Neurofunctional domains derived from deep behavioral phenotyping in alcohol use disorder
Open accessAbstract
OBJECTIVE: The authors evaluated whether three neurofunctional domains proposed to be critical in the addiction cycle, namely, incentive salience, negative emotionality, and executive function, could be identified through factor analysis of a deeply phenotyped clinical sample. METHODS: Clinical, behavioral, and self-report measures of addiction, personality, cognition, behavior, and exposure to early-life stress were collected as part of a screening and natural history study of alcohol use disorders in 454 individuals representing the spectrum of alcohol use and use disorders. The multiple indicators, multiple causes (MIMIC) approach was used to identify significant predictors of the latent factors identified by the analysis. RESULTS: The results showed significant support for both three- and four-factor models to explain biobehavioral variation in this sample of participants with alcohol use disorder and control subjects, but the three-factor model had the best fit indices. With some nuances, including cross-correlation (lack of independence) between the three factors, the factors corresponded to incentive salience, negative emotionality, and executive function (executive control). The MIMIC model revealed that both exposure to early-life stress and sociodemographic variables predicted these factors. CONCLUSIONS: These findings suggest that three correlated neurofunctional domains are relevant for alcohol use disorder. More work is required to validate and standardize measures of neurofunctional domains in alcohol use disorder, to extend these findings to other addictive disorders, and to relate variations in them to predisposition, clinical course, treatment response, neuroimaging data, and other psychophysical indicators.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In a subsequent study, the three neurofunctional domains proposed to be critical for the addiction cycle (incentive salience, negative emotionality, and executive function) were validated using a factor analysis of a deeply phenotyped clinical sample.
“In a subsequent study, the three neurofunctional domains that were proposed to be critical for the addiction cycle (incentive salience, negative emotionality, and executive function) were validated using a factor analysis of a deeply phenotyped clinical sample (Kwako et al., 2019; Fig. 3).”
From Drug Addiction: Hyperkatifeia/Negative Reinforcement as a Framework for Medications Development (2021) · cites this paper as Kwako et al., 2019
The Results (Factor Structure) report that factor analysis identified three factors aligning well with the proposed domains in a clinical sample. But the Abstract (Conclusions) says the findings suggest the domains are relevant for AUD and that more work is required to validate and standardize their measures, so saying the domains were validated overstates the finding. (LLM, conf=0.84)
Experimental — accuracy not yet measuredIn 454 individuals representing the spectrum of alcohol use and AUD, a three-factor model generally demonstrated a good fit with assessment measures, and the factors closely aligned with the Addictions Neuroclinical Assessment domains of incentive salience, negative emotionality, and executive function.
“Clinical, behavioral, and self-report measures of addiction, personality, cognition, behavior, and exposure to early life stress were collected as part of a screening and natural history study of AUD in 454 individuals who represented the spectrum of alcohol use and AUD.A three-factor model generally demonstrated a good fit with the assessment measures, and the factors closely aligned with the Add”
From Drug Addiction: Hyperkatifeia/Negative Reinforcement as a Framework for Medications Development (2021) · cites this paper as Kwako et al., 2019
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Koob, G. F., & Volkow, N. D. (2010) · Neuropsychopharmacology · doi:10.1038/npp.2009.110 · Cited by 5,340 · see citing works
Self-citationRehm, J., Mathers, C., Popova, S., Thavorncharoensap, M., Teerawattananon, Y., & Patra, J. (2009) · The Lancet · doi:10.1016/s0140-6736(09)60746-7 · Cited by 3,870 · see citing works
Goldstein, R. Z., & Volkow, N. D. (2002) · American Journal of Psychiatry · doi:10.1176/appi.ajp.159.10.1642 · Cited by 2,667 · see citing works
Self-citationDrug abuse: hedonic homeostatic dysregulation
Koob, G. F., & Moal, M. L. (1997) · Science · doi:10.1126/science.278.5335.52 · Cited by 2,535 · see citing works
Self-citationAdverse childhood experiences and the risk of depressive disorders in adulthood
Chapman, D. P., Whitfield, C. L., Felitti, V. J., Dube, S. R., Edwards, V. J., & Anda, R. F. (2004) · Journal of Affective Disorders · doi:10.1016/j.jad.2003.12.013 · Cited by 2,267 · see citing works
Cellular and molecular mechanisms of drug dependence
Koob, G. F., & Bloom, F. E. (1988) · Science · doi:10.1126/science.2903550 · Cited by 2,070 · see citing works
Self-citationEquifinality and multifinality in developmental psychopathology
Cicchetti, D., & Rogosch, F. A. (1996) · Development and Psychopathology · doi:10.1017/s0954579400007318 · Cited by 1,842 · see citing works
Can test statistics in covariance structure analysis be trusted?
