Developing biomarkers in mood disorders research through the use of rapid-acting antidepressants
Open accessAbstract
An impediment to progress in mood disorders research is the lack of analytically valid and qualified diagnostic and treatment biomarkers. Consistent with the National Institute of Mental Health (NIMH)'s Research Domain Criteria (RDoC) initiative, the lack of diagnostic biomarkers has precluded us from moving away from a purely subjective (symptom-based) toward a more objective diagnostic system. In addition, treatment response biomarkers in mood disorders would facilitate drug development and move beyond trial-and-error toward more personalized treatments. As such, biomarkers identified early in the pathophysiological process are proximal biomarkers (target engagement), while those occurring later in the disease process are distal (disease pathway components). One strategy to achieve this goal in biomarker development is to increase efforts at the initial phases of biomarker development (i.e. exploration and validation) at single sites with the capability of integrating multimodal approaches across a biological systems level. Subsequently, resultant putative biomarkers could then undergo characterization and surrogacy as these latter phases require multisite collaborative efforts. We have used multimodal approaches - genetics, proteomics/metabolomics, peripheral measures, multimodal neuroimaging, neuropsychopharmacological challenge paradigms and clinical predictors - to explore potential predictor and mediator/moderator biomarkers of the rapid-acting antidepressants ketamine and scopolamine. These exploratory biomarkers may then be used for a priori stratification in larger multisite controlled studies during the validation and characterization phases with the ultimate goal of surrogacy. In sum, the combination of target engagement and well-qualified disease-related measures are crucial to improve our pathophysiological understanding, personalize treatment selection, and expand our armamentarium of novel therapeutics.
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Such an approach has the potential to further our understanding of both mechanisms of action for suicide-focused treatments as well as elucidate the neural correlates of suicide risk.
“Such an approach, which has already been implemented in rapid-acting clinical trials for depression (18), has the potential to further our understanding of both mechanisms of action for suicide-focused treatments as well as elucidate the neural correlates of suicide risk (19).”
From New methods for assessing rapid changes in suicide risk (2021) · cites this paper as [18]
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Cites
Insel, T., Cuthbert, B., Garvey, M., Heinssen, R., Pine, D. S., Quinn, K., Sanislow, C., & Wang, P. (2010) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2010.09091379 · Cited by 7,067 · see citing works
Biomarkers and surrogate endpoints: Preferred definitions and conceptual framework
Biomarkers Definitions Working Group (2001) · Clinical Pharmacology & Therapeutics · doi:10.1067/mcp.2001.113989 · Cited by 6,771 · see citing works
Systems biology: a brief overview
Kitano, H. (2002) · Science · doi:10.1126/science.1069492 · Cited by 4,265 · see citing works
A randomized trial of an N-methyl-D-aspartate antagonist in treatment-resistant major depression.
Zarate, C. A., Singh, J. B., Carlson, P. J., Brutsche, N. E., Ameli, R., Luckenbaugh, D. A., Charney, D. S., & Manji, H. K. (2006) · Archives of General Psychiatry · doi:10.1001/archpsyc.63.8.856 · Cited by 3,766 · see citing works
