Norms and standardization of the Brief Assessment of Cognition in Schizophrenia (BACS)
Abstract
According to the recommendations of the Measurement and Treatment Research to Improve Cognition in Schizophrenia (MATRICS) Neurocognition Committee, one of the desired characteristics of a cognitive battery for assessing cognition in schizophrenia studies and clinical trials is the availability of normative data. This report describes normative data collected on the Brief Assessment of Cognition in Schizophrenia (BACS) from 404 healthy controls with demographic characteristics matching the 2005 United States Census of English-speakers. The six test measures demonstrated the expected pattern of correlations with age, gender, and education. Individual test scores were converted into standardized (T and z) scores and composite scores that were corrected for age and gender. An education-correction factor was calculated and recommended only for non-schizophrenia patients. Eight different verbal memory tests were found to have equivalent levels of difficulty.
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“Cognitive results were compared to results from a previously published sample of healthy controls (Keefe et al., 2008), as well as to those from a previously published sample of patients with chronic schizophrenia (Keefe et al., 2004).”
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Life story chapters and narrative self-continuity in patients with schizophrenia
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“The BACS is a valid and reliable battery of test that assesses the aspects of neurocognition most impaired in patients with schizophrenia (Keefe, Poe, Walker, & Harvey, 2006; Keefe et al., 2004, 2008).”
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“For the primary measure of each BACS domain standardized by creating Z-scores, the composite score is the Z-score of that sum (Keefe et al., 2008).”
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“The BACS has been used in over 30 clinical trials of patients with schizophrenia [Keefe et al. 2008].”
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“Cognitive function of all participantswas assessed using the Brief Assessment of Cognition in Schizophrenia (BACS, (Keefe et al., 2008), which is a valid and reliable assessment that has been widely used in schizophrenia research.”
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“(24): » Age ≤20: 71 males and 64 females » Age 21-30: 85 males and 105 females » Age 31-40: 59 males and 65 females » Age ≥41: 55 males and 85 females Adjusted z-scores were computed as follows.”
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“…were administered the Positive and Negative Syndrome Scale (PANSS) (Kay et al. 1987) and the Brief Assessment of Cognition in Schizophrenia (BACS) (Keefe et al. 2008) by raters who were extensively trained and consistently achieved inter-rater reliability (intraclass correlation) scores on the…”
MethodFunctional outcomes in schizophrenia: Understanding the competence-performance discrepancy
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“The BACS battery provides a brief (30 min), reliable, and valid test of global neuropsychological function (Keefe et al., 2004; Keefe et al., 2008) and is widely used in schizophrenia research (Hill et al.”
InfluentialFrancis, M., Hummer, T. A., Vohs, J. L., Yung, M. G., Visco, A. C., Mehdiyoun, N. F., Kulig, T. C., Um, M., Yang, Z., Motamed, M., et al. (2018) · Brain Imaging and Behavior · doi:10.1007/s11682-018-9902-4 · Cited by 48 · see citing works
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Weiser, M., Levi, L. W., Burshtein, S., Chiriță, R., Cirjaliu, D., Gonen, I., Yolken, R. H., Davidson, M., Zamora, D., & Davis, J. M. (2018) · Schizophrenia Research · doi:10.1016/j.schres.2018.10.023 · Cited by 48 · see citing works
“This being said, looking at the individual BACS scores does show a non-significant numerical improvement for 5/6 BACS items and for the composite score in theminocycline group either at week 8 or 16 or both.”
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“Norms and standardization of the Brief Assessment of Cognition in Schizophrenia (BACS).”
MethodInfluentialLisoni, J., Baldacci, G., Nibbio, G., Zucchetti, A., Gigli, E. B. L., Savorelli, A., Facchi, M., Miotto, P., Deste, G., Barlati, S., et al. (2022) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2022.09.011 · Cited by 47 · see citing works
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“treatment-related effect [52,54,55].”