Hu, L.-T., Bentler, P., & Kano, Y. (1992) · Psychological bulletin · doi:10.1037/0033-2909.112.2.351 · Cited by 1,568 · see citing works
Estimation of a Model with Multiple Indicators and Multiple Causes of a Single Latent Variable
Jöreskog, K. G., & Goldberger, A. S. (1975) · Journal of the American Statistical Association · doi:10.1080/01621459.1975.10482485 · Cited by 1,408 · see citing works
Addiction, a disease of compulsion and drive: involvement of the orbitofrontal cortex
Volkow, N. D. (2000) · Cerebral Cortex · doi:10.1093/cercor/10.3.318 · Cited by 1,240 · see citing works
Self-citationAn Overview of Analytic Rotation in Exploratory Factor Analysis
Browne, M. W. (2001) · Multivariate Behavioral Research · doi:10.1207/s15327906mbr3601_05 · Cited by 1,145 · see citing works
A Role for Brain Stress Systems in Addiction
Koob, G. F. (2008) · Neuron · doi:10.1016/j.neuron.2008.06.012 · Cited by 1,056 · see citing works
Self-citationPlasticity of reward neurocircuitry and the ‘dark side’ of drug addiction
Koob, G. F., & Le Moal, M. (2005) · Nature Neuroscience · doi:10.1038/nn1105-1442 · Cited by 963 · see citing works
Self-citationAddiction: Beyond dopamine reward circuitry
Volkow, N. D., Wang, G.-J., Fowler, J. S., Tomasi, D., & Telang, F. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1010654108 · Cited by 959 · see citing works
Self-citationFrom prediction error to incentive salience: mesolimbic computation of reward motivation.
Berridge, K. C. (2012) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2012.07990.x · Cited by 700 · see citing works
Volkow, N. D., Wang, G.-J., Telang, F., Fowler, J. S., Logan, J., Jayne, M., Ma, Y., Pradhan, K., & Wong, C. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.3371-07.2007 · Cited by 494 · see citing works
Self-citationThe Development of Alcohol Use Disorders
Sher, K. J., Grekin, E. R., & Williams, N. A. (2004) · Annual Review of Clinical Psychology · doi:10.1146/annurev.clinpsy.1.102803.144107 · Cited by 469 · see citing works
Stark, S. E., Chernyshenko, O. S., & Drasgow, F. (2006) · Journal of Applied Psychology · doi:10.1037/0021-9010.91.6.1292 · Cited by 438 · see citing works
Addictions neuroclinical assessment: a neuroscience-based framework for addictive disorders
Kwako, L. E., Momenan, R., Litten, R. Z., Koob, G. F., & Goldman, D. (2016) · Biological Psychiatry · doi:10.1016/j.biopsych.2015.10.024 · Cited by 395 · see citing works
Self-citationSinha, R. (2011) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2011.49 · Cited by 368 · see citing works
Goldstein, R. Z., Leskovjan, A. C., Hoff, A. L., HITZEMANN, R. J., Bashan, F., Khalsa, S. S., Wang, G., Fowler, J. S., & Volkow, N. D. (2004) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2004.04.002 · Cited by 338 · see citing works
Self-citationHeterogeneity of Alcohol Use Disorder: Understanding Mechanisms to Advance Personalized Treatment
Litten, R. Z., Ryan, M. L., Falk, D. E., Reilly, M., Fertig, J. B., & Koob, G. F. (2015) · Alcoholism: Clinical and Experimental Research · doi:10.1111/acer.12669 · Cited by 330 · see citing works
Self-citationFernández-Serrano, M. J., Pérez-Garcı́a, M., Schmidt‐RioValle, J., & Verdejo‐García, A. (2009) · Journal of Psychopharmacology · doi:10.1177/0269881109349841 · Cited by 204 · see citing works
Mann, K. F., Roos, C. R., Hoffmann, S., Nakovics, H., Leménager, T., Heinz, A., & Witkiewitz, K. A. (2017) · Neuropsychopharmacology · doi:10.1038/npp.2017.282 · Cited by 131 · see citing works
Enoch, M.-A., Hodgkinson, C. A., Yuan, Q., Shen, P.-H., Goldman, D., & Roy, A. (2010) · Biological Psychiatry · doi:10.1016/j.biopsych.2009.08.019 · Cited by 130 · see citing works
Self-citationTowards a comprehensive developmental model of cannabis use disorders
Blanco, C., Rafful, C., Wall, M. M., Ridenour, T. A., Wang, S., & Kendler, K. S. (2014) · Addiction · doi:10.1111/add.12382 · Cited by 114 · see citing works
Self-citationGeneral and Specific Inheritance of Substance Abuse and Alcoholism