Self-citationThe size and burden of mental disorders and other disorders of the brain in Europe 2010
Wittchen, H. U., Jacobi, F., Rehm, J., Gustavsson, A., Svensson, M., Jönsson, B., Olesen, J., Allgulander, C., Alonso, J., Faravelli, C., et al. (2011) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2011.07.018 · Cited by 3,754 · see citing works
<i>K-ras</i> Mutations and Benefit from Cetuximab in Advanced Colorectal Cancer
Karapetis, C. S., Khambata-Ford, S., Jonker, D. J., O'Callaghan, C. J., Tu, D., Tebbutt, N. C., Simes, R. J., Chalchal, H., Shapiro, J. D., Robitaille, S., et al. (2008) · New England Journal of Medicine · doi:10.1056/nejmoa0804385 · Cited by 3,622 · see citing works
mTOR-Dependent Synapse Formation Underlies the Rapid Antidepressant Effects of NMDA Antagonists
Li, N., Lee, B., Liu, R.-J., Banasr, M., Dwyer, J. M., Iwata, M., Li, X.-Y., Aghajanian, G., & Duman, R. S. (2010) · Science · doi:10.1126/science.1190287 · Cited by 2,881 · see citing works
Biomarkers of Cardiovascular Disease: Molecular Basis and Practical Considerations
Vasan, R. S. (2006) · Circulation · doi:10.1161/circulationaha.104.482570 · Cited by 1,212 · see citing works
Cingulate function in depression: a potential predictor of treatment response
Mayberg, H. S., Brannan, S. K., Mahurin, R. K., Jerabek, P. A., Brickman, J. S., Tekell, J. L., Silva, J. A., McGinnis, S., Glass, T. G., Martin, C. C., et al. (1997) · NeuroReport · doi:10.1097/00001756-199703030-00048 · Cited by 1,029 · see citing works
Ruhé, H. G., Mason, N. S., & Schene, A. H. (2007) · Molecular Psychiatry · doi:10.1038/sj.mp.4001949 · Cited by 861 · see citing works
Fit-for-Purpose Method Development and Validation for Successful Biomarker Measurement
Lee, J. W., Devanarayan, V., Barrett, Y. C., WEINER, R. S., Allinson, J. L., Fountain, S. T., Keller, S., Weinryb, I., Green, M., Duan, L., et al. (2006) · Pharmaceutical Research · doi:10.1007/s11095-005-9045-3 · Cited by 770 · see citing works
Antidepressants and the Risk of Suicidal Behaviors
Jick, H. (2004) · JAMA · doi:10.1001/jama.292.3.338 · Cited by 587 · see citing works
Poste, G. (2011) · Nature · doi:10.1038/469156a · Cited by 582 · see citing works
The Utility of Biomarkers in the Diagnosis and Therapy of Inflammatory Bowel Disease
Lewis, J. D. (2011) · Gastroenterology · doi:10.1053/j.gastro.2010.11.058 · Cited by 457 · see citing works
Suicide Risk During Antidepressant Treatment
Simon, G. E., Savarino, J., Operskalski, B., & Wang, P. S. (2006) · American Journal of Psychiatry · doi:10.1176/appi.ajp.163.1.41 · Cited by 424 · cited 1× · see citing works
“[42–44] Severe depressive episodes with suicidal thinking and intent should be regarded as equivalent to emergent medical conditions, where rapidly effective treatments with evidence-based surrogate endpoints have been demonstrated to reduce morbidity and mortality.”
BackgroundFurey, M. L., & Drevets, W. C. (2006) · Archives of General Psychiatry · doi:10.1001/archpsyc.63.10.1121 · Cited by 417 · see citing works
Self-citationMASS, R. D., Press, M. F., Anderson, S., Cobleigh, M., Vogel, C. L., Dybdal, N. O., Leiberman, G., & Slamon, D. J. (2005) · Clinical Breast Cancer · doi:10.3816/cbc.2005.n.026 · Cited by 359 · see citing works
Is Pharma Running Out of Brainy Ideas?
Miller, G. (2010) · Science · doi:10.1126/science.329.5991.502 · Cited by 284 · cited 1× · see citing works
“[3] There have been successes in biomarker-driven drug development in the medical subspecialties, but early phase II failures continue to plague drug development in mood disorders due to the following: high attrition rates, long lead-time development, disease heterogeneity and inadequate mechanistic understanding of a…”
