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Published in: BMC Geriatrics 1/2017

Open Access 01-12-2017 | Research Article

Effects of computerized cognitive training on neuroimaging outcomes in older adults: a systematic review

Authors: Lisanne F. ten Brinke, Jennifer C. Davis, Cindy K. Barha, Teresa Liu-Ambrose

Published in: BMC Geriatrics | Issue 1/2017

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Abstract

Background

Worldwide, the population is aging and the number of individuals diagnosed with dementia is rising rapidly. Currently, there are no effective pharmaceutical cures. Hence, identifying lifestyle approaches that may prevent, delay, or treat cognitive impairment and dementia in older adults is becoming increasingly important. Computerized Cognitive Training (CCT) is a promising strategy to combat cognitive decline. Yet, the underlying mechanisms of the effect of CCT on cognition remain poorly understood. Hence, the primary objective of this systematic review was to examine peer-reviewed literature ascertaining the effect of CCT on both structural and functional neuroimaging measures among older adults to gain insight into the underlying mechanisms by which CCT may benefit cognitive function.

Methods

In accordance with PRISMA guidelines, we used the following databases: MEDLINE, EMBASE, and CINAHL. Two independent reviewers abstracted data using pre-defined terms. These included: main study characteristics such as the type of training (i.e., single- versus multi-domain), participant demographics (age ≥ 50 years; no psychiatric conditions), and the inclusion of neuroimaging outcomes. The Physiotherapy Evidence Database (PEDro) scale was used to assess quality of all studies included in this systematic review.

Results

Nine studies were included in this systematic review, with four studies including multiple MRI sequences. Results of this systematic review are mixed: CCT was found to increase and decrease both brain structure and function in older adults. In addition, depending on region of interest, both increases and decreases in structure and function were associated with behavioural performance.