Goldman, D. A., & Bergen, A. W. (1998) · Archives of General Psychiatry · doi:10.1001/archpsyc.55.11.964 · Cited by 95 · see citing works
Self-citationMann, K. F., Vollstädt‐Klein, S., Reinhard, I., Leménager, T., Fauth‐Bühler, M., Hermann, D., Hoffmann, S., Zimmermann, U. S., Kiefer, F., Heinz, A., et al. (2014) · Alcoholism Clinical and Experimental Research · doi:10.1111/acer.12546 · Cited by 90 · see citing works
Mapping Common Psychiatric Disorders
Blanco, C., Krueger, R. F., Hasin, D. S., Liu, S.-M., Wang, S., Kerridge, B. T., Saha, T. D., & Olfson, M. (2012) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2013.281 · Cited by 80 · see citing works
Self-citationProvisional Drug Overdose Death Counts
(2025) · doi:10.15620/cdc/20250305020 · Cited by 75 · see citing works
Sullivan, E. V., Brumback, T., Tapert, S. F., Fama, R., Prouty, D., Brown, S. A., Cummins, K. M., Thompson, W. K., Colrain, I. M., Baker, F. C., et al. (2016) · Neuropsychology · doi:10.1037/neu0000259 · Cited by 72 · see citing works
Bravo, A. J., Pearson, M. R., & Henson, J. M. (2016) · Substance Use & Misuse · doi:10.1080/10826084.2016.1214151 · Cited by 70 · see citing works
Gierski, F., Hubsch, B., Stefaniak, N., Benzerouk, F., Cuervo-Lombard, C.-V., Bera‐Potelle, C., Cohen, R. F., Kahn, J., & Limosin, F. (2012) · Alcoholism Clinical and Experimental Research · doi:10.1111/j.1530-0277.2012.01903.x · Cited by 60 · see citing works
Towards a comprehensive developmental model of pathological gambling
Blanco, C., Hanania, J., Petry, N. M., Wall, M. M., Wang, S., Jin, C. J., & Kendler, K. S. (2015) · Addiction · doi:10.1111/add.12946 · Cited by 57 · see citing works
Self-citationGoldman, D. A., & Ducci, F. (2007) · The Scientific World JOURNAL · doi:10.1100/tsw.2007.210 · Cited by 54 · see citing works
Self-citationDucci, F., Enoch, M., Funt, S. A., Virkkunen, M. E., Albaugh, B., & Goldman, D. A. (2007) · Alcohol · doi:10.1016/j.alcohol.2007.02.005 · Cited by 49 · see citing works
Self-citationBlanco, C., Okuda, M., Wang, S., Liu, S.-M., & Olfson, M. (2014) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2014.1206 · Cited by 49 · see citing works
Self-citationGlaser, Y. G., Zubieta, J., Hsu, D. T., Villafuerte, S. M., Mickey, B. J., Trucco, E. M., Burmeister, M., Zucker, R. A., & Heitzeg, M. M. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.3672-13.2014 · Cited by 48 · see citing works
Validity of the CAGE questionnaire in an American Indian population.
Saremi, A., Hanson, R. L., Williams, D. E., Roumain, J., Robin, R. W., Long, J. C., Goldman, D. A., & Knowler, W. C. (2001) · Journal of Studies on Alcohol · doi:10.15288/jsa.2001.62.294 · Cited by 37 · see citing works
Self-citationToward a comprehensive developmental model of smoking initiation and nicotine dependence
García-Rodríguez, O., Blanco, C., Wall, M. M., Wang, S., Jin, C. J., & Kendler, K. S. (2014) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2014.09.002 · Cited by 28 · see citing works
Self-citationSchulteis, G., & Koob, G. K. (1994) · Nature · doi:10.1038/371108a0 · Cited by 23 · see citing works
Self-citationDisrupted Control Network Connectivity in Abstinent Patients with Alcohol Dependence
Kim, S., Im, S. I., Lee, J., & Lee, S.-G. (2017) · Psychiatry Investigation · doi:10.4306/pi.2017.14.3.325 · Cited by 22 · see citing works
Examining heterotypic continuity of psychopathology: a prospective national study
Blanco, C., Wall, M. M., Wang, S., & Olfson, M. (2017) · Psychological Medicine · doi:10.1017/s003329171700054x · Cited by 12 · see citing works
Self-citationVolkow, N. D., Wang, G.-J., Begleiter, H., Porjesz, B., Fowler, J. S., Telang, F., Wong, C., Ma, Y., Logan, J., Goldstein, R., et al. (2006) · Archives of General Psychiatry · doi:10.1001/archpsyc.63.9.999 · Cited by 2 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- [11]Muthén LK, Muthén BO: Mplus User’s Guide Seventh Edition. Los Angeles, CA, Muthén & Muthén; 1998–2015.
