Biobehavioral measures as outcomes: A cautionary Tale
Open accessAbstract
This article discusses the use of biobehavioral measures as outcomes for health care intervention studies. Effect size (ES) values for salivary cortisol and observation-based measures of pain and agitation were examined. Effects pre to post treatment were assessed separately for nursing home residents with and without acute psychotic symptoms. This study revealed large positive effects on both pain and agitation measures in the group with acute psychotic symptoms and small-to-medium positive effects on these same measures in the group without acute psychotic symptoms. In both of these groups, the ES values were not consistently positive on the cortisol measures. Prior to determining whether a measure can be used to estimate minimum clinically important differences, it is essential to consider if the biomarker will be responsive to therapy in the populations and contexts being studied. [[Res Gerontol Nurs. 2014; 7(2):56–65.]
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Concerns have been raised about the salivary cortisol biomarker's long-term stability over spans exceeding one month and its short-term reliability in the context of day-to-day state effects, non-compliance, and other factors.
“Moreover, concerns have been raised about the biomarker’s long-term stability over spans exceeding one month and its short-term reliability in the context of day-to-day state effects, non-compliance, and other factors [33,34,35,36].”
From The Role of Cortisol in Chronic Stress, Neurodegenerative Diseases, and Psychological Disorders (2023) · cites this paper as [36]
Methods > Measures and Procedures (page unavailable) identifies acute stress, incorrect sampling time, and improper sample handling as factors that can add variability to salivary cortisol measurements. The copy does not establish concerns about the biomarker’s stability over periods exceeding one month or specifically discuss day-to-day reliability or non-compliance; a background passage concerns sample storage for up to two weeks, not long-term biomarker stability. (LLM, conf=0.84)
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Cites
Folstein, M. F., Folstein, S. E., & McHugh, P. R. (1975) · Journal of Psychiatric Research · doi:10.1016/0022-3956(75)90026-6 · Cited by 88,282 · see citing works
Statistical Power Analysis for the Behavioral Sciences
Cohen, J. (2013) · doi:10.4324/9780203771587 · Cited by 25,373 · see citing works
(2002) · Cited by 13,211 · see citing works
Wasserman, S. S., Hedges, L. V., & Olkin, I. (1988) · Journal of Educational Statistics · doi:10.2307/1164953 · Cited by 10,347 · see citing works
Effects of stress throughout the lifespan on the brain, behaviour and cognition
Lupien, S. J., McEwen, B. S., Gunnar, M. R., & Heim, C. (2009) · Nature Reviews Neuroscience · doi:10.1038/nrn2639 · Cited by 6,256 · see citing works
Distribution Theory for Glass's Estimator of Effect Size and Related Estimators
Hedges, L. V. (1981) · Journal of Educational Statistics · doi:10.2307/1164588 · Cited by 5,695 · see citing works
Statistical Methods for Meta-Analysis.
Freeman, P. R., Hedges, L. V., & Olkin, I. (1986) · Biometrics · doi:10.2307/2531069 · Cited by 4,832 · see citing works
Pruessner, J. C., Kirschbaum, C., Meinlschmid, G., & Hellhammer, D. H. (2003) · Psychoneuroendocrinology · doi:10.1016/s0306-4530(02)00108-7 · Cited by 3,638 · see citing works
Hypothalamic-pituitary-adrenal axis, neuroendocrine factors and stress
Tsigos, C., & Chrousos, G. P. (2002) · Journal of Psychosomatic Research · doi:10.1016/s0022-3999(02)00429-4 · Cited by 2,822 · cited 2× · see citing works
