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Improving Older Adults’ Working Memory: the Influence of Age and Crystallized Intelligence on Training Outcomes

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Abstract

To counter age-related decline in cognitive abilities, interventions such as working memory trainings have shown some promising results in old age. Yet, findings are mixed and there is enormous interindividual variability in training and transfer effects. Thus, it is still an open question which person-specific factors may moderate training and transfer effects in working memory interventions in older adults. The present study investigated this issue in the context of an established verbal working memory training. Eighty-eight participants (age range 60–82 years) performed either four sessions of the Borella et al. (Psychology and Aging 25(4):767–778, 2010) working memory training or of a visual search training as active control condition or belonged to a passive control group. Before and after the training, participants performed a test battery to assess different cognitive abilities and everyday competence. Furthermore, we included questionnaires on personality factors and intrinsic motivation as possible covariates. The training group showed a substantial training gain in the working memory criterion task that was not found in the active control group. Furthermore, only participants of the working memory training showed also near transfer to another working memory task. No far transfer effects including everyday competence emerged. In terms of possible moderators, age and crystallized intelligence influenced the training and transfer gain in the training group. In conclusion, our results showed that working memory can be improved in older adults and improvements transfer to a non-trained working memory task. However, person-specific factors have to be considered to understand who benefits from the training and why.

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References

  • Au, J., Sheehan, E., Tsai, N., Duncan, G. J., Buschkuehl, M., & Jaeggi, S. M. (2015). Improving fluid intelligence with training on working memory: a meta-analysis. Psychonomic Bulletin & Review, 22, 366–377. https://doi.org/10.3758/s13423-014-0699-x.

  • Baddeley, A. (2003). Working memory: looking back and looking forward. Nature Reviews Neuroscience, 4(10), 829–839. https://doi.org/10.1038/Nrn1201.

    Article  PubMed  Google Scholar 

  • Barulli, D., & Stern, Y. (2013). Efficiency, capacity, compensation, maintenance, plasticity: emerging concepts in cognitive reserve. Trends in Cognitive Sciences, 17(10), 502–509. https://doi.org/10.1016/j.tics.2013.08.012.

    Article  PubMed  Google Scholar 

  • Berch, D. B., Krikorian, R., & Huha, E. M. (1998). The Corsi block-tapping task: methodological and theoretical considerations. Brain and Cognition, 38(3), 317–338. https://doi.org/10.1006/Brcg.1998.1039.

    Article  PubMed  Google Scholar 

  • Borella, E., Carbone, E., Pastore, M., De Beni, R., & Carretti, B. (2017). Working memory training for healthy older adults: the role of individual characteristics in explaining short- and long-term gains. Frontiers in Human Neuroscience, 11(99). https://doi.org/10.3389/fnhum.2017.00099.

  • Borella, E., Carretti, B., & De Beni, R. (2008). Working memory and inhibition across the adult life-span. Acta Psychologica, 128(1), 33–44. https://doi.org/10.1016/j.actpsy.2007.09.008.

    Article  PubMed  Google Scholar 

  • Borella, E., Carretti, B., Riboldi, F., & De Beni, R. (2010). Working memory training in older adults: evidence of transfer and maintenance effects. Psychology and Aging, 25(4), 767–778. https://doi.org/10.1037/A0020683.

    Article  PubMed  Google Scholar 

  • Borella, E., Carretti, B., Zanoni, G., Zavagnin, M., & De Beni, R. (2013). Working memory training in old age: an examination of transfer and maintenance effects. Archives of Clinical Neuropsychology, 28(4), 331–347. https://doi.org/10.1093/Arclin/Act020.

    Article  PubMed  Google Scholar 

  • Brehmer, Y., Westerberg, H., & Backman, L. (2012). Working-memory training in younger and older adults: training gains, transfer, and maintenance. Frontiers in Human Neuroscience, 6(63). https://doi.org/10.3389/Fnhum.2012.00063.

  • Brom, S. S., Schnitzspahn, K. M., Melzer, M., Hagner, F., Bernhard, A., & Kliegel, M. (2014). Fluid mechanics moderate the effect of implementation intentions on a health prospective memory task in older adults. European Journal of Ageing, 11(1), 89–98. https://doi.org/10.1007/s10433-013-0288-2.

