Diversity and representation: Key issues for psychophysiological science
Corresponding Author
Lisa M. Gatzke-Kopp
Human Development and Family Studies, Pennsylvania State University, University Park, Pennsylvania, USA
Address correspondence to: Lisa M. Gatzke-Kopp, 228 Health and Human Development Building, The Pennsylvania State University, University Park, PA 16802, USA. E-mail: [email protected]Search for more papers by this authorCorresponding Author
Lisa M. Gatzke-Kopp
Human Development and Family Studies, Pennsylvania State University, University Park, Pennsylvania, USA
Address correspondence to: Lisa M. Gatzke-Kopp, 228 Health and Human Development Building, The Pennsylvania State University, University Park, PA 16802, USA. E-mail: [email protected]Search for more papers by this authorThis work was supported in part by a grant to the author from the National Science Foundation SES-1150944 and by the Social Science Research Institute of The Pennsylvania State University.
Abstract
This Special Issue is devoted to the illustration and discussion of three key demographic variables (sex/gender, race/ethnicity, and socioeconomic status) that have been shown to moderate associations between psychophysiological processes and behavior. The introduction to the issue discusses the role of phenotypic plasticity in the emergence of different neural processes that achieve the same behavioral outcome, with emphasis on how these relatively stable developmental contexts affect brain/behavior associations without necessarily resulting in difference in behavior. These findings have profound significance for the implications of generalization and call into question the presumption that diverse samples produce an average result that is appropriately reflective of the individuals themselves. Increasing diversity within psychophysiological research is critical in elucidating mechanisms by which the human brain can accomplish cognitive and affective behaviors. This article further examines the logistical and ethical challenges faced in achieving this goal.
References
- Agrawal, A. A. (2001). Phenotypic plasticity in the interactions and evolution of species. Science, 294, 321–326. doi: 10.1126/science.1060701
- Allen, B., & Friedman, B. H. (2016). Threatening the heart and mind of gender stereotypes: Can imagined contact influence the physiology of stereotype threat? Psychophysiology, 53, 105–112.
- Alonso, S. J., Navarro, E., & Rodriguez, M. (1994). Permanent dopaminergic alterations in the n. accumbens after prenatal stress. Pharmacology, Biochemistry, & Behavior, 49, 353–358. doi: 10.1016/0091-3057994)90433-2
- Arnold, A. P. (2004). Sex chromosomes and brain gender. Nature Reviews Neuroscience, 5, 1–8. doi: 10.1038/nrn1494
- Bao, Y., & Poppel, E. (2012). Anthropological universals and cultural specifics: Conceptual and methodological challenges in cultural neuroscience. Neuroscience and Biobehavioral Reviews, 36, 2143–2146. doi: 10.1016/j.neubiorev.2012.06.008
- Beauchaine, T. P., Neuhaus, E., Gatzke-Kopp, L. M., Reid, M. J., Chipman, J., Brekke, A., … Webster-Stratton, C. (2015). Electrodermal responding predicts responses to, and may be altered by, preschool intervention for ADHD. Journal of Consulting and Clinical Psychology, 83, 293–303. doi: 10.1037/a0038405
- Belfi, A. M., Chen, K.-H., Schneider, B., & Tranel, D. (2016). Neurological damage disrupts normal sex differences in psychophysiological responsiveness to music. Psychophysiology, 53, 14–20.