“Salivary cortisol is frequently used as a biomarker of psychological stress (Piazza, Almeida, Dmitrieva, & Klein, 2010) and measurement of cortisol in saliva provides a reliable marker of stress resulting from both physical discomfort and emotional stress (Chrousos, 2011; Weibel, 2003; Young, Abelson, & Lightman, 2004…”
MethodSalivary cortisol in psychoneuroendocrine research: recent developments and applications
Kirschbaum, C., & Hellhammer, D. H. (1994) · Psychoneuroendocrinology · doi:10.1016/0306-4530(94)90013-2 · Cited by 2,107 · see citing works
Salivary cortisol as a biomarker in stress research
Hellhammer, D. H., Wüst, S., & Kudielka, B. M. (2009) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2008.10.026 · Cited by 1,925 · see citing works
Salivary Cortisol in Psychobiological Research: An Overview
Kirschbaum, C., & Hellhammer, D. H. (2008) · Neuropsychobiology · doi:10.1159/000118611 · Cited by 1,532 · see citing works
Pruessner, J. C., Wolf, O. T., Hellhammer, D. H., Buske-Kirschbaum, A., von Auer, K., Jobst, S., Kaspers, F., & Kirschbaum, C. (1997) · Life Sciences · doi:10.1016/s0024-3205(97)01008-4 · Cited by 1,450 · see citing works
Diurnal Cortisol Rhythm as a Predictor of Breast Cancer Survival
Sephton, S. E. (2000) · Journal of the National Cancer Institute · doi:10.1093/jnci/92.12.994 · Cited by 1,082 · see citing works
Assessing salivary cortisol in large-scale, epidemiological research
Adam, E. K., & Kumari, M. (2009) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2009.06.011 · Cited by 936 · see citing works
Carlson, L. E., Speca, M., Patel, K. D., & Goodey, E. (2003) · Psychoneuroendocrinology · doi:10.1016/s0306-4530(03)00054-4 · Cited by 737 · see citing works
Statistical Methods for the Analysis of Repeated Measurements
Davis, C. S. (2002) · Springer texts in statistics · doi:10.1007/b97287 · Cited by 577 · see citing works
Hall, G. R., & Buckwalter, K. C. (1987) · PubMed · Cited by 477 · see citing works
Area Under the Curve and Other Summary Indicators of Repeated Waking Cortisol Measurements
Fekedulegn, D. B., Andrew, M. E., Burchfiel, C. M., Violanti, J. M., Hartley, T. A., Charles, L. E., & Miller, D. B. (2007) · Psychosomatic Medicine · doi:10.1097/psy.0b013e31814c405c · Cited by 476 · see citing works
Assessment of discomfort in advanced Alzheimer patients
Hurley, A. C., Volicer, B. J., Hanrahan, P. A., Houde, S. C., & Volicer, L. (1992) · Research in Nursing & Health · doi:10.1002/nur.4770150506 · Cited by 470 · see citing works
Malamud, D. (1992) · BMJ · doi:10.1136/bmj.305.6847.207 · Cited by 363 · see citing works
Cortisol pulsatility and its role in stress regulation and health
YOUNG, E., ABELSON, J., & LIGHTMAN, S. (2004) · Frontiers in Neuroendocrinology · doi:10.1016/j.yfrne.2004.07.001 · Cited by 355 · see citing works
Individual differences in the diurnal cycle of cortisol
Smyth, J. M., Ockenfels, M. C., Gorin, A. A., Catley, D., Porter, L. S., Kirschbaum, C., Hellhammer, D. H., & Stone, A. A. (1997) · Psychoneuroendocrinology · doi:10.1016/s0306-4530(96)00039-x · Cited by 350 · see citing works
Stone, A. A., Schwartz, J. E., Smyth, J. M., Kirschbaum, C., Cohen, S., Hellhammer, D. H., & Grossman, S. (2001) · Psychoneuroendocrinology · doi:10.1016/s0306-4530(00)00057-3 · Cited by 347 · see citing works
Gaab, J., Blättler, N., Menzi, T., Pabst, B., Stoyer, S., & Ehlert, U. (2003) · Psychoneuroendocrinology · doi:10.1016/s0306-4530(02)00069-0 · Cited by 309 · see citing works
Evaluation of Biomarkers and Surrogate Endpoints in Chronic Disease
Institute of Medicine (2010) · National Academies Press eBooks · doi:10.17226/12869 · Cited by 273 · see citing works
Jordan, K. P., Dunn, K. M., Lewis, M., & Croft, P. R. (2005) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2005.03.018 · Cited by 268 · see citing works