Cited by
Sorted by citations
Drug Addiction: Hyperkatifeia/Negative Reinforcement as a Framework for Medications Development
Koob, G. F. (2021) · Pharmacological Reviews · doi:10.1124/pharmrev.120.000083 · Cited by 337 · see citing works
Self-citationAlcohol use disorder and sleep disturbances: a feed-forward allostatic framework
Koob, G. F., & Colrain, I. M. (2019) · Neuropsychopharmacology · doi:10.1038/s41386-019-0446-0 · Cited by 280 · see citing works
Self-citationVerdejo‐García, A., García–Fernández, G., & Dom, G. (2019) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2019.21.3/gdom · Cited by 182 · see citing works
Addiction as a coping response: hyperkatifeia, deaths of despair, and COVID-19
Koob, G. F., Powell, P., & White, A. (2020) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2020.20091375 · Cited by 166 · see citing works
Self-citationAlcohol Use Disorder Treatment: Problems and Solutions
Koob, G. F. (2024) · The Annual Review of Pharmacology and Toxicology · doi:10.1146/annurev-pharmtox-031323-115847 · Cited by 115 · see citing works
Self-citationPreaddiction—A Missing Concept for Treating Substance Use Disorders
McLellan, A. T., Koob, G. F., & Volkow, N. D. (2022) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2022.1652 · Cited by 112 · see citing works
Self-citationImpulsivity Derived From the Dark Side: Neurocircuits That Contribute to Negative Urgency
Zorrilla, E. P., & Koob, G. F. (2019) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2019.00136 · Cited by 96 · see citing works
Self-citationVerdejo‐García, A., Lorenzetti, V., Manning, V., Piercy, H., Bruno, R., Hester, R., Pennington, D., Tolomeo, S., Arunogiri, S., Bates, M. E., et al. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00877 · Cited by 95 · see citing works
A neural substrate of compulsive alcohol use
Domi, E., Xu, L. X., Toivainen, S., Nordeman, A., Gobbo, F., Vènniro, M., Shaham, Y., Messing, R. O., Visser, E., van den Oever, M. C., et al. (2021) · Science Advances · doi:10.1126/sciadv.abg9045 · Cited by 95 · see citing works
Boness, C. L., Watts, A. L., Moeller, K. N., & Sher, K. J. (2021) · Psychological Bulletin · doi:10.1037/bul0000333 · Cited by 95 · see citing works
Anhedonia, Hyperkatifeia, and Negative Reinforcement in Substance Use Disorders
Koob, G. F. (2022) · Current topics in behavioral neurosciences · doi:10.1007/7854_2021_288 · Cited by 89 · see citing works
Self-citationMagill, M., Tonigan, J. S., Kiluk, B. D., Ray, L. A., Walthers, J., & Carroll, K. M. (2020) · Behaviour Research and Therapy · doi:10.1016/j.brat.2020.103648 · Cited by 85 · see citing works
The Profound Heterogeneity of Substance Use Disorders: Implications for Treatment Development
Carroll, K. M. (2021) · Current Directions in Psychological Science · doi:10.1177/09637214211026984 · Cited by 67 · see citing works
Lee, M. R., Sankar, V., Hammer, A., Kennedy, W. G., Barb, J. J., McQueen, P. G., & Leggio, L. (2019) · EClinicalMedicine · doi:10.1016/j.eclinm.2019.05.008 · Cited by 62 · see citing works
Sliedrecht, W., Roozen, H. G., Witkiewitz, K. A., de Waart, R., & Dom, G. (2020) · Alcohol and Alcoholism · doi:10.1093/alcalc/agaa132 · Cited by 60 · see citing works
Watts, A. L., Boness, C. L., Loeffelman, J. E., Steinley, D., & Sher, K. J. (2021) · Journal of Abnormal Psychology · doi:10.1037/abn0000678 · Cited by 58 · see citing works
Moss, H. B., Ge, S., Trager, E., Saavedra, M., Yau, M. Y., Ijeaku, I., & Deas, D. (2020) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2020.152175 · Cited by 54 · see citing works
Votaw, V. R., Pearson, M. R., Stein, E., & Witkiewitz, K. A. (2020) · Alcoholism Clinical and Experimental Research · doi:10.1111/acer.14283 · Cited by 53 · see citing works
Bogusz, K., Kopera, M., Jakubczyk, A., Trucco, E. M., Kucharska, K., Walenda, A., & Wojnar, M. (2020) · Addiction · doi:10.1111/add.15155 · Cited by 52 · see citing works
The future of translational research on alcohol use disorder
Ray, L. A., Grodin, E. N., Leggio, L., Bechtholt, A. J., Becker, H. C., Ewing, S. W. F., Jentsch, D., King, A. C., Mason, B. J., O’Malley, S. S., et al. (2020) · Addiction Biology · doi:10.1111/adb.12903 · Cited by 47 · see citing works
Self-citationKoob, G. F., & Vendruscolo, L. F. (2023) · Current topics in behavioral neurosciences · doi:10.1007/7854_2023_424 · Cited by 44 · see citing works
Self-citationRawls, E., Kummerfeld, E., & Zilverstand, A. (2021) · Communications Biology · doi:10.1038/s42003-021-01955-z · Cited by 42 · see citing works
Nieto, S. J., Grodin, E. N., Green, R., & Ray, L. A. (2021) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2021.108603 · Cited by 36 · see citing works
Neuropsychosocial markers of binge drinking in young adults
Gowin, J. L., Manza, P., Ramchandani, V. A., & Volkow, N. D. (2020) · Molecular Psychiatry · doi:10.1038/s41380-020-0771-z · Cited by 35 · see citing works
Self-citationSubtypes in addiction and their neurobehavioral profiles across three functional domains
Drossel, G., Brucar, L. R., Rawls, E., Hendrickson, T. J., & Zilverstand, A. (2023) · Translational Psychiatry · doi:10.1038/s41398-023-02426-1 · Cited by 34 · see citing works
Are we compulsively chasing rainbows?