Conclusions

Of all studies included in this systematic review, results from the highest quality studies, which were two randomized controlled trials, demonstrated that multi-domain CCT could lead to increases in hippocampal functional connectivity. Further high quality studies that include an active control, a sample size calculation, and an appropriate training dosage, are needed to confirm these findings and their relation to cognition.
Literature
2.
go back to reference Polidori MC, Nelles G, Pientka L. Prevention of dementia: focus on lifestyle. Int J Alzheimers Dis. 2010;2010:1–9. Polidori MC, Nelles G, Pientka L. Prevention of dementia: focus on lifestyle. Int J Alzheimers Dis. 2010;2010:1–9.
3.
go back to reference Ngandu T, Lehtisalo J, Solomon A, Levalahti E, Ahtiluoto S, Antikainen R, Backman L, Hanninen T, Jula A, Laatikainen T, et al. A 2 year multidomain intervention of diet, exercise, cognitive training, and vascular risk monitoring versus control to prevent cognitive decline in at-risk elderly people (FINGER): a randomised controlled trial. Lancet. 2015;385(9984):2255–63.CrossRefPubMed Ngandu T, Lehtisalo J, Solomon A, Levalahti E, Ahtiluoto S, Antikainen R, Backman L, Hanninen T, Jula A, Laatikainen T, et al. A 2 year multidomain intervention of diet, exercise, cognitive training, and vascular risk monitoring versus control to prevent cognitive decline in at-risk elderly people (FINGER): a randomised controlled trial. Lancet. 2015;385(9984):2255–63.CrossRefPubMed
4.
go back to reference Valenzuela M, Sachdev PS. Harnessing brain and cognitive reserve for the prevention of dementia. Indian J Psychiatry. 2009;51(Suppl 1):S16–21.PubMedPubMedCentral Valenzuela M, Sachdev PS. Harnessing brain and cognitive reserve for the prevention of dementia. Indian J Psychiatry. 2009;51(Suppl 1):S16–21.PubMedPubMedCentral
5.
go back to reference Valenzuela MJ, Sachdev P. Brain reserve and dementia: a systematic review. Psychol Med. 2006;36(4):441–54.CrossRefPubMed Valenzuela MJ, Sachdev P. Brain reserve and dementia: a systematic review. Psychol Med. 2006;36(4):441–54.CrossRefPubMed
6.
go back to reference Lampit A, Hallock H, Valenzuela M. Computerized cognitive training in cognitively healthy older adults: a systematic review and meta-analysis of effect modifiers. PLoS Med. 2014;11(11):e1001756.CrossRefPubMedPubMedCentral Lampit A, Hallock H, Valenzuela M. Computerized cognitive training in cognitively healthy older adults: a systematic review and meta-analysis of effect modifiers. PLoS Med. 2014;11(11):e1001756.CrossRefPubMedPubMedCentral
7.
go back to reference Lampit A, Hallock H, Moss R, Kwok S, Rosser M, Lukjanenko M, et al. The timecourse of global cognitive gains from supervised computer-assisted cognitive training: a randomised, active-controlled trial in elderly with multiple dementia risk factors. J Prev Alzheimers Dis. 2014;1(1):33–9. Lampit A, Hallock H, Moss R, Kwok S, Rosser M, Lukjanenko M, et al. The timecourse of global cognitive gains from supervised computer-assisted cognitive training: a randomised, active-controlled trial in elderly with multiple dementia risk factors. J Prev Alzheimers Dis. 2014;1(1):33–9.
8.
go back to reference Smith GE, Housen P, Yaffe K, Ruff R, Kennison RF, Mahncke HW, Zelinski EM. A cognitive training program based on principles of brain plasticity: results from the Improvement in Memory with Plasticity-based Adaptive Cognitive Training (IMPACT) study. J Am Geriatr Soc. 2009;57(4):594–603.CrossRefPubMedPubMedCentral Smith GE, Housen P, Yaffe K, Ruff R, Kennison RF, Mahncke HW, Zelinski EM. A cognitive training program based on principles of brain plasticity: results from the Improvement in Memory with Plasticity-based Adaptive Cognitive Training (IMPACT) study. J Am Geriatr Soc. 2009;57(4):594–603.CrossRefPubMedPubMedCentral
9.
go back to reference Basak C, Boot WR, Voss MW, Kramer AF. Can training in a real-time strategy video game attenuate cognitive decline in older adults? Psychol Aging. 2008;23(4):765–77.CrossRefPubMedPubMedCentral Basak C, Boot WR, Voss MW, Kramer AF. Can training in a real-time strategy video game attenuate cognitive decline in older adults? Psychol Aging. 2008;23(4):765–77.CrossRefPubMedPubMedCentral