- Belfi, A. M., Conrad, A. L., Dawson, J., & Nopoulos, P. (2014). Masculinity/femininity predicts brain volumes in normal healthy children. Developmental Neuropsychology, 39, 25–36. doi: 10.1080/87565641.2013.839681
- Blair, C. (2010). Stress and the development of self-regulation in context. Child Development Perspectives, 4, 181–188. doi: 10.1111/j.1750-8606.2010.00145.x
- Blair, C., Granger, D. A., Willoughby, M., Mills-Koonce, R., Cox, M., Greenberg, M. T., … the FLP Investigators (2011). Salivary cortisol mediates effects of poverty and parenting on executive functions in early childhood. Child Development, 82, 1970–1984. doi: 10.1111/j.1467-8624.2011.01643.x
- Bradley, R. H., & Corwyn, R. F. (2002). Socioeconomic status and child development. Annual Reviews of Psychology, 53, 371–399. doi: 10.1146/annurev.psych.53.100901.135233
- Brake, W. G., Zhang, T. Y., Diorio, J., Meaney, M. J., & Gratton, A. (2004). Influence of early postnatal rearing conditions on mesocorticolimbic dopamine and behavioral responses to psychostimulants and stressors in adult rats. European Journal of Neuroscience, 19, 1863–1874. doi: 10.1111/j.1460-9568.2004.03286.x
- Cable, D. (2013). The racial dot map. Weldon Cooper Center for Public Service, Rector and Visitors of the University of Virginia. Retrieved September 9, 2015, from http://demographics.coopercenter.org/DotMap/
- Cahill, L. (2010). Chapter 3—Sex influences on brain and emotional memory: The burden of proof has shifted. Progress in Brain Research, 186, 29–40. doi: 10.1016/B978-0-444-53630-3.00003-8
- Cahill, L. (2012). A half-truth is a whole lie: On the necessity of investigating sex influences on the brain. Endocrinology, 153, 2541–2543. doi: 10.1210/en.2011-2167
- Cahill, L. (2014). Equal ≠ the same: Sex differences in the human brain. Cerebrum, 5. Retrieved September 29, 2015, from http://www.dana.org/Cerebrum/2014/Equal_%E2%89%A0_The_Same__Sex_Differences_in_the_Human_Brain/
- Cahill, L. M., Uncapher, M., Kilpatrick, L., Akire, M. T., & Turner, J. (2004). Sex-related hemispheric lateralization of amygdala function in emotionally influenced memory: An FMRI investigation. Learning and Memory, 11, 261–266. doi: 10.1101/lm.70504
- Chiao, J. Y. (2009). Cultural neuroscience: A once and future discipline. Progress in Brain Research, 178, 287–304. doi: 10.1016/S0079-6123(09)17821-4
- Conradt, E., Beauchaine, T., Abar, B., Lagasse, L., Shankaran, S., Bada, H., … Lester, B. (2016). Early caregiving stress exposure moderates the relation between respiratory sinus arrhythmia reactivity at 1 month and biobehavioral outcomes at age 3. Psychophysiology, 53, 83–96.
- Crespi, E. J., & Denver, R. J. (2005). Ancient origins of human developmental plasticity. American Journal of Human Biology, 17, 44–54. doi: 10.1002/ajhb.20098
- Cuevas, K., Calkins, S. D., & Bell, M. A. (2016). To Stroop or not to Stroop: Sex-related differences in brain-behavior associations during early childhood. Psychophysiology, 53, 30–40.
- D'Angiulli, A., Weinberg, L., Oberlander, T. F., Grunau, R. E., Hertzman, C., & Maggi, S. (2012). Frontal EEG/ERP correlates of attentional processes, cortisol and motivational states in adolescents from lower and higher socioeconomic status. Frontiers in Human Neuroscience, 6, 306. doi: 10.3389/fnhum.2012.00306
- de Greck, M., Shi, A., Wang, G., Zuo, X., Yang, X., Wang, X., … Han, S. (2012). Culture modulates brain activity during empathy with anger. NeuroImage, 59, 2871–2882. doi: 10.1016/j.neuroimage.2011.09.052
- de Kloet, E. R., Sibug, R. M., Helmerhorst, F. M., & Schmidt, M. (2005). Stress, genes and the mechanism of programming the brain for later life. Neuroscience and Biobehavioral Reviews, 29, 271–281. doi: 10.1016/j.neubiorev.2004.10.008