Lacourse, É., Nagin, D., Tremblay, R., Vitaro, F., & Claes, M. (2003) · Development and Psychopathology · doi:10.1017/s0954579403000105 · Cited by 242 · see citing works
Frontiers in the Use of Biomarkers of Health in Research on Stress and Aging
Piazza, J. A., Almeida, D. M., Dmitrieva, N., & Klein, L. C. (2010) · The Journals of Gerontology Series B · doi:10.1093/geronb/gbq049 · Cited by 222 · see citing works
Strategies for salivary cortisol collection and analysis in research with children
Hanrahan, K., McCarthy, A. M., Kleiber, C., Lutgendorf, S. K., & Tsalikian, E. (2006) · Applied Nursing Research · doi:10.1016/j.apnr.2006.02.001 · Cited by 212 · see citing works
Increased Salivary Cortisol Reliably Induced by a Protein-Rich Midday Meal
Gibson, E. L., Checkley, S., Papadopoulos, A., Poon, L., Daley, S., & Wardle, J. (1999) · Psychosomatic Medicine · doi:10.1097/00006842-199903000-00014 · Cited by 211 · see citing works
Cortisol and Children’s Adjustment: The Moderating Role of Sympathetic Nervous System Activity
El‐Sheikh, M., Erath, S. A., Buckhalt, J. A., Granger, D. A., & Mize, J. (2008) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-007-9204-6 · Cited by 194 · see citing works
Blair, C., Family Life Project Investigators, Granger, D. A., Kivlighan, K. T., Mills-Koonce, R., Willoughby, M., Greenberg, M. T., Hibel, L. C., & Fortunato, C. K. (2008) · Developmental Psychology · doi:10.1037/0012-1649.44.4.1095 · Cited by 177 · see citing works
Kovach, C. R., Logan, B. R., Noonan, P. E., Schlidt, A. M., Smerz, J. M., Simpson, M., & Wells, T. (2006) · American Journal of Alzheimer s Disease & Other Dementias® · doi:10.1177/1533317506288949 · Cited by 162 · see citing works
Self-citationNew enzyme immunoassay for salivary cortisol
Raff, H., Homar, P. J., & Skoner, D. P. (2003) · Clinical Chemistry · doi:10.1373/49.1.203 · Cited by 116 · see citing works
Self-citationAltered circadian cortisol secretion in Alzheimer's disease: Clinical and neuroradiological aspects
Giubilei, F., Patacchioli, F. R., Antonini, G., Monti, M. S., Tisei, P., Bastianello, S., Monnazzi, P., & Angelucci, L. (2001) · Journal of Neuroscience Research · doi:10.1002/jnr.1219 · Cited by 110 · see citing works
Stress and dementia: the role of the hypothalamic-pituitary-adrenal axis
Magri, F., Cravello, L., Barili, L., Sarra, S., Cinchetti, W., Salmoiraghi, F., Micale, G., & Ferrari, E. (2006) · Aging Clinical and Experimental Research · doi:10.1007/bf03327435 · Cited by 110 · see citing works
Raff, H., Raff, J. L., Duthie, E. H., Wilson, C. R., Sasse, E. A., Rudman, I. W., & Mattson, D. L. (1999) · The Journals of Gerontology Series A · doi:10.1093/gerona/54.9.m479 · Cited by 108 · see citing works
Self-citationSalivary alpha‐amylase and cortisol in toddlers: Differential relations to affective behavior
Fortunato, C., Dribin, A. E., Granger, D. A., & Buss, K. A. (2008) · Developmental Psychobiology · doi:10.1002/dev.20326 · Cited by 107 · see citing works
Woods, D. L., & Dimond, M. (2002) · Biological Research For Nursing · doi:10.1177/1099800402238331 · Cited by 105 · see citing works
Self-citationHuman Glucocorticoid Feedback Inhibition Is Reduced in Older Individuals: Evening Study1
Wilkinson, C. W., Petrie, E. C., Murray, S., Colasurdo, E. A., Raskind, M. A., & Peskind, E. R. (2001) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.86.2.7232 · Cited by 99 · see citing works
Rosmond, R., Holm, G., & Björntorp, P. A. (2000) · International Journal of Obesity · doi:10.1038/sj.ijo.0801173 · Cited by 97 · see citing works
Fiocco, A. J., Wan, N., Weekes, N. Y., Pim, H., & LUPIEN, S. J. (2006) · Stress · doi:10.1080/10253890600965674 · Cited by 93 · see citing works
Pain in cognitively impaired nursing home residents: how well are physicians diagnosing it?