BackgroundInfluentialSalvadore, G., Cornwell, B. R., Colon-Rosario, V., Coppola, R., Grillon, C., Zarate, C. A., & Manji, H. K. (2009) · Biological Psychiatry · doi:10.1016/j.biopsych.2008.08.014 · Cited by 277 · see citing works
Self-citationEvaluation 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
Voleti, B., Navarria, A., Liu, R.-J., Banasr, M., Li, N., Terwilliger, R., Sanacora, G., Eid, T., Aghajanian, G., & Duman, R. S. (2013) · Biological Psychiatry · doi:10.1016/j.biopsych.2013.04.025 · Cited by 264 · see citing works
Data sharing in neuroimaging research
Poline, J., Breeze, J. L., Ghosh, S., Gorgolewski, K. J., Halchenko, Y. O., Hanke, M., Haselgrove, C., Helmer, K. G., Keator, D. B., Marcus, D. S., et al. (2012) · Frontiers in Neuroinformatics · doi:10.3389/fninf.2012.00009 · Cited by 262 · see citing works
Anticevic, A., Gancsos, M., Murray, J. D., Repovs, G., Driesen, N. R., Ennis, D. J., Niciu, M. J., Morgan, P. T., Surti, T. S., Bloch, M. H., et al. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1208494109 · Cited by 243 · see citing works
Self-citationFluid biomarkers in Alzheimer’s disease – current concepts
Rosén, C., Hansson, O., Blennow, K., & Zetterberg, H. (2013) · Molecular Neurodegeneration · doi:10.1186/1750-1326-8-20 · Cited by 214 · see citing works
Tanaka, C., O’Reilly, T., Kovarik, J. M., Shand, N., Hazell, K., Judson, I. R., Raymond, É., Zumstein-Mecker, S., Stephan, C., Boulay, A., et al. (2008) · Journal of Clinical Oncology · doi:10.1200/jco.2007.14.1127 · Cited by 211 · see citing works
Identifying Functional Neuroimaging Biomarkers of Bipolar Disorder: Toward DSM-V
Phillips, M. L., & Vieta, E. (2007) · Schizophrenia Bulletin · doi:10.1093/schbul/sbm060 · Cited by 193 · see citing works
Phelps, L. E., Brutsché, N. E., Moral, J. R., Luckenbaugh, D. A., Manji, H. K., & Zarate, C. A. (2008) · Biological Psychiatry · doi:10.1016/j.biopsych.2008.09.029 · Cited by 188 · see citing works
Self-citationPapakostas, G. I., Shelton, R. C., Kinrys, G., Henry, M. E., Bakow, B. R., Lipkin, S. H., Pi, B., Thurmond, L., & Bilello, J. A. (2013) · Molecular Psychiatry · doi:10.1038/mp.2011.166 · Cited by 180 · see citing works
Machado-Vieira, R., Manji, H. K., & Zarate, C. A. (2009) · The Neuroscientist · doi:10.1177/1073858409336093 · Cited by 171 · see citing works
Self-citationSuicide Attempts Among Patients Starting Depression Treatment With Medications or Psychotherapy
Simon, G. E., & Savarino, J. E. (2007) · American Journal of Psychiatry · doi:10.1176/ajp.2007.164.7.1029 · Cited by 169 · see citing works
Simulated public speaking as a model of clinical anxiety
McNair, D. M., Frankenthaler, L. M., Czerlinsky, T., White, T. W., Sasson, S., & Fisher, S. (1982) · Psychopharmacology · doi:10.1007/bf00436092 · Cited by 140 · see citing works
Strategic Approach to Fit-for-Purpose Biomarkers in Drug Development
Wagner, J. A. (2007) · The Annual Review of Pharmacology and Toxicology · doi:10.1146/annurev.pharmtox.48.113006.094611 · Cited by 138 · see citing works
Karsdal, M. A., Henriksen, K., Leeming, D. J., Mitchell, P. G., Duffin, K. L., Barascuk, N., Klickstein, L. B., Aggarwal, P., Nemirovskiy, O. V., Byrjalsen, I., et al. (2009) · Biomarkers · doi:10.1080/13547500902777608 · Cited by 135 · see citing works
Amyloid imaging as a biomarker for cerebral β-amyloidosis and risk-prediction for Alzheimer dementia
Klunk, W. (2011) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2011.09.006 · Cited by 134 · see citing works
Mullard, A. (2013) · Nature Reviews Drug Discovery · doi:10.1038/nrd3946 · Cited by 132 · see citing works