Defining cognitive and functional profiles in schizophrenia and affective disorders
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“Brief Assessment of Cognition in Schizophrenia (BACS) The Brief Assessment of Cognition in Schizophrenia (BACS; [18,19] is a battery of neurocognitive tests that assesses domains of cognition found to be most impaired and most strongly correlated with outcome in patients with a diagnosis of schizophrenia.”
MethodBaandrup, L., Fagerlund, B., & Glenthoj, B. Y. (2016) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-016-0711-8 · Cited by 45 · see citing works
Terachi, S., Yamada, T., Pu, S., Yokoyama, K., Matsumura, H., & Kaneko, K. (2017) · Psychiatry Research · doi:10.1016/j.psychres.2017.04.058 · Cited by 44 · see citing works
“MARK age (Keefe et al., 2008).”
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“Although the BACS includes only four of the seven cognitive domains of the MATRICS initiative [16,17], the CSB includes all the seven cognitive domains [18,19].”
MethodHochberger, W. C., Hill, S. K., Nelson, C., Reilly, J. L., Keefe, R. S. E., Pearlson, G. D., Keshavan, M. S., Tamminga, C. A., Clementz, B. A., & Sweeney, J. A. (2015) · Schizophrenia Research · doi:10.1016/j.schres.2015.11.022 · Cited by 43 · see citing works
“…Schizophrenia (BACS) neuropsychological battery was designed to be easily and quickly administered (in b35 min), and sensitive to the profile of generalized rsity of Medicine and Science, icago, IL 60064, United States. ll). impairment seen in schizophrenia (Keefe et al., 2004; Keefe et al., 2008).”
MethodSelf-citationBalzan, R. P., Mattiske, J. K., Delfabbro, P., Liu, D., & Galletly, C. A. (2018) · Schizophrenia Bulletin · doi:10.1093/schbul/sby152 · Cited by 43 · see citing works
Allott, K., McGorry, P. D., Yuen, H. P., Firth, J., Proffitt, T., Berger, G. E., Maruff, P. T., O’Regan, M. K., Papas, A., Stephens, T. C. B., et al. (2019) · Biological Psychiatry · doi:10.1016/j.biopsych.2018.12.018 · Cited by 41 · see citing works
Matsui, K., Tokumasu, T., Takekita, Y., Inada, K., Kanazawa, T., Kishimoto, T., Takasu, S., Tani, H., Tarutani, S., Hashimoto, N., et al. (2019) · Schizophrenia Research · doi:10.1016/j.schres.2019.05.030 · Cited by 41 · see citing works
Ma, M., Lepilkina, T. A., Rupchev, G., Герович, Б. А., Burminskiy, D. S., Потанин, С. С., Bondarenko, E. V., Kazey, V. I., Lavrovsky, Y., & Ivachtchenko, A. V. (2013) · CNS Spectrums · doi:10.1017/s1092852913000394 · Cited by 41 · see citing works
Pro-cognitive effect of a prebiotic in psychosis: a double blind placebo controlled cross-over study
Kao, A. C.-C., Safarikova, J., Marquardt, T., Mullins, B., Lennox, B. R., & Burnet, P. W. J. (2019) · Schizophrenia Research · doi:10.1016/j.schres.2019.03.003 · Cited by 40 · see citing works
Emotional Intelligence and cognitive abilities – associations and sex differences
Pardeller, S., Frajo-Apor, B., Kemmler, G., & Hofer, A. (2016) · Psychology Health & Medicine · doi:10.1080/13548506.2016.1255766 · Cited by 40 · see citing works
“…were assessed with the the German version (Sachs, Winklbaur, Jagsch, & Keefe, 2011) of the Brief Assessment of Cognition in Schizophrenia (BACS, Keefe et al., 2008), which assesses verbal memory (list learning), working memory (digit sequencing), motor speed (token motor task), verbal fluency…”
MethodLencer, R., Mills, L. J., Alliey‐Rodriguez, N., Shafee, R., Lee, A. M., Reilly, J. L., Sprenger, A., McDowell, J. E., McCarroll, S. A., Keshavan, M. S., et al. (2017) · Translational Psychiatry · doi:10.1038/tp.2017.210 · Cited by 40 · see citing works
Validation of the Chinese version of Brief Assessment of Cognition in Schizophrenia
Wang, L., Lin, P., Lee, Y., Huang, Y., Hsu, S., Hung, C., Chen, C., Chen, Y., Wang, Y., & Tsai, M. (2016) · Neuropsychiatric Disease and Treatment · doi:10.2147/ndt.s118110 · Cited by 38 · see citing works
“The normative data of the Chinese version of the BACS have been established using a representative community sample in Taiwan (unpublished data), and notable differences in verbal tests and executive function were found when compared to the norms developed in the US.”