10.
go back to reference Bruel-Jungerman E, Davis S, Laroche S. Brain plasticity mechanisms and memory: a party of four. Neuroscientist. 2007;13(5):492–505.CrossRefPubMed Bruel-Jungerman E, Davis S, Laroche S. Brain plasticity mechanisms and memory: a party of four. Neuroscientist. 2007;13(5):492–505.CrossRefPubMed
11.
go back to reference Citri A, Malenka RC. Synaptic plasticity: multiple forms, functions, and mechanisms. Neuropsychopharmacology. 2008;33(1):18–41.CrossRefPubMed Citri A, Malenka RC. Synaptic plasticity: multiple forms, functions, and mechanisms. Neuropsychopharmacology. 2008;33(1):18–41.CrossRefPubMed
12.
go back to reference Guerra-Carrillo B, Mackey AP, Bunge SA. Resting-state fMRI: a window into human brain plasticity. Neuroscientist. 2014;20(5):522–33.CrossRefPubMed Guerra-Carrillo B, Mackey AP, Bunge SA. Resting-state fMRI: a window into human brain plasticity. Neuroscientist. 2014;20(5):522–33.CrossRefPubMed
13.
go back to reference Olesen PJ, Westerberg H, Klingberg T. Increased prefrontal and parietal activity after training of working memory. Nat Neurosci. 2004;7(1):75–9.CrossRefPubMed Olesen PJ, Westerberg H, Klingberg T. Increased prefrontal and parietal activity after training of working memory. Nat Neurosci. 2004;7(1):75–9.CrossRefPubMed
14.
go back to reference Moher D, Liberati A, Tetzlaff J, Altman DG, Group P. Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. Ann Intern Med. 2009;151(4):264–9. W264CrossRefPubMed Moher D, Liberati A, Tetzlaff J, Altman DG, Group P. Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. Ann Intern Med. 2009;151(4):264–9. W264CrossRefPubMed
15.
go back to reference Maher CG, Sherrington C, Herbert RD, Moseley AM, Elkins M. Reliability of the PEDro scale for rating quality of randomized controlled trials. Phys Ther. 2003;83(8):713–21.PubMed Maher CG, Sherrington C, Herbert RD, Moseley AM, Elkins M. Reliability of the PEDro scale for rating quality of randomized controlled trials. Phys Ther. 2003;83(8):713–21.PubMed
16.
go back to reference Lampit A, Hallock H, Suo C, Naismith SL, Valenzuela M. Cognitive training-induced short-term functional and long-term structural plastic change is related to gains in global cognition in healthy older adults: a pilot study. Front Aging Neurosci. 2015;7:14.CrossRefPubMedPubMedCentral Lampit A, Hallock H, Suo C, Naismith SL, Valenzuela M. Cognitive training-induced short-term functional and long-term structural plastic change is related to gains in global cognition in healthy older adults: a pilot study. Front Aging Neurosci. 2015;7:14.CrossRefPubMedPubMedCentral
17.
go back to reference Lin ZC, Tao J, Gao YL, Yin DZ, Chen AZ, Chen LD. Analysis of central mechanism of cognitive training on cognitive impairment after stroke: Resting-state functional magnetic resonance imaging study. J Int Med Res. 2014;42(3):659–68.CrossRefPubMed Lin ZC, Tao J, Gao YL, Yin DZ, Chen AZ, Chen LD. Analysis of central mechanism of cognitive training on cognitive impairment after stroke: Resting-state functional magnetic resonance imaging study. J Int Med Res. 2014;42(3):659–68.CrossRefPubMed
18.
go back to reference Rosen AC, Sugiura L, Kramer JH, Whitfield-Gabrieli S, Gabrieli JD. Cognitive training changes hippocampal function in mild cognitive impairment: a pilot study. J Alzheimers Dis. 2011;26(Suppl 3):349–57.PubMedPubMedCentral Rosen AC, Sugiura L, Kramer JH, Whitfield-Gabrieli S, Gabrieli JD. Cognitive training changes hippocampal function in mild cognitive impairment: a pilot study. J Alzheimers Dis. 2011;26(Suppl 3):349–57.PubMedPubMedCentral
19.
go back to reference Suo C, Singh MF, Gates N, Wen W, Sachdev P, Brodaty H, Saigal N, Wilson GC, Meiklejohn J, Singh N, et al. Therapeutically relevant structural and functional mechanisms triggered by physical and cognitive exercise. Mol Psychiatry. 2016; Suo C, Singh MF, Gates N, Wen W, Sachdev P, Brodaty H, Saigal N, Wilson GC, Meiklejohn J, Singh N, et al. Therapeutically relevant structural and functional mechanisms triggered by physical and cognitive exercise. Mol Psychiatry. 2016;