  • Brose, A., Schmiedek, F., Lövdén, M., Molenaar, P. C. M., & Lindenberger, U. (2010). Adult age differences in covariation of motivation and working memory performance: contrasting between-person and within-person findings. Research in Human Development, 7(1), 61–78. https://doi.org/10.1080/15427600903578177.

    Article  Google Scholar 

  • Bürki, C. N., Ludwig, C., Chicherio, C., & de Ribaupierre, A. (2014). Individual differences in cognitive plasticity: an investigation of training curves in younger and older adults. Psychological Research, 78(6), 821–835. https://doi.org/10.1007/s00426-014-0559-3.

    Article  PubMed  Google Scholar 

  • Cacioppo, J. T., & Petty, R. E. (1982). The need for cognition. Journal of Personality and Social Psychology, 42(1), 116–131. https://doi.org/10.1037//0022-3514.42.1.116.

    Article  Google Scholar 

  • Cantarella, A., Borella, E., Carretti, B., Kliegel, M., & de Beni, R. (2017). Benefits in tasks related to everyday life competences after a working memory training in older adults. International Journal of Geriatric Psychiatry, 32(1), 86–93. https://doi.org/10.1002/gps.4448.

    Article  PubMed  Google Scholar 

  • Carretti, B., Borella, E., Zavagnin, M., & De Beni, R. (2011). Impact of metacognition and motivation on the efficacy of strategic memory training in older adults: analysis of specific, transfer and maintenance effects. Archives of Gerontology and Geriatrics, 52(3), E192–E197. https://doi.org/10.1016/j.archger.2010.11.004.

    Article  PubMed  Google Scholar 

  • Carretti, B., Borella, E., Zavagnin, M., & de Beni, R. (2013). Gains in language comprehension relating to working memory training in healthy older adults. International Journal of Geriatric Psychiatry, 28(5), 539–546. https://doi.org/10.1002/gps.3859.

    Article  PubMed  Google Scholar 

  • Costa, P. T., & McCrae, R. R. (1992). Four ways five factors are basic. Personality and Individual Differences, 13(6), 653–665. https://doi.org/10.1016/0191-8869(92)90236-I.

    Article  Google Scholar 

  • Daneman, M., & Carpenter, P. A. (1980). Individual-differences in working memory and reading. Journal of Verbal Learning and Verbal Behavior, 19(4), 450–466. https://doi.org/10.1016/S0022-5371(80)90312-6.

    Article  Google Scholar 

  • Deci, E. L., Egharri, H., Patrick, B. C., & Leone, D. R. (1994). Facilitating internalization—the self-determination theory perspective. Journal of Personality, 62(1), 119–142. https://doi.org/10.1111/j.1467-6494.1994.tb00797.x.

    Article  PubMed  Google Scholar 

  • Delaloye, C., Ludwig, C., Borella, E., Chicherio, C., & de Ribaupierre, A. (2008). L’Empan de lecture comme épreuve mesurant la capacité de mémoire de travail : normes basées sur une population francophone de 775 adultes jeunes et âgés. Revue Européenne de Psychologie Appliquée/European Review of Applied Psychology, 58(2), 89–103. https://doi.org/10.1016/j.erap.2006.12.004.

    Article  Google Scholar 

  • Dinno, A. (2012). paran: Horn’s test of principal components/factors (Version R package version 1.5.1).

  • Fox, J. G., & Weisberg, S. (2011). An R companion to applied regression (2nd ed.). Thousand Oaks: Sage.

    Google Scholar 

  • Friedman, J. (1991). Multivariate adaptive regression splines (with discussion). Annals of Statistics, 19(1), 1–141.

    Article  Google Scholar 

  • Ginet, A., & Py, J. (2000). Need for cognition: a French scale for children and its consequences on a sociocognitive level. L'Année Psychologique, 100(4), 585–628.

    Article  Google Scholar 

  • Green, C. S., Strobach, T., & Schubert, T. (2014). On methodological standards in training and transfer experiments. Psychological Research, 78(6), 756–772. https://doi.org/10.1007/s00426-013-0535-3.

    Article  PubMed  Google Scholar 

  • Hastie, T., Tibshirani, R., & Friedman, J. (2009). The elements of statistical learning (2nd ed.). New York: Springer.