InfluentialWang, L., Chen, C., Lin, S., Chen, Y., Xu, K., & Huang, M. (2018) · Psychopharmacology · doi:10.1007/s00213-018-4910-z · Cited by 37 · see citing works
Sachs, G., Winklbaur, B., Jagsch, R., & Keefe, R. S. E. (2010) · European Psychiatry · doi:10.1016/j.eurpsy.2009.10.006 · Cited by 37 · see citing works
“The original version of the Brief Assessment of Cognition in Schizophrenia (BACS) has already been standardized and normative data were collected from 404 healthy controls with demographic characteristics matching the 2005 United States Census of English speakers [12,14].”
MethodSelf-citationAssociations Between Components of Metabolic Syndrome and Cognition in Patients With Schizophrenia
Goughari, A. S., Mazhari, S., Pourrahimi, A. M., Sadeghi, M., & Nakhaee, N. (2015) · Journal of Psychiatric Practice · doi:10.1097/pra.0000000000000065 · Cited by 35 · see citing works
Weiser, M., Gershon, A. A., Rubinstein, K., Petcu, C., Ladea, M., Sima, D., Podea, D. M., Keefe, R. S. E., & Davis, J. M. (2012) · Schizophrenia Research · doi:10.1016/j.schres.2012.02.014 · Cited by 35 · see citing works
“Baseline Week 8 Outcome measure Group N Score Between groups N Score Within group vs. baseline Cohen's d Between groups t p t p t p Total verbal memory Allopurinol 115 −2.16±1.5 1.22 0.22 100 −1.9±1.37 −2.81 0.006 0.18 1.38 0.17 Placebo 114 −1.92±1.38 97 −1.63±1.37 −3.03 0.003 0.21 Digit sequencing Allopurinol 115 −2.…”
MethodResultInfluentialSelf-citationRamsay, I. S., Mueller, B. A., Ma, Y., Shen, C., & Sponheim, S. R. (2022) · Psychological Medicine · doi:10.1017/s0033291722002793 · Cited by 34 · see citing works
“, 2004), with composite scores across cognitive domains that included verbal learning and memory, working memory, verbal fluency, motor speed, processing speed, and problem solving (Keefe et al., 2008).”
BackgroundWang, L., Huang, Y., Hung, C., Chen, C., Chen, Y., Lee, P.-Y., Wang, S., Liu, M.-H., Lin, C., & Hsu, S. (2016) · Archives of Clinical Neuropsychology · doi:10.1093/arclin/acw100 · Cited by 34 · see citing works
Testing trait depression as a potential clinical domain in schizophrenia
Chiappelli, J., Kochunov, P. V., DeRiso, K., Thangavelu, K., Sampath, H., Muellerklein, F., Nugent, K. L., Postolache, T. T., Carpenter, W. T., & Hong, L. E. (2014) · Schizophrenia Research · doi:10.1016/j.schres.2014.08.003 · Cited by 34 · see citing works
“Scores were calculated as t scores according to population norms based on age for the Digit Symbol Coding task, and age and sex for the Digit Sequencing task (Keefe et al., 2008).”
MethodCerebellar-Stimulation Evoked Prefrontal Electrical Synchrony Is Modulated by GABA
Du, X. M., Rowland, L. M., Summerfelt, A. T., Choa, F., Wittenberg, G. F., Wisner, K., Wijtenburg, A., Chiappelli, J., Kochunov, P. V., & Hong, L. E. (2018) · The Cerebellum · doi:10.1007/s12311-018-0945-2 · Cited by 33 · see citing works
“Working memory capacity was assessed using the digit sequencing task [39].”