- Deaux, K. (1985). Sex and gender. Annual Reviews of Psychology, 36, 49–81. doi: 10.1146/annurev.ps.36.020185.000405
- Ekman, P., Friesen, W. V., O'Sullivan, M., Chan, A., Diacoyanni-Tarlatzis, I., Heider, K., … Tzavaras, A. (1987). Universals and cultural differences in the judgements of facial expressions of emotion. Journal of Personality and Social Psychology, 53, 712–717. doi: 10.1037
- Farmer, M. M., & Ferraro, K. F. (2005). Are racial disparities in health conditional on socioeconomic status? Social Science and Medicine, 60, 191–204. doi: 10.1016/j.socscimed.2004.04.026
- Fine, C. (2010). From scanner to sound bite: Issues in interpreting and reporting sex differences in the brain. Current Directions in Psychological Science, 19, 280–283. doi: 10.1177/0963721410383248
- Fisher, J. A., & Kalbaugh, C. A. (2011). Challenging assumptions about minority participation in US clinical research. American Journal of Public Health, 101, 2217–2222. doi: 10.2105/AJPH.2011.300279
- Francis, D. D., Young, I. J., Meaney, M. J., & Insel, T. R. (2002). Naturally occurring differences in maternal care are associated with the expression of oxytocin and vasopressin (V1a) receptors: Gender differences. Journal of Neuroendocrinology, 14, 349–353. doi: 10.1046/j.0007-1331.2002.00776.x
- Free Map Tools Radius Around a Point. (2015). Created from http://www.freemaptools.com/radius-around-point.htm
- Galobardes, B., Lynch, J. W., & Smith, G. D. (2008). Is the association between childhood socioeconomic circumstances and cause-specific mortality established? Update of a systematic review. Journal of Epidemiology and Community Health, 62, 387–390. doi: 10.1136/jech.2007.065508
- Gasbarri, A., Arnone, B., Pompili, A., Pacitti, F., Pacitti, C., & Cahill, L. (2007). Sex-related hemispheric lateralization of electrical potentials evoked by arousing negative stimuli. Brain Research, 1138, 178–186. doi: 10.1016/j.brainres.2006.12.073
- Gates, K. M., Molenaar, P. C., Iver, S. P., Nigg, J. T., & Fair, D. A. (2014). Organizing heterogeneous samples using community detection of GIMME-derived resting state functional networks. PLoS One, 9, e91322. doi: 10.1371/journal.pone.0091322
- Gatzke-Kopp, L. M. (2011). The canary in the coalmine: The sensitivity of mesolimbic dopamine to environmental adversity during development. Neuroscience and Biobehavioral Reviews, 35, 794–803. doi: 10.1016/j.neubiorev.2010.09.013
- Gatzke-Kopp, L. M., Greenberg, M., Fortunato, C. K., & Coccia, M. A. (2012). Aggression as an equifinal outcome of distinct neurocognitive and neuroaffective processes. Development and Psychopathology, 24, 985–1002. doi: 10.1017/S0954579412000491
- Gordon, J. L., & Girdler, S. S. (2014). Mechanisms underlying hemodynamic and neuroendocrine stress reactivity at different phases of the menstrual cycle. Psychophysiology, 51, 309–318. doi: 10.111/psyp.12177
- Hackman, D. A., & Farah, M. J., (2009). Socioeconomic status and the developing brain. Trends in Cognitive Sciences, 13, 65–73. doi: 10.1016/j.tics.2008.11.003
- Hitokoto, H., Glazer, J., & Kitayama, S. (2016). Cultural shaping of neural responses: Feedback-related potentials vary with self-construal and face priming. Psychophysiology, 53, 52–63.
- Jablonski, N. G. (2012). Human skin pigmentation as an example of an adaptive evolution. Proceedings of the American Philosophical Society, 156, 45–57.
- Jackson, A. P., Brooks-Gunn, J., Huang, C., & Glassman, M. (2000). Single mothers in low-wage jobs: Financial strain, parenting, and preschoolers’ outcomes. Child Development, 71, 1409–1423. doi: 10.1111/1467-8624.00236
- Kim, H. S., & Sasaki, J. Y. (2014). Cultural neuroscience: Biology of the mind in cultural contexts. Annual Review of Psychology, 65, 487–514. doi: 10.1146/annurev-psych-010213-115040
