology and resilience following traumatic injury: A latent growth mixture model analysis. Rehabilitation Psychology 55, 1-11.
17. Duvarci, S., Bauer, E.P., and Paré, D. (2009). The Bed Nucleus of the Stria Terminalis Mediates Inter-individual Variations in Anxiety and Fear. The Journal of Neuroscience 29, 10357-10361.
18. Fanselow, M.S., and Poulos, A.M. (2005). The neuroscience of mammalian associative learning. Annu. Rev. Psychol. 56, 207-234.
19. Flora, D.B. (2008). Specifying Piecewise Latent Trajectory Models for Longitudinal Data. Structural Equation Modeling: A Multidisciplinary Journal 15, 513-533.
20. Galatzer-Levy, I.R., and Bonanno, G.A. (2012). Beyond normality in the study of bereavement: Heterogeneity in depression outcomes following loss in older adults. Social Science & Medicine 74, 1987-1994.
21. Galatzer-Levy, I.R., Bonanno, G.A., and Mancini, A.D. (2010). From marianthal to latent growth mixture modeling: A return to the exploration of individual differences in response to unemployment. Journal of Neuroscience, Psychology, and Economics 3, 116-125.
22. Galatzer-Levy, I.R., Brown, A.D., Henn-Haase, C., Metzler, T.J., Neylan, T.C., and Marmar, C.R. (2013). Positive and Negative Emotion Prospectively Predict Trajectories of Resilience and Distress Among High-Exposure Police Officers.
23. Galatzer-Levy, I.R., Burton, C.L., and Bonanno, G.A. (2012). Coping Flexibility, Potentially Traumatic Life Events, and Resilience: A Prospective Study of College Student Adjustment. Journal of Social and Clinical Psychology 31, 542-567.
24. Galatzer-Levy, I.R., Madan, A., Neylan, T.C., Henn-Haase, C., and Marmar, C.R. (2011a). Peritraumatic and trait dissociation differentiate police officers with resilient versus symptomatic trajectories of posttraumatic stress symptoms. Journal of Traumatic Stress 24, 557-565.
25. Galatzer-Levy, I.R., Mazursky, H., Mancini, A.D., and Bonanno, G.A. (2011b). What we don't expect when expecting: Evidence for heterogeneity in subjective well-being in response to parenthood. Journal of Family Psychology 25, 384-392.
26. Galatzer-Levy, I.R., and Bonanno, G.A. (2013). Heterogeneous Patterns of Stress Over the Four Years of College: Associations With Anxious Attachment and Ego-Resiliency. Journal of Personality.
27. Galatzer-Levy, I.R., Madan, A., Neylan, T.C., Henn-Haase, C., and Marmar, C.R. (2011). Peritraumatic and trait dissociation differentiate police officers with resilient versus symptomatic trajectories of posttraumatic stress symptoms. Journal of traumatic stress 24, 557-565.
28. Greenbaum, P.E., Del Boca, F.K., Darkes, J., Wang, C.P., and Goldman, M.S. (2005). Variation in the drinking trajectories of freshmen college students. Journal of Consulting and Clinical Psychology; Journal of Consulting and Clinical Psychology 73, 229.
29. Holmes, A., and Singewald, N. (2013). Individual differences in recovery from traumatic fear. Trends in Neurosciences 36, 23-31.
30. Jovanovic, T., and Norrholm, S.D. (2011). Neural mechanisms of impaired fear inhibition in posttraumatic stress disorder. Frontiers in behavioral neuroscience 5.
31. Judd, J., Mcclelland, G., and Ryan, C. (2009). Data Analysis: A Model Comparison Approach. New York: Rutledge.
32. Krishnan, V., Han, M.-H., Graham, D.L., Berton, O., Renthal, W., Russo, S.J., Laplant, Q., Graham, A., Lutter, M., and Lagace, D.C. (2007). Molecular adaptations underlying susceptibility and resistance to social defeat in brain reward regions. Cell 131, 391-404.
33. Ledoux, J. (2012). Rethinking the emotional brain. Neuron 73, 653-676.
34. Ledoux, J.E. (1996). The Emotional Brain. New York: Simon & Schuster
35. Ledoux, J.E. (2000). Emotion circuits in the brain. Annual Review of Neuroscience 23, 155.
36. Maren, S. (2005). Building and burying fear memories in the brain. The Neuroscientist 11, 89-99.
37. Martin, E.I., Ressler, K.J., Binder, E., and Nemeroff, C.B. (2010). The neurobiology of anxiety disorders: brain imaging, genetics, and psychoneuroendocrinology. Clinics in laboratory medicine 30, 865.