    Book  Google Scholar 

  • Heinzel, S., Schulte, S., Onken, J., Duong, Q. L., Riemer, T. G., Heinz, A., et al. (2014). Working memory training improvements and gains in non-trained cognitive tasks in young and older adults. Aging Neuropsychology and Cognition, 21(2), 146–173. https://doi.org/10.1080/13825585.2013.790338.

    Article  Google Scholar 

  • Hering, A., Wild-Wall, N., Gajewski, P. D., Falkenstein, M., Kliegel, M., & Zinke, K. (2016). The role of cue detection for prospective memory development across the lifespan. Neuropsychologia, 93(Part A), 289–300. https://doi.org/10.1016/j.neuropsychologia.2016.11.008.

    Article  PubMed  Google Scholar 

  • Horn, J. L. (1965). A rationale and a test for the number of factors in factor analysis. Psychometrika, 30, 179–185.

    Article  PubMed  Google Scholar 

  • Jaeggi, S. M., Buschkuehl, M., Shah, P., & Jonides, J. (2014). The role of individual differences in cognitive training and transfer. Memory & Cognition, 42(3), 464–480. https://doi.org/10.3758/s13421-013-0364-z.

    Article  Google Scholar 

  • Karbach, J., & Verhaeghen, P. (2014). Making working memory work: a meta-analysis of executive-control and working memory training in older adults. Psychological Science. https://doi.org/10.1177/0956797614548725.

  • Kliegel, M., Altgassen, M., Hering, A., & Rose, N. S. (2011). A process-model based approach to prospective memory impairment in Parkinson’s disease. Neuropsychologia, 49(8), 2166–2177. https://doi.org/10.1016/J.Neuropsychologia.2011.01.024.

    Article  PubMed  Google Scholar 

  • Kliegel, M., McDaniel, M. A., & Einstein, G. O. (2000). Plan formation, retention, and execution in prospective memory: a new approach and age-related effects. Memory & Cognition, 28(6), 1041–1049. https://doi.org/10.3758/Bf03209352.

    Article  Google Scholar 

  • Kueider, A. M., Parisi, J. M., Gross, A. L., & Rebok, G. W. (2012). Computerized cognitive training with older adults: a systematic review. Plos One, 7(7), e40588. https://doi.org/10.1371/journal.pone.0040588.

  • Lampit, A., Hallock, H., & Valenzuela, M. (2014). Computerized cognitive training in cognitively healthy older adults: a systematic review and meta-analysis of effect modifiers. Plos Medicine, 11(11), e1001756. https://doi.org/10.1371/journal.pmed.1001756.

  • Lövdén, M., Bäckman, L., Lindenberger, U., Schaefer, S., & Schmiedek, F. (2010). A theoretical framework for the study of adult cognitive plasticity. Psychological Bulletin, 136(4), 659–676. https://doi.org/10.1037/A0020080.

    Article  PubMed  Google Scholar 

  • McAuley, E., Duncan, T., & Tammen, V. V. (1989). Psychometric properties of the intrinsic motivation inventory in a competitive sport setting—a confirmatory factor-analysis. Research Quarterly for Exercise and Sport, 60(1), 48–58.

    Article  PubMed  Google Scholar 

  • Melby-Lervag, M., & Hulme, C. (2013). Is working memory training effective? A meta-analytic review. Developmental Psychology, 49(2), 270–291. https://doi.org/10.1037/A0028228.

    Article  PubMed  Google Scholar 

  • Melby-Lervag, M., & Hulme, C. (2016). There is no convincing evidence that working memory training is effective: a reply to Au et al. (2014) and Karbach and Verhaeghen (2014). Psychonomic Bulletin & Review, 23(1), 324-330. https://doi.org/10.3758/s13423-015-0862-z.

  • Milborrow, S. (2017). Earth: multivariate adaptive regression splines (Version R package version 4.4.9.).

  • Milner, B. (1971). Interhemispheric differences in localization of psychological processes in man. British Medical Bulletin, 27(3), 272–277.