George, O., Ahmed, S. H., & Gilpin, N. W. (2022) · Neuropsychopharmacology · doi:10.1038/s41386-022-01419-w · Cited by 34 · see citing works
Targeting Unmet Clinical Needs in the Treatment of Alcohol Use Disorder
Lohoff, F. W. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.767506 · Cited by 33 · see citing works
Martin, C. E., & Parlier‐Ahmad, A. B. (2021) · International Review of Psychiatry · doi:10.1080/09540261.2021.1898349 · Cited by 32 · see citing works
Votaw, V. R., Stein, E., & Witkiewitz, K. A. (2021) · Alcohol and Alcoholism · doi:10.1093/alcalc/agab012 · Cited by 30 · see citing works
Stein, E., Votaw, V. R., Swan, J. E., & Witkiewitz, K. A. (2020) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2020.108227 · Cited by 29 · see citing works
Luk, J. W., Stangl, B. L., Schwandt, M. L., Gunawan, T., Joseph, P. V., Momenan, R., Goldman, D. A., Diazgranados, N., & Ramchandani, V. A. (2022) · American Psychologist · doi:10.1037/amp0001044 · Cited by 27 · see citing works
Self-citationWitkiewitz, K. A., Stein, E., Votaw, V. R., Hallgren, K. A., Gibson, B. C., Boness, C. L., Pearson, M. R., & Maisto, S. A. (2022) · Psychology of Addictive Behaviors · doi:10.1037/adb0000871 · Cited by 26 · see citing works
Martins, J. S., Joyner, K. J., McCarthy, D. M., Morris, D. H., Patrick, C. J., & Bartholow, B. D. (2021) · Addiction Biology · doi:10.1111/adb.13118 · Cited by 22 · see citing works
Mapping data‐driven individualized neurobehavioral phenotypes in heavy alcohol drinkers
DeMartini, K. S., Gueorguieva, R. V., Pearlson, G. D., Krishnan‐Sarin, S., Anticevic, A., Ji, L., Krystal, J. H., & O’Malley, S. S. (2021) · Alcoholism Clinical and Experimental Research · doi:10.1111/acer.14580 · Cited by 21 · see citing works
Kirsch, D. E., Grodin, E. N., Nieto, S. J., Kady, A., & Ray, L. A. (2024) · Neuropsychopharmacology · doi:10.1038/s41386-024-01877-4 · Cited by 21 · see citing works
Votaw, V. R., Mann, K. F., Kranzler, H. R., Roos, C. R., Nakovics, H., & Witkiewitz, K. A. (2021) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2021.109257 · Cited by 21 · see citing works
Alcohol Binge Drinking: Negative and Positive Valence System Abnormalities
Tolomeo, S., Macfarlane, J. A., Baldacchino, A., Koob, G. F., & Steele, J. D. (2020) · Biological Psychiatry Cognitive Neuroscience and Neuroimaging · doi:10.1016/j.bpsc.2020.09.010 · Cited by 19 · see citing works
Self-citationNieto, S. J., & Ray, L. A. (2022) · Behavioural Brain Research · doi:10.1016/j.bbr.2022.113876 · Cited by 19 · see citing works
Clinical neuroscience of addiction: what clinical psychologists need to know and why
Ray, L. A., & Grodin, E. N. (2021) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-081219-114309 · Cited by 18 · see citing works
Luk, J. W., & Thompson, M. F. (2024) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2024.07.002 · Cited by 18 · see citing works
Structured tracking of alcohol reinforcement (STAR) for basic and translational alcohol research
Brown, A. R., Branthwaite, H. E., Farahbakhsh, Z. Z., Mukerjee, S., Melugin, P. R., Song, K., Noamany, H., & Siciliano, C. A. (2023) · Molecular Psychiatry · doi:10.1038/s41380-023-01994-4 · Cited by 17 · see citing works
Neurobiology and the Treatment of Alcohol Use Disorder: A Review of the Evidence Base
Donato, S., & Ray, L. A. (2023) · Substance Abuse and Rehabilitation · doi:10.2147/sar.s409943 · Cited by 17 · see citing works
Gunawan, T., Luk, J. W., Schwandt, M. L., Kwako, L. E., Vinson, T., Horneffer, Y. R., George, D. T., Koob, G. F., Ramchandani, V. A., Diazgranados, N., et al. (2024) · Translational Psychiatry · doi:10.1038/s41398-024-02987-9 · Cited by 17 · see citing works
Self-citationICD ‐11 for Alcohol Use Disorders: Not a Convincing Answer to the Challenges
Rehm, J. T., Heilig, M. A., & Gual, A. (2019) · Alcoholism Clinical and Experimental Research · doi:10.1111/acer.14182 · Cited by 17 · see citing works
Linn, B. K., Zhao, J., Stasiewicz, P. R., LaBarre, C., Wilding, G. E., & Bradizza, C. M. (2022) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2022.109695 · Cited by 16 · see citing works
Walker, L. C., Huckstep, K. L., Becker, H. C., Langmead, C. J., & Lawrence, A. J. (2023) · British Journal of Pharmacology · doi:10.1111/bph.16081 · Cited by 16 · see citing works
Arias, A. J., Ma, L., Bjork, J. M., Hammond, C. J., Zhou, Y., Snyder, A. D., & Moeller, F. G. (2021) · Alcoholism Clinical and Experimental Research · doi:10.1111/acer.14650 · Cited by 16 · see citing works
Guerrin, C. G. J., Tesselaar, D. R. M., Booij, J., Schellekens, A., & Homberg, J. R. (2025) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2025.106311 · Cited by 15 · see citing works
Maxwell, A. M., Brucar, L. R., & Zilverstand, A. (2023) · Current Addiction Reports · doi:10.1007/s40429-023-00529-9 · Cited by 14 · see citing works
Addiction biotypes: a paradigm shift for future treatment strategies?