38. Mcallister, W.R., and Mcallister, D.E. (1971). Behavioral measurement of condtioned fear, in Aversive conditioning and learning, ed. F.R. Brush. (New York: Academic Press), 105-179.
39. Mcewen, B.S., Eiland, L., Hunter, R.G., and Miller, M.M. (2012). Stress and anxiety: Structural plasticity and epigenetic regulation as a consequence of stress. Neuropharmacology 62, 3-12.
40. Milad, M.R., Pitman, R.K., Ellis, C.B., Gold, A.L., Shin, L.M., Lasko, N.B., Zeidan, M.A., Handwerger, K., Orr, S.P., and Rauch, S.L. (2009). Neurobiological basis of failure to recall extinction memory in posttraumatic stress disorder. Biol Psychiatry 66, 1075-1082.
41. Milad, M.R., and Quirk, G.J. (2002). Neurons in medial prefrontal cortex signal memory for fear extinction. Nature 420, 70-74.
42. Milad, M.R., and Quirk, G.J. (2012). Fear extinction as a model for translational neuroscience: ten years of progress. Annual review of psychology 63, 129-151.
43. Milad, M.R., Rauch, S.L., Pitman, R.K., and Quirk, G.J. (2006). Fear extinction in rats: implications for human brain imaging and anxiety disorders. Biological psychology 73, 61-71.
44. Monfils, M.-H., Cowansage, K.K., Klann, E., and Ledoux, J.E. (2009). Extinction-reconsolidation boundaries: key to persistent attenuation of fear memories. Science 324, 951-955.
45. Morgan, M.A., Romanski, L.M., and Ledoux, J.E. (1993). Extinction of emotional learning: contribution of medial prefrontal cortex. Neurosci.Lett. 163, 109-113.
46. Muthen, B. (ed.). (2004). Latent Variable Analysis: Growth Mixture Modeling and Related Techniques for Longitudinal Data. Newbury Park, CA: Sage Publications.
47. Muthen, L.K., and Muthen, B. (2006). Mplus User's Guide. Fourth Edition. Los Angeles, CA: Muthen and
48. Muthen. Myers, K.M., and Davis, M. (2002). Behavioral and neural analysis of extinction. Neuron 36, 567-584.
49. Norrholm, S.D., Jovanovic, T., Olin, I.W., Sands, L.A., Bradley, B., and Ressler, K.J. (2011). Fear extinction in traumatized civilians with posttraumatic stress disorder: relation to symptom severity. Biological psychiatry 69, 556-563.
50. Nylund, K.L., Asparouhov, T., and Muthen, B.O. (2007). Deciding on the number of classes in latent class analysis and growth mixture modeling: A Monte Carlo simulation study. Structural Equation Modeling 14, 535-569.
51. Quirk, G.J., and Mueller, D. (2007). Neural mechanisms of extinction learning and retrieval. Neuropsychopharmacology 33, 56-72.
52. Rosen, J.B., and Schulkin, J. (1998). From normal fear to pathological anxiety. Psychological Review 105, 325-350.
53. Schaeffer, C.M., Petras, H., Ialongo, N., Poduska, J., and Kellam, S. (2003). Modeling growth in boys' aggressive behavior across elementary school: links to later criminal involvement, conduct disorder, and antisocial personality disorder. Developmental Psychology 39, 1020.
54. Schiller, D., Monfils, M.-H., Raio, C.M., Johnson, D.C., Ledoux, J.E., and Phelps, E.A. (2009). Preventing the return of fear in humans using reconsolidation update mechanisms. Nature 463, 49-53.
55. Sotres-Bayon, F., Corcoran, K.A., Peters, J., and Sierra-Mercado, D. (2008). Neural Correlates of Individual Variability in Fear Extinction. The Journal of Neuroscience 28, 12147-12149.
56. Yehuda, R., And Ledoux, J. (2007). Response variation following trauma: a translational neuroscience approach to understanding PTSD. Neuron 56, 19-32.
57. Yehuda, R., and Ledoux, J. (2007). Response variation following trauma: a translational neuroscience approach to understanding PTSD. Neuron 56, 19-32.