Amur, S., Frueh, F. W., Lesko, L. J., & Huang, S. M. (2008) · Biomarkers in Medicine · doi:10.2217/17520363.2.3.305 · Cited by 116 · see citing works
Furey, M. L., Drevets, W. C., Hoffman, E. M., Frankel, E., Speer, A. M., & Zarate, C. A. (2013) · JAMA Psychiatry · doi:10.1001/2013.jamapsychiatry.60 · Cited by 102 · see citing works
Self-citationPasco, J. A., Jacka, F. N., Williams, L. J., Henry, M. J., Nicholson, G. C., Kotowicz, M. A., & Berk, M. (2010) · Psychotherapy and Psychosomatics · doi:10.1159/000319530 · Cited by 95 · see citing works
Human Biomarkers of Rapid Antidepressant Effects
Zarate, C. A., Mathews, D. C., & Furey, M. L. (2013) · Biological Psychiatry · doi:10.1016/j.biopsych.2012.11.031 · Cited by 89 · see citing works
Self-citationLuckenbaugh, D. A., Ibrahim, L. A., Brutsché, N. E., Franco-Chaves, J. A., Mathews, D. C., Marquardt, C. A., Cassarly, C. N., & Zarate, C. A. (2012) · Bipolar Disorders · doi:10.1111/bdi.12003 · Cited by 68 · see citing works
Self-citationTranslational Medicine and the Value of Biomarker Qualification
Goodsaid, F. M., & Mendrick, D. L. (2010) · Science Translational Medicine · doi:10.1126/scitranslmed.3001040 · Cited by 62 · see citing works
Schwarz, E., & Bahn, S. (2008) · British Journal of Pharmacology · doi:10.1038/sj.bjp.0707658 · Cited by 59 · see citing works
Denk, M. C., Rewerts, C., Holsboer, F., Erhardt, A., & Turck, C. W. (2011) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2011.11010128 · Cited by 59 · see citing works
A Long-term Study to Maximise Migraine Relief with Zolmitriptan
Tepper, S. J., Donnan, G. A., Dowson, A. J., Bomhof, M. A. M., Elkind, A. H., Meloche, J., Fletcher, P. E., & Millson, D. S. (1999) · Current Medical Research and Opinion · doi:10.1185/03007999909116496 · Cited by 57 · see citing works
Using Computational Patients to Evaluate Illness Mechanisms in Schizophrenia
Hoffman, R. E., Grasemann, U., Gueorguieva, R. V., Quinlan, D. M., Lane, D., & Miikkulainen, R. (2011) · Biological Psychiatry · doi:10.1016/j.biopsych.2010.12.036 · Cited by 42 · see citing works
Grillon, C., Heller, R., Hirschhorn, E., Kling, M. A., Pine, D. S., Schulkin, J. A., & Vythilingam, M. (2011) · Biological Psychiatry · doi:10.1016/j.biopsych.2010.12.013 · Cited by 41 · see citing works
Suicide Attempts Among Patients Starting Depression Treatment With Medications or Psychotherapy
Simon, G. E. (2007) · American Journal of Psychiatry · doi:10.1176/appi.ajp.164.7.1029 · Cited by 41 · see citing works
Mood stabilizer treatment increases serotonin type 1A receptor binding in bipolar depression
Nugent, A. C., Carlson, P. J., Bain, E., Eckelman, W. C., Herscovitch, P., Manji, H. K., Zarate, C. A., & Drevets, W. C. (2013) · Journal of Psychopharmacology · doi:10.1177/0269881113499204 · Cited by 29 · see citing works
Self-citationSurrogate markers of treatment outcome in major depressive disorder
Papakostas, G. I. (2011) · The International Journal of Neuropsychopharmacology · doi:10.1017/s1461145711001246 · Cited by 28 · see citing works
Early Patient Stratification and Predictive Biomarkers in Drug Discovery and Development
Laifenfeld, D., Drubin, D. A., Catlett, N. L., et al. (2011) · Advances in experimental medicine and biology · doi:10.1007/978-1-4419-7210-1_38 · Cited by 24 · see citing works
Neuroimaging in Psychiatric Pharmacogenetics Research: The Promise and Pitfalls
Falcone, M., Smith, R. M., Chenoweth, M. J., Bhattacharjee, A. K., Kelsoe, J. R., Tyndale, R. F., & Lerman, C. E. (2013) · Neuropsychopharmacology · doi:10.1038/npp.2013.152 · Cited by 21 · see citing works
Defining Response in Migraine: Which Endpoints Are Important?