Pettorruso, M., Lorenzo, G. D., Risio, L. D., Carlo, F. D., d’Andrea, G., & Martinotti, G. (2024) · Molecular Psychiatry · doi:10.1038/s41380-024-02423-w · Cited by 14 · see citing works
Camchong, J., Haynos, A. F., Hendrickson, T. J., Fiecas, M. J. A., Gilmore, C. S., Mueller, B. A., Kushner, M. G., & Lim, K. O. (2021) · Cerebral Cortex · doi:10.1093/cercor/bhab374 · Cited by 14 · see citing works
A conceptual framework for the intersection of hyperalgesia and hyperkatifeia in alcohol addiction
Koob, G. F., & Vendruscolo, L. F. (2025) · Alcohol · doi:10.1016/j.alcohol.2025.08.004 · Cited by 13 · see citing works
Self-citationTranslational models of addiction phenotypes to advance addiction pharmacotherapy
Ray, L. A., Nieto, S. J., & Grodin, E. N. (2022) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.14929 · Cited by 13 · see citing works
The Dynorphin/-Opioid Receptor System at the Interface of Hyperalgesia/Hyperkatifeia and Addiction
Marchette, R. C. N., Vendruscolo, L. F., & Koob, G. F. (2025) · Current Addiction Reports · doi:10.1007/s40429-025-00618-x · Cited by 13 · see citing works
Self-citationStrong and weak cross-inheritance of substance use disorders in a nationally representative sample
Zhang, H., Grant, B. F., Hodgkinson, C. A., Ruan, W. J., Kerridge, B. T., Huang, B., Saha, T. D., Fan, A. Z., Wilson, V., Jung, J., et al. (2021) · Molecular Psychiatry · doi:10.1038/s41380-021-01370-0 · Cited by 13 · see citing works
Self-citationMiller, M. B., Freeman, L. K., Park, C. J., Hall, N. A., Deroche, C. B., Sahota, P. K., & McCrae, C. S. (2021) · Alcoholism Clinical and Experimental Research · doi:10.1111/acer.14603 · Cited by 12 · see citing works
Genetically influenced externalizing and internalizing risk pathways as novel prevention targets.
Dick, D. M., Saunders, T. R., Balcke, E., Driver, M. N., Neale, Z. E., Vassileva, J., & Langberg, J. M. (2021) · Psychology of Addictive Behaviors · doi:10.1037/adb0000759 · Cited by 12 · see citing works
Gibson, B. C., Claus, E. D., Sanguinetti, J., Witkiewitz, K. A., & Clark, V. P. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104821 · Cited by 12 · see citing works
Oberlin, B. G., Shen, Y. I., & Kareken, D. A. (2019) · Neurotherapeutics · doi:10.1007/s13311-019-00817-1 · Cited by 12 · see citing works
Patterson, J. T., Koob, G. F., & Anderson, R. I. (2022) · Biological Psychiatry · doi:10.1016/j.biopsych.2022.02.011 · Cited by 11 · see citing works
Self-citationla Rosa-Cáceres, A. D., Narváez‐Camargo, M., Blanc, A., Romero-Pérez, N., Dacosta‐Sánchez, D., González‐Ponce, B. M., Parrado‐González, A., Torres-Rosado, L., Mancheño‐Velasco, C., & Lozano, O. M. (2022) · Journal of Clinical Medicine · doi:10.3390/jcm11123468 · Cited by 11 · see citing works
Blum, K., Green, R. R., Smith, J., Llanos-Gomez, L., Baron, D. A., & Badgaiyan, R. D. (2020) · Journal of Systems and Integrative Neuroscience · doi:10.15761/jsin.1000245 · Cited by 11 · see citing works
McCabe, E. M., Luk, J. W., Stangl, B. L., Schwandt, M. L., Ziausyte, U., Kim, H. H., Vergeer, R. R., Gunawan, T., Fede, S. J., Momenan, R., et al. (2024) · PLoS ONE · doi:10.1371/journal.pone.0297060 · Cited by 10 · see citing works
Self-citationCharacteristics Associated With High-Intensity Binge Drinking in Alcohol Use Disorder
Gowin, J. L., Sloan, M. E., Morris, J. K., Schwandt, M. L., Diazgranados, N., & Ramchandani, V. A. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.750395 · Cited by 10 · see citing works
Self-citationVotaw, V. R., Boness, C. L., Stein, E., Watts, A. L., Sher, K. J., & Witkiewitz, K. A. (2023) · Experimental and Clinical Psychopharmacology · doi:10.1037/pha0000648 · Cited by 9 · see citing works
Kim, H. C., Kaplan, C. M., Islam, S., Anderson, A. S., Piper, M. E., Bradford, D. E., Curtin, J. J., DeYoung, K. A., Smith, J. F., Fox, A. S., et al. (2023) · PLoS ONE · doi:10.1371/journal.pone.0288544 · Cited by 9 · see citing works
Watts, A. L., Boness, C. L., Loeffelman, J. E., Steinley, D., & Sher, K. J. (2020) · doi:10.31234/osf.io/paxd4 · Cited by 9 · see citing works
Alcohol Use Disorder: Stress, Negative Reinforcement, and Negative Urgency