- Kim, H. S., Sherman, D. K., Taylor, S. E., Sasaki, J. Y., Chu, T. Q., Ryu, C., … Xu, J. (2010). Culture, the serotonin receptor polymorphism (5-HTR1A), and locus of attention. Social Cognitive and Affective Neuroscience, 5, 212–218. doi: 10.1093/scan/nsp040
- Kitayama, S., & Murata, A. (2013). Culture modulates perceptual attention: An event-related potential study. Social Cognition, 31, 758–769. doi: 10.1521/soco.2013.31.6.758
- Klein, S. L., Schiebinger, L., Stefanick, M. L., Cahill, L., Danska, J., de Vries, G. J., … Zucker, I. (2015). Opinion: Sex inclusion in basic research drives discovery. Proceedings of the National Academy of Sciences, 112, 5257–5258. doi: 10.1073/pnas.1502843112
- Knox, P. C., & Wolohan, F. D. (2014). Cultural diversity and saccade similarities: Culture does not explain saccade latency differences between Chinese and Caucasian participants. PLOS One, 9, e94424. doi: 10.1371/journal.pone.0094424
- Lindquist, K. A., Wager, T. D., Kober, H., Bliss-Moreau, E., & Barrett, L. F. (2012). The brain basis of emotion: A meta-analytic review. Behavioral and Brain Sciences, 35, 121–202. doi: 10.1017/S0140525X11000446
- Lupien, S. J., McEwen, B. S., Gunnar, M. R., & Heim, C. (2009). Effects of stress throughout the lifespan on the brain, behavior and cognition. Nature Reviews Neuroscience, 10, 434–445. doi: 10.1038/nrn2639
-
Markus, H. R., &
Kitayama, S. (1991). Culture and the self: Implications for cognition, emotion, and motivation. Psychology Review, 98, 224–253. doi: 10.1037/0033-295X.98.2.224
10.1037/0033-295X.98.2.224 Google Scholar
- Mateo, M. M., Cabanis, M., Loebell, N. CdE., & Krach, S. (2012). Concerns about cultural neurosciences: A critical analysis. Neuroscience and Biobehavioral Reviews, 36, 152–161. doi: 10.1016/j.neubiorev.2011.05.006
- Matthews, L. J., & Butler, P. M. (2011). Novelty-seeking DRD4 polymorphisms are associated with human migration distance out-of-Africa after controlling for neutral population gene structure. American Journal of Physiological Anthropology, 145, 382–389. doi: 10.1002/ajpa.21507
- McCarthy, M. M., Arnold, A. P., Ball, G. F., Blaustein, J. D., & De Vries, G. (2012). Sex differences in the brain: The not so inconvenient truth. The Journal of Neuroscience, 32, 2241–2247. doi: 10.1523/JNEUROSCI.5372-11.2012
- McEwen B. S., & Gianaros, P. J. (2010). Central role of the brain in stress and adaptation: Links to socioeconomic status, health, and disease. Annals of the New York Academy of Sciences, 1186, 190–222. doi: 10.1111/j.1749-6632.2009.05331.x
- McGowan, P. O., Meaney, M. J., & Szyf, M. (2008). Diet and the epigenetic (re)programming of phenotypic differences in behavior. Brain Research, 1237, 12–24. doi: 10.1016/j.brainres.2008.07.074
- Miller, G. E., Chen, E., Fok, A. K., Walker, H., Lim, A., Nicholls, E. F., … Kobor, M. S. (2009). Low early-life social class leaves a biological residue manifested by decreased glucocorticoid and increased proinflammatory signaling. Proceedings of the National Academy of Sciences, 106, 14716–14721. doi: 10.1073/pnas.0902971106
- Miller, G. E., Lachman, M. E., Chen, E., Gruenewald, T. L., Karlamangla, A. S., & Seeman, T. E. (2011). Pathways to resilience: Maternal nurturance as a buffer against the effects of childhood poverty on metabolic syndrome at midlife. Psychological Science, 22, 1591–1599. doi: 10.1177/0956797611419170
- Moser, J. S., Moran, T. P., Kneip, C., Schroder, H. S., & Larson, M. J. (2016). Sex moderates the association between symptoms of anxiety, but not obsessive compulsive disorder, and error-monitoring brain activity: A meta-analytic review. Psychophysiology, 53, 21–29.