MethodHaining, K., Gajwani, R., Groß, J., Gumley, A. I., Ince, R. A. A., Lawrie, S. M., Schultze‐Lutter, F., Schwannauer, M., & Uhlhaas, P. J. (2021) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-021-01315-2 · Cited by 35 · see citing works
“[48], BACS raw scores for each cognitive domain were converted into standardized z-scores using the means and standard deviations (SDs) of sex-specific HCs.”
MethodDisrupted glucocorticoid—Immune interactions during stress response in schizophrenia
Chiappelli, J., Shi, Q., Kodi, P., Savransky, A., Kochunov, P. V., Rowland, L. M., Nugent, K. L., & Hong, L. E. (2015) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2015.09.010 · Cited by 34 · see citing works
“Scores were calculated as t scores according to population norms for the Digit Symbol Coding task and the Digit Sequencing task (Keefe et al, 2008).”
MethodReilly, J. L., Hill, S. K., Gold, J. M., Keefe, R. S. E., Clementz, B. A., Gershon, E. S., Keshavan, M. S., Pearlson, G. D., Tamminga, C. A., & Sweeney, J. A. (2016) · Schizophrenia Bulletin · doi:10.1093/schbul/sbw081 · Cited by 32 · see citing works
Self-citationIncreased Peripheral Interleukin 10 Relate to White Matter Integrity in Schizophrenia
Fu, G., Zhang, W., Dai, J., Liu, J., Li, F. Y., Wu, D., Xiao, Y., Shah, C., Sweeney, J. A., Wu, M. C., et al. (2019) · Frontiers in Neuroscience · doi:10.3389/fnins.2019.00052 · Cited by 32 · see citing works
Gotra, M. Y., Hill, S. K., Gershon, E. S., Tamminga, C. A., Ivleva, E. I., Pearlson, G. D., Keshavan, M. S., Clementz, B. A., McDowell, J. E., Buckley, P. F., et al. (2020) · Schizophrenia Research · doi:10.1016/j.schres.2020.06.033 · Cited by 32 · see citing works
“The BACS consists of six subtests which together comprise a composite score, corrected for age and gender using stratified norms and expressed as a z-score (Keefe et al., 2008).”
MethodKristensen, T. D., Mandl, R. C. W., Raghava, J. M., Jessen, K., Jepsen, J. R. M., Fagerlund, B., Glenthøj, L. B., Wenneberg, C., Krakauer, K., Pantelis, C., et al. (2019) · Human Brain Mapping · doi:10.1002/hbm.24765 · Cited by 33 · see citing works
“Cognitive functions were assessed using selected tests from the Brief Assessment of Cognition in Schizophrenia battery (Keefe et al., 2008): list-Learning, digit sequencing, fluency, and symbol coding; as well as tests from the Cambridge Neuropsychological Test Automated Battery (CANTAB; Sahakian &…”
MethodCognitive Function in Individuals With Psychosis: Moderation by Adolescent Cannabis Use
Hanna, R. C., Shalvoy, A. M., Cullum, C. M., Ivleva, E. I., Keshavan, M. S., Pearlson, G. D., Hill, S. K., Sweeney, J. A., Tamminga, C. A., & Ghose, S. (2016) · Schizophrenia Bulletin · doi:10.1093/schbul/sbw030 · Cited by 31 · see citing works
Eum, S., Hill, S. K., Alliey‐Rodriguez, N., Stevenson, J. M., Rubin, L. H., Lee, A. M., Mills, L. J., Reilly, J. L., Lencer, R., Keedy, S., et al. (2021) · Neuropsychopharmacology · doi:10.1038/s41386-021-01057-8 · Cited by 31 · see citing works
Self-citationWang, Z., Meda, S. A., Keshavan, M. S., Tamminga, C. A., Sweeney, J. A., Clementz, B. A., Schretlen, D. J., Calhoun, V. D., Lui, S., & Pearlson, G. D. (2015) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2015.00174 · Cited by 30 · see citing works
“To assess whether the estimated ICA joint sources were associated with clinical symptoms, cognitive, or general socio-functioning, we derived associations between the residuals of the independent components and PANSS, MADRS, YMRS, BACS, and SFS scores across all available subjects.”