Vendruscolo, L. F., Koob, G. F., & Zorrilla, E. P. (2023) · Springer eBooks · doi:10.1007/978-3-031-32483-3_36 · Cited by 8 · see citing works
Self-citationWilson, S. E., Garcia, K., Fava, N. M., & Leeman, R. F. (2024) · Current Addiction Reports · doi:10.1007/s40429-024-00552-4 · Cited by 8 · see citing works
Fede, S. J., Kisner, M. A., Manuweera, T., Kerich, M., & Momenan, R. (2022) · Alcohol and Alcoholism · doi:10.1093/alcalc/agac028 · Cited by 8 · see citing works
Jadhav, K. S., Jamot, B. B., Deroche‐Gamonet, V., Belin, D., & Boutrel, B. (2022) · European Journal of Neuroscience · doi:10.1111/ejn.15839 · Cited by 7 · see citing works
Socioemotional and Executive Control Mismatch in Adolescence and Risks for Initiating Drinking
Zhao, Q., Milecki, L., Kuceyeski, A. F., Grosenick, L., Brumback, T., Pfefferbaum, A., Sullivan, E. V., & Pohl, K. M. (2025) · JAMA Network Open · doi:10.1001/jamanetworkopen.2025.31378 · Cited by 6 · see citing works
Nieto, S. J., Grodin, E. N., & Ray, L. A. (2024) · Behavioural Brain Research · doi:10.1016/j.bbr.2024.114926 · Cited by 6 · see citing works
Negative affectivity drivers of impulsivity in opioid use disorder
Vassileva, J., Psederska, E., & Bjork, J. M. (2025) · Nature Reviews Psychology · doi:10.1038/s44159-025-00404-6 · Cited by 6 · see citing works
Vassileva, J., Lee, J.-H., Psederska, E., & Ahn, W. (2023) · Neuromethods · doi:10.1007/978-1-0716-3230-7_14 · Cited by 6 · see citing works
Parlier‐Ahmad, A. B., Eglovitch, M., Legge, C., Keyser‐Marcus, L., Bjork, J. M., Adams, A., Ramey, T. S., Moeller, F. G., & Martin, C. E. (2023) · Brain and Behavior · doi:10.1002/brb3.3128 · Cited by 6 · see citing works
Subtypes of cocaine use disorder and their neurobehavioral profiles
Brucar, L. R., Drossel, G., Garza‐Villarreal, E. A., & Zilverstand, A. (2025) · Translational Psychiatry · doi:10.1038/s41398-025-03739-z · Cited by 5 · see citing works
Agarwal, K., Luk, J. W., Stangl, B. L., Schwandt, M. L., Momenan, R., Goldman, D. A., Diazgranados, N., Kareken, D. A., Leggio, L., Ramchandani, V. A., et al. (2024) · Journal of Addiction Medicine · doi:10.1097/adm.0000000000001332 · Cited by 5 · see citing works
Self-citationHall, O. T., Gunawan, T., Teater, J. E., Bryan, C. J., Gorka, S. M., & Ramchandani, V. A. (2024) · The American Journal of Drug and Alcohol Abuse · doi:10.1080/00952990.2024.2350057 · Cited by 5 · see citing works
Self-citationThe Therapeutic Effects of Classic Psychedelics in Alcohol Use Disorder
Pagni, B. A., Wong, J. M., & Bogenschutz, M. P. (2024) · Current Addiction Reports · doi:10.1007/s40429-024-00581-z · Cited by 5 · see citing works
Cullins, E., Gunawan, T., Schwandt, M. L., Luk, J. W., George, D. T., Diazgranados, N., Goldman, D. A., & Ramchandani, V. A. (2025) · Addiction Biology · doi:10.1111/adb.70037 · Cited by 5 · see citing works
Self-citationCommon Factors Underlying Diverse Responses in Alcohol Use Disorder
Chebolu, E., Schwandt, M. L., Ramchandani, V. A., Stangl, B. L., George, D. T., Horneffer, Y. R., Vinson, T., Vogt, E. L., Manor, B. A., Diazgranados, N., et al. (2021) · Psychiatric Research and Clinical Practice · doi:10.1176/appi.prcp.20200028 · Cited by 5 · see citing works
Self-citationMiller, M. B., Metrik, J., McGeary, J. E., Borsari, B. E., McCrae, C. S., Maddoux, J. A., Arnedt, J. T., Merrill, J. E., & Carey, K. B. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-045667 · Cited by 5 · see citing works
Nonstigmatizing and Precise Terminology to Describe Processes and Outcomes in Addiction Medicine
Pfund, R. A., Peter, S. C., Swift, J. K., & Witkiewitz, K. A. (2021) · Journal of Addiction Medicine · doi:10.1097/adm.0000000000000885 · Cited by 5 · see citing works
Towards personalized medicine: subtyping using functional profiles
Drossel, G., & Zilverstand, A. (2023) · Neuropsychopharmacology · doi:10.1038/s41386-023-01704-2 · Cited by 5 · see citing works
Meruelo, A. D., Gunawan, T., Thomas, M. L., & Ramchandani, V. A. (2024) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2024.101471 · Cited by 4 · see citing works
Self-citationDrawbacks to Strengthening Neural Salience Encoding: A Link Between Cortisol and Risky Drinking