- Mueller, S. C., Maheu, F. S., Dozier, M., Peloso, E., Mandell, D., Leibenluft, E., … Ernst, M. (2010). Early-life stress is associated with impairment in cognitive control in adolescence: An fMRI study. Neuropsychologia, 48, 3037–3044. doi: 10.1016/j.neuropsychologia.2010.06.013
- Oomen, C. A., Soeters, H., Audureau, N., Vermunt, L., van Hasselt, F. N., Manders, E. M., … Krugers, H. (2010). Severe early life stress hampers spatial learning and neurogenesis, but improves hippocampal synaptic plasticity and emotional learning under high-stress conditions in adulthood. Journal of Neuroscience, 12, 6635–6645. doi: 10.1523/JNEUROSCI.0247-10.2010
- Park, D. C., & Huang, C.-M. (2010). Culture wires the brain: A cognitive neuroscience perspective. Perspectives on Psychological Science, 5, 391–400. doi: 10.1177/1745691610374591
- Park, J., & Kitayama, S. (2014). Interdependent selves show face-induced facilitation of error processing: Cultural neuroscience of self-threat. Social, Cognitive, and Affective Neuroscience, 9, 201–208. doi: 10.1093/scan/nss125
- Petersen, N., Kilpatrick, L. A., Goharzad, A., & Cahill, L. (2014). Oral contraceptive pill use and menstrual cycle phase are associated with altered resting state functional connectivity. Neuroimage, 15, 24–32. doi: 10.1016/j.neuroimage.2013.12.016
- Rippon, G., Jordan-Young, R., Kaiser, A., & Fine, C. (2014). Recommendations for sex/gender neuroimaging research: Key principles and implications for research design, analysis, and interpretation. Frontiers in Human Neuroscience, 8, 1–13. doi: 10.3389/fnhum.2014.00650
- Robinson, J. M. & Trochim, W. M. K. (2007). An examination of community members’, researchers’, and health professionals’ perceptions of barriers to minority participation in medical research: An application of concept mapping. Ethnicity and Health, 12, 521–539. doi: 10.1080/13557850701616987
- Roepstorff, A., Niewohner, J., & Beck, S. (2010). Enculturing brains through patterned practices. Neural Networks, 23, 1051–1059. doi: 10.1016/j.neunet.2010.08.002
- Skowron, E. A., Cipriano-Essel, E. A., Gatzke-Kopp, L. M., Teti, D., & Ammerman, R. (2014). Early adversity, RSA, and inhibitory control: Evidence of children's neurobiological sensitivity to social context. Developmental Psychobiology, 56, 964–978. doi: 10.1002/dev.21175
- Soto, J. A., Lee, E. A., & Roberts, N. A. (2016). Convergence in feeling, divergence in physiology: How culture influences the consequences of disgust suppression and amplification among European Americans and Asian Americans. Psychophysiology, 53, 41–51.
- Steele, C. M., & Aronson, J. A. (1995). Stereotype threat and the intellectual test performance of African Americans. Journal of Personality and Social Psychology, 69, 797–811. doi: 10.1037/0022-3514.69.5.797
- Sui, J., Liu, C. H., & Han, S. (2009). Cultural differences in neural mechanisms of self-recognition. Social Neuroscience, 4, 402–411. doi: 10.1080/17470910802674825
- Tate, C. C., Ledbetter, J. N., & Youssef, C. P. (2013). A two-question method for assessing gender categories in the social and medical sciences. Journal of Sex Research, 50, 767–776. doi: 10.1080/00224499.2012.690110
- Uchino, B. N., Ruiz, J. M., Smith, T. W., Smyth, J. M., Taylor, D. J., Allison, M., & Ahn, C. (2016). Ethnic/racial differences in the association between social support and levels of C-reactive proteins in the North Texas Heart Study. Psychophysiology, 53, 64–70.
- Ursache, A., & Noble, K. G. (2016). Neurocognitive development in socioeconomic context: Multiple mechanisms and implications for measuring socioeconomic status. Psychophysiology, 53, 71–82.
- Waters, S. F., Boyce, W. T., Eskenazi, B., & Alkon, A. (2016). The impact of maternal depression and overcrowded housing on associations between autonomic nervous system reactivity and externalizing behavior problems in vulnerable Latino children. Psychophysiology, 53, 97–104.
- Way, B. M., & Lieberman, M. D. (2010). Is there a genetic contribution to cultural differences? Collectivism, individualism, and genetic markers of social sensitivity. Social Cognitive and Affective Neuroscience, 5, 203–211. doi: 10.1093/scan/nsq059
- Weisberg, D. S., Keil, F. C., Goodstein, J., Rawson, E., & Gray, J. R. (2008). The seductive allure of neuroscience explanations. Journal of Cognitive Neuroscience, 20, 470–477. doi: 10.1162/jocn.2008.20040
- Wendler, D., Kington, R., Madans, J., Van Wye, G., Christ-Schmidt, H., Pratt, L. A., … Emanuel, E. (2006). Are racial and ethnic minorities less willing to participate in health research? PLoS Medicine, 3, e19. doi: 10.1371/journal.pmed.0030019
- Woodruff, T. K., Kibbe, M. R., Paller, A. S., Turek, F. W., & Woolley, C. S. (2014). “Lean in” to support sex differences in basic science and clinical research. Endocrinology, 155, 1181–1183. doi:10.1210/en.2014-1068