MethodInfluentialBattini, V., Cirnigliaro, G., Leuzzi, R., Rissotto, E., Mosini, G., Benatti, B., Pozzi, M., Nobile, M., Radice, S., Carnovale, C., et al. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1215807 · Cited by 28 · see citing works
“Moreover, pharmacological cognitive enhancers in SCZ have limited efficacy and tolerability issues (17–19).”
BackgroundInfluentialIncorporating cortisol into the NAPLS2 individualized risk calculator for prediction of psychosis
Worthington, M., Walker, E. F., Addington, J., Bearden, C. E., Cadenhead, K. S., Cornblatt, B. A., Mathalon, D. H., McGlashan, T. H., Perkins, D. O., Seidman, L. J., et al. (2020) · Schizophrenia Research · doi:10.1016/j.schres.2020.09.022 · Cited by 31 · see citing works
“unusual thought content and suspiciousness); score on the Brief Assessment of Cognition in Schizophrenia (BACS) symbol coding test (Keefe et al., 2008); score on the Hopkins Verbal Learning TestRevised (HVLT-R) (Benedict et al.”
MethodGodlewska, B. R., Minichino, A., Emir, U. E., Angelescu, I., Lennox, B., Micunovic, M., Howes, O. D., & Cowen, P. J. (2021) · Translational Psychiatry · doi:10.1038/s41398-021-01477-6 · Cited by 28 · see citing works
“Scores are corrected for age and gender using stratified norms and expressed as a z-score [14].”
MethodWeiser, M., Zamora, D., Levi, L. W., Nastas, I., Gonen, I., Radu, P., Matei, V. P., Nacu, A., Boronin, L., Davidson, M., et al. (2020) · Schizophrenia Bulletin · doi:10.1093/schbul/sbaa198 · Cited by 29 · see citing works
Cholet, J., Sauvaget, A., Vanelle, J., Hommet, C., Mondon, K., Mamet, J.-P., & Camus, V. (2014) · Bipolar Disorders · doi:10.1111/bdi.12171 · Cited by 28 · see citing works
Deviation from expected cognitive ability across psychotic disorders
Hochberger, W. C., Combs, T., Reilly, J. L., Bishop, J. R., Keefe, R. S. E., Clementz, B. A., Keshavan, M. S., Pearlson, G. D., Tamminga, C. A., Hill, S. K., et al. (2017) · Schizophrenia Research · doi:10.1016/j.schres.2017.05.019 · Cited by 28 · see citing works
“Subtest scores were converted to z-scores using published norms (Keefe et al., 2008).”
MethodSelf-citationWeller, A., Gleeson, J., Álvarez‐Jiménez, M., McGorry, P. D., Nelson, B., Allott, K., Bendall, S., Bartholomeusz, C., Koval, P., Harrigan, S., et al. (2018) · Early Intervention in Psychiatry · doi:10.1111/eip.12769 · Cited by 28 · see citing works
“Abbreviations: AES, adverse events; BACS, Brief Assessment of Cognition in Schizophrenia; BPRS, Brief Psychiatric Rating Scale; CDSS, The Calgary Depression Scale for Schizophrenia; DASS, The Depression, Anxiety and Stress Scale; CTQ, Childhood Trauma Questionnaire; EBIRT, evidence-based intensive recovery treatment;…”
BackgroundMethodParker, D., Trotti, R. L., McDowell, J. E., Keedy, S., Hill, S. K., Gershon, E. S., Ivleva, E. I., Pearlson, G. D., Keshavan, M. S., Tamminga, C. A., et al. (2021) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2021.20071043 · Cited by 28 · see citing works
Syntactic Network Analysis in Schizophrenia-Spectrum Disorders
Ciampelli, S., de Boer, J. N., Voppel, A., Hernández, H. C., Brederoo, S., van Dellen, E., Mota, N. B., & Sommer, I. E. (2023) · Schizophrenia Bulletin · doi:10.1093/schbul/sbac194 · Cited by 28 · see citing works
Yamamuro, K., Makinodan, M., Kimoto, S., Kishimoto, N., Morimoto, T., Toritsuka, M., Matsuoka, K., Takebayashi, Y., Takata, T., Takahashi, M., et al. (2015) · Scientific Reports · doi:10.1038/srep12107 · Cited by 28 · see citing works
Cognitive deficit awareness in schizophrenia: absent, intact, or somewhere in-between?