20.
go back to reference Antonenko D, Kulzow N, Cesarz ME, Schindler K, Grittner U, Floel A. Hippocampal pathway plasticity is associated with the ability to form novel memories in older adults. Front Aging Neurosci. 2016;8:61.CrossRefPubMedPubMedCentral Antonenko D, Kulzow N, Cesarz ME, Schindler K, Grittner U, Floel A. Hippocampal pathway plasticity is associated with the ability to form novel memories in older adults. Front Aging Neurosci. 2016;8:61.CrossRefPubMedPubMedCentral
21.
go back to reference Belleville S, Mellah S, de Boysson C, Demonet JF, Bier B. The pattern and loci of training-induced brain changes in healthy older adults are predicted by the nature of the intervention. PLoS One. 2014;9(8):e102710.CrossRefPubMedPubMedCentral Belleville S, Mellah S, de Boysson C, Demonet JF, Bier B. The pattern and loci of training-induced brain changes in healthy older adults are predicted by the nature of the intervention. PLoS One. 2014;9(8):e102710.CrossRefPubMedPubMedCentral
22.
go back to reference Heinzel S, Lorenz RC, Brockhaus WR, Wustenberg T, Kathmann N, Heinz A, Rapp MA. Working memory load-dependent brain response predicts behavioral training gains in older adults. J Neurosci. 2014;34(4):1224–33.CrossRefPubMed Heinzel S, Lorenz RC, Brockhaus WR, Wustenberg T, Kathmann N, Heinz A, Rapp MA. Working memory load-dependent brain response predicts behavioral training gains in older adults. J Neurosci. 2014;34(4):1224–33.CrossRefPubMed
23.
go back to reference Lovden M, Bodammer NC, Kuhn S, Kaufmann J, Schutze H, Tempelmann C, Heinze HJ, Duzel E, Schmiedek F, Lindenberger U. Experience-dependent plasticity of white-matter microstructure extends into old age. Neuropsychologia. 2010;48(13):3878–83.CrossRefPubMed Lovden M, Bodammer NC, Kuhn S, Kaufmann J, Schutze H, Tempelmann C, Heinze HJ, Duzel E, Schmiedek F, Lindenberger U. Experience-dependent plasticity of white-matter microstructure extends into old age. Neuropsychologia. 2010;48(13):3878–83.CrossRefPubMed
24.
go back to reference Strenziok M, Parasuraman R, Clarke E, Cisler DS, Thompson JC, Greenwood PM. Neurocognitive enhancement in older adults: comparison of three cognitive training tasks to test a hypothesis of training transfer in brain connectivity. NeuroImage. 2014;85(Pt 3):1027–39.CrossRefPubMed Strenziok M, Parasuraman R, Clarke E, Cisler DS, Thompson JC, Greenwood PM. Neurocognitive enhancement in older adults: comparison of three cognitive training tasks to test a hypothesis of training transfer in brain connectivity. NeuroImage. 2014;85(Pt 3):1027–39.CrossRefPubMed
26.
go back to reference Dahlin E, Neely AS, Larsson A, Backman L, Nyberg L. Transfer of learning after updating training mediated by the striatum. Science. 2008;320(5882):1510–2.CrossRefPubMed Dahlin E, Neely AS, Larsson A, Backman L, Nyberg L. Transfer of learning after updating training mediated by the striatum. Science. 2008;320(5882):1510–2.CrossRefPubMed
27.
go back to reference Mori S. Introduction to diffusion tensor imaging. 1st ed. Amsterdam: Elsevier Science; 2007. Mori S. Introduction to diffusion tensor imaging. 1st ed. Amsterdam: Elsevier Science; 2007.
28.
go back to reference Mori S, Zhang J. Principles of diffusion tensor imaging and its applications to basic neuroscience research. Neuron. 2006;51(5):527–39.CrossRefPubMed Mori S, Zhang J. Principles of diffusion tensor imaging and its applications to basic neuroscience research. Neuron. 2006;51(5):527–39.CrossRefPubMed
31.
go back to reference Kerchner GA, Racine CA, Hale S, Wilheim R, Laluz V, Miller BL, Kramer JH. Cognitive processing speed in older adults: relationship with white matter integrity. PLoS One. 2012;7(11):e50425.CrossRefPubMedPubMedCentral Kerchner GA, Racine CA, Hale S, Wilheim R, Laluz V, Miller BL, Kramer JH. Cognitive processing speed in older adults: relationship with white matter integrity. PLoS One. 2012;7(11):e50425.CrossRefPubMedPubMedCentral
32.
go back to reference Sexton CE, Kalu UG, Filippini N, Mackay CE, Ebmeier KP. A meta-analysis of diffusion tensor imaging in mild cognitive impairment and Alzheimer’s disease. Neurobiol Aging. 2011;32(12):2322 e2325–18.CrossRef Sexton CE, Kalu UG, Filippini N, Mackay CE, Ebmeier KP. A meta-analysis of diffusion tensor imaging in mild cognitive impairment and Alzheimer’s disease. Neurobiol Aging. 2011;32(12):2322 e2325–18.CrossRef