Cohen‐Mansfield, J., & Lipson, S. (2002) · Journal of the American Geriatrics Society · doi:10.1046/j.1532-5415.2002.50258.x · Cited by 92 · see citing works
The Serial Trial Intervention: An Innovative Approach to Meeting Needs of Individuals with Dementia
Kovach, C. R., Noonan, P. E., Schlidt, A. M., Reynolds, S., & Wells, T. (2006) · Journal of Gerontological Nursing · doi:10.3928/00989134-20060401-05 · Cited by 86 · see citing works
Self-citationSalivary Cortisol As Indicators of Pain in Preterm Infants
Herrington, C. J., Olomu, I. N., & Geller, S. M. (2004) · Clinical Nursing Research · doi:10.1177/1054773803259665 · Cited by 86 · see citing works
Gilbert, C. E., Brown, M. C. J., Cappelleri, J. C., Carlsson, M. O., & McKenna, S. P. (2008) · CHEST Journal · doi:10.1378/chest.07-0275 · Cited by 84 · see citing works
Pellmar, T. C., Brandt, E. N., & Baird, M. A. (2002) · American Journal of Health Promotion · doi:10.4278/0890-1171-16.4.206 · Cited by 81 · see citing works
Effect of the BACE Intervention on Agitation of People With Dementia
Kovach, C. R., Taneli, Y., Dohearty, P., Schlidt, A. M., Cashin, S. E., & Silva-Smith, A. L. (2004) · The Gerontologist · doi:10.1093/geront/44.6.797 · Cited by 77 · see citing works
Self-citationHuman Glucocorticoid Feedback Inhibition Is Reduced in Older Individuals: Evening Study
Wilkinson, C. W. (2001) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.86.2.545 · Cited by 76 · see citing works
Horgas, A. L., & Dunn, K. (2001) · Journal of Gerontological Nursing · doi:10.3928/0098-9134-20010301-08 · Cited by 74 · see citing works
Raff, H. (2013) · Endocrine · doi:10.1007/s12020-013-0013-0 · Cited by 72 · see citing works
Self-citationCushing’s syndrome: diagnosis and surveillance using salivary cortisol
Raff, H. (2011) · Pituitary · doi:10.1007/s11102-011-0333-0 · Cited by 70 · see citing works
Self-citationSevere Hepatic Side Effects of Ezetimibe
Stolk, M. F. J., Becx, M. C., Kuypers, K. C., & Seldenrijk, C. A. (2006) · Clinical Gastroenterology and Hepatology · doi:10.1016/j.cgh.2006.04.014 · Cited by 65 · see citing works
Factors influencing cortisol level and slope among community dwelling older adults in Minnesota
Ice, G. (2005) · Journal of Cross-Cultural Gerontology · doi:10.1007/s10823-005-9085-5 · Cited by 59 · see citing works
Raff, H., & Singh, R. J. (2012) · Clinical Chemistry · doi:10.1373/clinchem.2012.182717 · Cited by 57 · see citing works
Self-citationRyzin, M. J. V., Chatham, M., Kryzer, E. M., Kertes, D. A., & Gunnar, M. R. (2008) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2008.08.014 · Cited by 56 · see citing works
Raff, H. (2000) · The Endocrinologist · doi:10.1097/00019616-200010010-00004 · Cited by 47 · see citing works
Self-citationWilliams, R. A., Hagerty, B. M., & Brooks, G. (2004) · Nursing Research · doi:10.1097/00006199-200407000-00011 · Cited by 41 · see citing works
Grottoli, S., Giordano, R., Maccagno, B., Pellegrino, M., Ghigo, E., & Arvat, E. (2002) · Journal of Clinical Endocrinology and Metabolism · doi:10.1210/jc.2002-020331 · Cited by 37 · see citing works
Behaviors of Nursing Home Residents with DEMENTIA: Examining Nurse Responses
Kovach, C. R., Kelber, S. T., Simpson, M., et al. (2006) · Journal of Gerontological Nursing · doi:10.3928/00989134-20060601-05 · Cited by 36 · see citing works
Self-citation[Methodological guidelines for the use of salivary cortisol as biological marker of stress].