    Article  PubMed  Google Scholar 

  • Minear, M., Brasher, F., Guerrero, C. B., Brasher, M., Moore, A., & Sukeena, J. (2016). A simultaneous examination of two forms of working memory training: evidence for near transfer only. Memory & Cognition, 44(7), 1014–1037. https://doi.org/10.3758/s13421-016-0616-9.

    Article  Google Scholar 

  • Morrison, A. B., & Chein, J. M. (2011). Does working memory training work? The promise and challenges of enhancing cognition by training working memory. Psychonomic Bulletin & Review, 18(1), 46–60. https://doi.org/10.3758/S13423-010-0034-0.

    Article  Google Scholar 

  • Park, D. C., Lautenschlager, G., Hedden, T., Davidson, N. S., Smith, A. D., & Smith, P. K. (2002). Models of visuospatial and verbal memory across the adult life span. Psychology and Aging, 17(2), 299–320. https://doi.org/10.1037//0882-7974.17.2.299.

    Article  PubMed  Google Scholar 

  • Raven, J. C., Court, J. H., & Raven, J. (1996). Manual for Raven’s progressive matrices and Mill Hill vocabulary scales. Standard progressive matrices. Oxford: Oxford Psychologists Press.

    Google Scholar 

  • Redick, T. S., Shipstead, Z., Harrison, T. L., Hicks, K. L., Fried, D. E., Hambrick, D. Z., … Engle, R. (2013). No evidence of intelligence improvement after working memory training: a randomized, placebo-controlled study. Journal of Experimental Psychology: General, 142(2), 359–379. https://doi.org/10.1037/a0029082.

  • Reitan, R. (1979). Trail-making test. Arizona: Reitan Neuropsychology Laboratory.

    Google Scholar 

  • Revelle, W. (2016). Psych: procedures for personality and psychological research (Version R package version 1.6.12).

  • Robert, C., Borella, E., Fagot, D., Lecerf, T., & de Ribaupierre, A. (2009). Working memory and inhibitory control across the life span: intrusion errors in the reading span test. Memory & Cognition, 37(3), 336–345. https://doi.org/10.3758/Mc.37.3.336.

    Article  Google Scholar 

  • Rose, N. S., Rendell, P. G., Hering, A., Kliegel, M., Bidelman, G., & Craik, F. I. M. (2015). Cognitive and neural plasticity in older adults’ prospective memory following training with the Virtual Week computer game. Frontiers in Human Neuroscience, 9(592). https://doi.org/10.3389/fnhum.2015.00592.

  • Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55(1), 68–78. https://doi.org/10.1037//0003-066x.55.1.68.

    Article  PubMed  Google Scholar 

  • Schnitzspahn, K. M., Stahl, C., Zeintl, M., Kaller, C. P., & Kliegel, M. (2013). The role of shifting, updating, and inhibition in prospective memory performance in young and older adults. Developmental Psychology, 49(8), 1544–1553. https://doi.org/10.1037/a0030579.

    Article  PubMed  Google Scholar 

  • Soveri, A., Antfolk, J., Karlsson, L., Salo, B., & Laine, M. (2017). Working memory training revisited: a multi-level meta-analysis of n-back training studies. Psychonomic Bulletin & Review, 24(4), 1077–1096. https://doi.org/10.3758/s13423-016-1217-0.

  • Stern, Y. (2002). What is cognitive reserve? Theory and research application of the reserve concept. Journal of the International Neuropsychological Society, 8(3), 448–460. https://doi.org/10.1017/S1355617702813248.

    Article  PubMed  Google Scholar 

  • Stroop, J. R. (1935). Studies of interference in serial verbal reactions. Journal of Experimental Psychology, 18, 643–662. https://doi.org/10.1037/H0054651.

    Article  Google Scholar 

  • Studer-Luethi, B., Jaeggi, S. M., Buschkuehl, M., & Perrig, W. J. (2012). Influence of neuroticism and conscientiousness on working memory training outcome. Personality and Individual Differences, 53(1), 44–49. https://doi.org/10.1016/j.paid.2012.02.012.

    Article  Google Scholar 

  • Tomaszewski Farias, S., Cahn-Weiner, D. A., Harvey, D. J., Reed, B. R., Mungas, D., Kramer, J. H., & Chui, H. (2009). Longitudinal changes in memory and executive functioning are associated with longitudinal change in instrumental activities of daily living in older adults. The Clinical Neuropsychologist, 23(3), 446–461. https://doi.org/10.1080/13854040802360558.