Harris, B. B., Sinha, R., & Goldfarb, E. V. (2024) · Journal of Neuroscience · doi:10.1523/jneurosci.1027-24.2024 · Cited by 4 · see citing works
Editorial: Brain and Cognition for Addiction Medicine: From Prevention to Recovery
Ekhtiari, H., Verdejo‐García, A., Moeller, S. J., Zare-Bidoky, M., Baldacchino, A., & Paulus, M. P. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.590030 · Cited by 4 · see citing works
Zaorska, J., Skrzeszewski, J., Kobyliński, P., Trucco, E. M., Wojnar, M., Kopera, M., & Jakubczyk, A. (2024) · Alcohol and Alcoholism · doi:10.1093/alcalc/agae041 · Cited by 3 · see citing works
Neurobiology of negative reinforcement as a driving force in alcohol addiction
Vendruscolo, L. F., & Koob, G. F. (2026) · Neuron · doi:10.1016/j.neuron.2026.04.038 · Cited by 3 · see citing works
Self-citationModeling social cognition in alcohol use disorder: lessons from schizophrenia
Perini, I., Pabst, A., Martínez, D., Maurage, P., & Heilig, M. A. (2024) · Psychopharmacology · doi:10.1007/s00213-024-06601-0 · Cited by 3 · see citing works
Neuropsychological and Biological Influences on Drinking Behavior Change
Bates, M. E., Price, J. L., & Buckman, J. F. (2021) · Cambridge University Press eBooks · doi:10.1017/9781108976213.008 · Cited by 3 · see citing works
Longitudinal measurement invariance of constructs derived from the addiction cycle.
Boness, C. L., Votaw, V. R., Stein, E., Hallgren, K. A., & Witkiewitz, K. A. (2023) · Psychology of Addictive Behaviors · doi:10.1037/adb0000976 · Cited by 2 · see citing works
Genetic Influences on Alcohol Sensitivity: a Critical Review
Yeung, E. W., Herchenroeder, L., Webster, H., Albright, A. B., & Gizer, I. R. (2023) · Current Addiction Reports · doi:10.1007/s40429-023-00530-2 · Cited by 2 · see citing works
Increased alcohol‐biased choice behavior in mouse models of high alcohol drinking
Lopez, M. F., & Becker, H. C. (2025) · Alcoholism Clinical and Experimental Research · doi:10.1111/acer.70076 · Cited by 2 · see citing works
Addictions Neuroclinical Assessment
Gunawan, T., Kwako, L. E., Diazgranados, N., Koob, G. F., Goldman, D. A., & Ramchandani, V. A. (2023) · Springer eBooks · doi:10.1007/978-3-031-32483-3_14 · Cited by 2 · see citing works
Self-citationProblematic alcohol use: A relational illness
Carlisle, R. (2024) · Journal of Family Therapy · doi:10.1111/1467-6427.12445 · Cited by 2 · see citing works
Chauhan, D., Ghosh, A., Naik, S. S., Rana, D. K., & Singh, S. M. (2024) · Journal of Ect · doi:10.1097/yct.0000000000001087 · Cited by 2 · see citing works
Koob, G. F., Arends, M. A., McCracken, M. L., & Moal, M. L. (2023) · Elsevier eBooks · doi:10.1016/b978-0-12-816988-9.00001-1 · Cited by 2 · see citing works
Self-citation
- Authors
- Kwako, L. E., Schwandt, M. L., Ramchandani, V. A., Diazgranados, N., Koob, G. F., Volkow, N. D., Blanco, C., & Goldman, D.
- Affiliations
- National Institute on Alcohol Abuse and Alcoholism (US)
- Corresponding author
- Kwako, Laura E.
- ORCID
- Venue
- American Journal of Psychiatry
- Published
- 2019-09-01
- Volume
- 176
- Issue
- 9
- Pages
- 744-753
- ISSN
- 0002-953X (ISSN-L)
- 1535-7228
- PMC
- PMC6609498
- OpenAlex
- W2907276443
- Cited by
- 138
- References
- 44
- Citations by year
- 2026: 9 · 2025: 13 · 2024: 21 · 2023: 22 · 2022: 19 · 2021: 29 · 2020: 18 · 2019: 7
- FWCI
- 13.89
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- American Journal of Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (Z99‐AA999999)
- Topics
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Social Sciences › Psychology › Clinical Psychology › Gambling Behavior and Treatments
- Keywords
- alcoholism, incentive salience, negative affectivity, executive function, early life stress, addiction cycle, behavioral phenotyping, multiple indicators multiple causes model, factor structure, sociodemographic predictors
- MeSH terms
- Adult, Alcoholism, Emotions, Female, Humans, Male, Middle Aged, Models, Psychological, Motivation, Neuropsychological Tests, Phenotype, Psychological Tests, Risk Factors, Case-Control Studies, Behavior, Addictive, Executive Function
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review