Balzan, R., Neaves, A., Denson, L., Liu, D., & Galletly, C. (2014) · Cognitive Neuropsychiatry · doi:10.1080/13546805.2014.909311 · Cited by 28 · see citing works
Haining, K., Matrunola, C., Mitchell, L., Gajwani, R., Gross, J., Gumley, A., Lawrie, S., Schwannauer, M., Schultze-Lutter, F., & Uhlhaas, P. (2019) · Psychological Medicine · doi:10.1017/s0033291718003975 · Cited by 22 · see citing works
Characterizing speech heterogeneity in schizophrenia-spectrum disorders.
Oomen, P. P., de Boer, J. N., Brederoo, S., Voppel, A., Brand, B. A., Wijnen, F. N. K., & Sommer, I. E. (2022) · Journal of Psychopathology and Clinical Science · doi:10.1037/abn0000736 · Cited by 24 · see citing works
“…n = 31) using the Brief Assessment of Cognition in Schizophrenia (BACS; Keefe et al., 2004), which consists of the following tasks: Individual BACS scores were converted into standardized z scores that are corrected for age and gender based on previously published norm scores (Keefe et al., 2008).”
MethodLee, C., Wang, L., Lee, Y. S., Hung, C., Huang, Y., Lee, M.-I., & Lee, S.-Y. (2017) · Psychological Medicine · doi:10.1017/s003329171700229x · Cited by 26 · see citing works
“A composite score is subsequently calculated by comparing each patient’s performance in each test to that of a healthy comparison group, which is the T- or Z-score of that sum (Keefe et al. 2008).”
Method
- Authors
- KEEFE, R., HARVEY, P., GOLDBERG, T., GOLD, J., WALKER, T., KENNEL, C., & HAWKINS, K.
- Affiliations
- Duke University (US)
- Emory University (US)
- Zucker Hillside Hospital (US)
- Duke Medical Center (US)
- Corresponding author
- KEEFE, R
- Venue
- Schizophrenia Research
- Publisher
- Elsevier BV
- Published
- 2008-07
- Volume
- 102
- Issue
- 1-3
- Pages
- 108-115
- ISSN
- 0920-9964 (ISSN-L)
- OpenAlex
- W2018927895
- Cited by
- 342
- References
- 8
- Citations by year
- 2026: 27 · 2025: 24 · 2024: 25 · 2023: 24 · 2022: 30 · 2021: 33 · 2020: 28 · 2019: 21 · 2018: 27 · 2017: 11 · 2016: 16 · 2015: 19 · 2014: 16 · 2013: 18 · 2012: 7
- FWCI
- 3.74
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Schizophrenia Research (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Schizophrenia research and treatment
- Social Sciences › Psychology › Applied Psychology › Psychological Testing and Assessment
- Social Sciences › Psychology › Clinical Psychology › Historical and Modern Theater Studies
- Keywords
- Brief Assessment of Cognition in Schizophrenia, BACS
- MeSH terms
- Adult, Aged, Cognition Disorders, Educational Status, Female, Humans, Male, Middle Aged, Neuropsychological Tests, Psychiatric Status Rating Scales, Psychometrics, Reference Values, Schizophrenia, Schizophrenic Psychology, Age Distribution, Sex Distribution, Control Groups, Diagnostic and Statistical Manual of Mental Disorders
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