Edmeads, J. G. (2005) · European Neurology · doi:10.1159/000085038 · Cited by 20 · see citing works
Translation of Neurological Biomarkers to Clinically Relevant Platforms
Hayes, R. L., Robinson, G., Muller, U., & Wang, K. (2009) · Methods in molecular biology · doi:10.1007/978-1-59745-562-6_20 · Cited by 18 · see citing works
Surrogate outcomes in neurology, psychiatry, and psychopharmacology
Staner, L. (2006) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2006.8.3/lstaner · Cited by 17 · see citing works
Pharmacogenetically Driven Treatments for Alcoholism
Arias, A. J., & Sewell, R. A. (2012) · CNS Drugs · doi:10.2165/11633180-000000000-00000 · Cited by 16 · see citing works
Psychiatric Systems Medicine: Closer at Hand than Anticipated but not with the Expected Portrait
Iris, F. (2012) · Pharmacopsychiatry · doi:10.1055/s-0032-1309002 · Cited by 16 · see citing works
Quantitative proteomic approaches in biomarker discovery of inflammatory bowel disease
Han, N., Kim, E. H., Choi, J. H., Lee, H., & Hahm, K. (2012) · Journal of Digestive Diseases · doi:10.1111/j.1751-2980.2012.00625.x · Cited by 12 · see citing works
Toward a Systems Biology of Mood Disorder
McIntosh, A. M. (2012) · Biological Psychiatry · doi:10.1016/j.biopsych.2012.10.009 · Cited by 7 · see citing works
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- [51]Li N Lee B Liu RJ mTOR-dependent synapse formation underlies the rapid antidepressant effects of NMDA antagonists Science 2010 329 5994 959 64 20724638 PMC3116441
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Self-citationIadarola, N. D., Niciu, M. J., Richards, E. M., Vande Voort, J. L., Ballard, E. D., Lundin, N. B., Nugent, A. C., Machado-Vieira, R., & Zarate, C. A. (2015) · Therapeutic Advances in Chronic Disease · doi:10.1177/2040622315579059 · Cited by 201 · see citing works
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Lener, M. S., Kadriu, B., & Zarate, C. A. (2017) · Drugs · doi:10.1007/s40265-017-0702-8 · Cited by 131 · see citing works
Self-citationFang, A., Hoge, E. A., Heinrichs, M., & Hofmann, S. G. (2014) · Clinical Psychological Science · doi:10.1177/2167702614527948 · Cited by 60 · see citing works
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Ballard, E. D., Ionescu, D. F., Voort, J. L. V., Slonena, E. E., Franco-Chaves, J. A., Zarate, C. A., & Grillon, C. (2014) · Journal of Affective Disorders · doi:10.1016/j.jad.2014.03.027 · Cited by 33 · see citing works
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- Authors
- Niciu, M. J., Mathews, D. C., Nugent, A. C., Ionescu, D. F., Furey, M. L., Richards, E. M., Machado-Vieira, R., & Zarate, C. A.
- Affiliations
- National Institutes of Health (US)
- Lundbeck (United States) (US)
- Experimental Therapeutics & Pathophysiology Branch, Intramural Research Program, National Institute of Mental Health; National Institutes of Health, and Department of Health and Human Services; Bethesda Maryland
- Corresponding author
- Zarate, Carlos A.
- Venue
- Depression and Anxiety
- Publisher
- Hindawi Limited
- Published
- 2013-12-18
- Volume
- 31
- Issue
- 4
- Pages
- 297-307
- ISSN
- 1091-4269 (ISSN-L)
- PMC
- PMC3984598
- OpenAlex
- W1605478008
- Cited by
- 45
- References
- 58
- Citations by year
- 2026: 1 · 2025: 1 · 2021: 3 · 2020: 4 · 2019: 3 · 2018: 6 · 2017: 6 · 2016: 2 · 2015: 7 · 2014: 12
- FWCI
- 0.88
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Depression and Anxiety (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (Z99 MH999999)
- National Institute of Mental Health (ZIAMH002927)
- Topics
- Health Sciences › Medicine › Pharmacology › Treatment of Major Depression
- Health Sciences › Medicine › Psychiatry and Mental health › Bipolar Disorder and Treatment
- Health Sciences › Medicine › Psychiatry and Mental health › Electroconvulsive Therapy Studies
- Keywords
- mood disorders, biomarkers, rapid-acting antidepressants, ketamine, scopolamine, treatment response biomarkers, diagnostic biomarkers, Research Domain Criteria, personalized treatment, proteomics, metabolomics, neuroimaging, genetic predictors, surrogate markers, depression
- MeSH terms
- Analgesics, Antidepressive Agents, Humans, Ketamine, Research Design, Scopolamine, Biomarkers, Cholinergic Antagonists, Mood Disorders, Genomics, Metabolomics, Neuroimaging, Multimodal Imaging
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