Weibel, L. (2003) · PubMed · Cited by 35 · see citing works
Kovach, C. R., Cashin, J. R., & Sauer, L. (2006) · Journal of Advanced Nursing · doi:10.1111/j.1365-2648.2006.03968.x · Cited by 32 · see citing works
Self-citationKiley, J. P., Ram, J. S., Croxton, T. L., & Weinmann, G. G. (2005) · COPD Journal of Chronic Obstructive Pulmonary Disease · doi:10.1081/copd-200050649 · Cited by 28 · see citing works
Using saliva to measure endogenous cortisol in nursing home residents with advanced dementia
Woods, D. L., Kovach, C. R., Raff, H., Joosse, L. L., Basmadjian, A., & Hegadoren, K. (2008) · Research in Nursing & Health · doi:10.1002/nur.20254 · Cited by 26 · see citing works
Self-citationKovach, C., Simpson, M., Joosse, L. L., Logan, B. R., Noonan, P., Reynolds, S. A., Woods, D., & Raff, H. (2012) · Research in Gerontological Nursing · doi:10.3928/19404921-20120906-01 · Cited by 26 · see citing works
Self-citationCortisol and Wake Time in Nursing Home Residents With Behavioral Symptoms of Dementia
Woods, D. L., & Martin, J. L. (2007) · Biological Research For Nursing · doi:10.1177/1099800407303982 · Cited by 17 · see citing works
Self-citationRole of salivary cortisol determinations in the diagnosis of Cushing syndrome
Raff, H. (2004) · Current Opinion in Endocrinology & Diabetes · doi:10.1097/01.med.0000132655.69704.8c · Cited by 15 · see citing works
Self-citationSmart wireless continence management system for elderly with dementia
Wai, A. A. P., Fook, F. S., Jayachandran, M., et al. (2008) · doi:10.1109/health.2008.4600105 · Cited by 8 · see citing works
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The Role of Cortisol in Chronic Stress, Neurodegenerative Diseases, and Psychological Disorders
Knezevic, E., Nenic, K., Milanovic, V., & Knezevic, N. N. (2023) · Cells · doi:10.3390/cells12232726 · Cited by 564 · see citing works
“Moreover, concerns have been raised about the biomarker’s long-term stability over spans exceeding one month and its short-term reliability in the context of day-to-day state effects, non-compliance, and other factors [33–36].”
Background
- Authors
- Kovach, C. R., Woods, D. L., Devine, E. C., Logan, B. R., & Raff, H.
- Affiliations
- Medical College of Wisconsin (US)
- Venue
- Research in Gerontological Nursing
- Publisher
- SLACK, Inc.
- Published
- 2014-03
- Volume
- 7
- Issue
- 2
- Pages
- 56-65
- ISSN
- 1938-2464 (ISSN-L)
- 1940-4921
- PMC
- PMC3965632
- OpenAlex
- W2058546066
- Semantic Scholar
- 72aa051403e1a4ba45691e17899a968692ab7276
- Cited by
- 4
- References
- 69
- Citations by year
- 2023: 1 · 2022: 1 · 2016: 2
- FWCI
- 1.20
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Research in Gerontological Nursing (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- U.S. Department of Health and Human Services
- National Institutes of Health
- National Institute of Nursing Research (5R01NR07765, R01NR007765, P20NR010674)
- Topics
- Health Sciences › Health Professions › General Health Professions › Geriatric Care and Nursing Homes
- Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
- Health Sciences › Medicine › Anesthesiology and Pain Medicine › Pain Management and Opioid Use
- Keywords
- outcome measures, salivary cortisol, pain, agitation, nursing home residents, effect size, minimal clinically important difference
- MeSH terms
- Aged, Aged, 80 and over, Dementia, Female, Humans, Hydrocortisone, Nursing Homes, Pain Measurement, Psychomotor Agitation, Biomarkers, Outcome Assessment, Health Care, Observation, Pain Management
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