    Article  PubMed  Google Scholar 

  • Vallerand, R. J., Blais, M. R., Briere, N. M., & Pelletier, L. G. (1989). The construction and validation of a new measure of motivation toward education, Ecmelle-De-Motivation-En-Education (Eme). Canadian Journal of Behavioural Science-Revue Canadienne Des Sciences Du Comportement, 21(3), 323–349. https://doi.org/10.1037/h0079855.

    Article  Google Scholar 

  • Vercambre, M. N., Cuvelier, H., Gayon, Y. A., Hardy-Leger, I., Berr, C., Trivalle, C., et al. (2010). Validation study of a French version of the modified telephone interview for cognitive status (F-TICS-m) in elderly women. International Journal of Geriatric Psychiatry, 25(11), 1142–1149. https://doi.org/10.1002/Gps.2447.

    Article  PubMed  Google Scholar 

  • von Bastian, C. C., & Oberauer, K. (2013). Effects and mechanisms of working memory training: a review. Psychological Research, 78(6), 803–820. https://doi.org/10.1007/s00426-013-0524-6.

    Article  Google Scholar 

  • Wechsler, D. (2011). Échelle d'intelligence de Wechsler pour adultes (WAIS-IV) - 4ème édition. Paris, France: ecpa.

  • Weicker, J., Villringer, A., & Thone-Otto, A. (2016). Can impaired working memory functioning be improved by training? A meta-analysis with a special focus on brain injured patients. Neuropsychology, 30(2), 190–212. https://doi.org/10.1037/neu0000227.

    Article  PubMed  Google Scholar 

  • Willis, S. (1994). Test administration manual for everyday problems for cognitively challenged elderly. University Park Pennsylvania: The Pennsylvania State University.

  • Woods, S. P., Weinborn, M., Li, Y. Q. R., Hodgson, E., Ng, A. R. J., & Bucks, R. S. (2015). Does prospective memory influence quality of life in community-dwelling older adults? Aging Neuropsychology and Cognition, 22(6), 679–692. https://doi.org/10.1080/13825585.2015.1027651.

    Article  Google Scholar 

  • Woods, S. P., Weinborn, M., Velnoweth, A., Rooney, A., & Bucks, R. S. (2012). Memory for intentions is uniquely associated with instrumental activities of daily living in healthy older adults. Journal of the International Neuropsychological Society, 18(1), 134–138. https://doi.org/10.1017/S1355617711001263.

    Article  PubMed  Google Scholar 

  • Zinke, K., Zeintl, M., Rose, N. S., Putzmann, J., Pydde, A., & Kliegel, M. (2014). Working memory training and transfer in older adults: effects of age, baseline performance, and training gains. Developmental Psychology, 50(1), 304–315. https://doi.org/10.1037/a0032982.

    Article  PubMed  Google Scholar 

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Acknowledgements

MK acknowledges the support from the Swiss National Science Foundation (SNSF). We thank Thomas Redick (Purdue University) for providing us the task for our active control training group.

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Authors and Affiliations

  1. Faculté de Psychologie et Sciences de l’Education, Université de Genève, Geneva, Switzerland

    A. Hering & M. Kliegel

  2. Swiss Center for Affective Sciences, Université de Genève, Geneva, Switzerland

    B. Meuleman

  3. University Center for Medicine of Aging, Felix Platter-Hospital, Basel, Switzerland

    C. Bürki

  4. Department of General Psychology, University of Padova, Padova, Italy

    E. Borella

  5. Center for the Interdisciplinary Study of Gerontology and Vulnerability, Université de Genève, Geneva, Switzerland

    M. Kliegel

  6. Swiss National Center of Competences in Research LIVES–Overcoming Vulnerability: Life Course Perspectives, Lausanne and Geneva, Switzerland

    M. Kliegel

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  1. A. Hering
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Correspondence to A. Hering.

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Hering, A., Meuleman, B., Bürki, C. et al. Improving Older Adults’ Working Memory: the Influence of Age and Crystallized Intelligence on Training Outcomes. J Cogn Enhanc 1, 358–373 (2017). https://doi.org/10.1007/s41465-017-0041-4

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