33.
go back to reference Bartzokis G. Alzheimer's disease as homeostatic responses to age-related myelin breakdown. Neurobiol Aging. 2011;32(8):1341–71.CrossRefPubMed Bartzokis G. Alzheimer's disease as homeostatic responses to age-related myelin breakdown. Neurobiol Aging. 2011;32(8):1341–71.CrossRefPubMed
34.
go back to reference Seeley WW, Menon V, Schatzberg AF, Keller J, Glover GH, Kenna H, Reiss AL, Greicius MD. Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci. 2007;27(9):2349–56.CrossRefPubMedPubMedCentral Seeley WW, Menon V, Schatzberg AF, Keller J, Glover GH, Kenna H, Reiss AL, Greicius MD. Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci. 2007;27(9):2349–56.CrossRefPubMedPubMedCentral
35.
36.
go back to reference Greicius MD, Krasnow B, Reiss AL, Menon V. Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc Natl Acad Sci U S A. 2003;100(1):253–8.CrossRefPubMed Greicius MD, Krasnow B, Reiss AL, Menon V. Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc Natl Acad Sci U S A. 2003;100(1):253–8.CrossRefPubMed
37.
go back to reference Bai F, Watson DR, Yu H, Shi Y, Yuan Y, Zhang Z. Abnormal resting-state functional connectivity of posterior cingulate cortex in amnestic type mild cognitive impairment. Brain Res. 2009;1302:167–74.CrossRefPubMed Bai F, Watson DR, Yu H, Shi Y, Yuan Y, Zhang Z. Abnormal resting-state functional connectivity of posterior cingulate cortex in amnestic type mild cognitive impairment. Brain Res. 2009;1302:167–74.CrossRefPubMed
38.
go back to reference Wang Z, Liang P, Jia X, Qi Z, Yu L, Yang Y, Zhou W, Lu J, Li K. Baseline and longitudinal patterns of hippocampal connectivity in mild cognitive impairment: evidence from resting state fMRI. J Neurol Sci. 2011;309(1–2):79–85.CrossRefPubMed Wang Z, Liang P, Jia X, Qi Z, Yu L, Yang Y, Zhou W, Lu J, Li K. Baseline and longitudinal patterns of hippocampal connectivity in mild cognitive impairment: evidence from resting state fMRI. J Neurol Sci. 2011;309(1–2):79–85.CrossRefPubMed
39.
go back to reference Zatorre RJ, Fields RD, Johansen-Berg H. Plasticity in gray and white: neuroimaging changes in brain structure during learning. Nat Neurosci. 2012;15(4):528–36.CrossRefPubMedPubMedCentral Zatorre RJ, Fields RD, Johansen-Berg H. Plasticity in gray and white: neuroimaging changes in brain structure during learning. Nat Neurosci. 2012;15(4):528–36.CrossRefPubMedPubMedCentral
40.
go back to reference Cheng Y, Wu W, Feng W, Wang J, Chen Y, Shen Y, Li Q, Zhang X, Li C. The effects of multi-domain versus single-domain cognitive training in non-demented older people: a randomized controlled trial. BMC Med. 2012;10:30.CrossRefPubMedPubMedCentral Cheng Y, Wu W, Feng W, Wang J, Chen Y, Shen Y, Li Q, Zhang X, Li C. The effects of multi-domain versus single-domain cognitive training in non-demented older people: a randomized controlled trial. BMC Med. 2012;10:30.CrossRefPubMedPubMedCentral
41.
go back to reference Graham DP, Cully JA, Snow AL, Massman P, Doody R. The Alzheimer’s Disease Assessment Scale-Cognitive subscale: normative data for older adult controls. Alzheimer Dis Assoc Disord. 2004;18(4):236–40.PubMed Graham DP, Cully JA, Snow AL, Massman P, Doody R. The Alzheimer’s Disease Assessment Scale-Cognitive subscale: normative data for older adult controls. Alzheimer Dis Assoc Disord. 2004;18(4):236–40.PubMed
42.
go back to reference Randolph C, Tierney MC, Mohr E, Chase TN. The repeatable battery for the assessment of neuropsychological status (RBANS): preliminary clinical validity. J Clin Exp Neuropsychol. 1998;20(3):310–9.CrossRefPubMed Randolph C, Tierney MC, Mohr E, Chase TN. The repeatable battery for the assessment of neuropsychological status (RBANS): preliminary clinical validity. J Clin Exp Neuropsychol. 1998;20(3):310–9.CrossRefPubMed
43.
go back to reference Dwolatzky T, Whitehead V, Doniger GM, Simon ES, Schweiger A, Jaffe D, Chertkow H. Validity of a novel computerized cognitive battery for mild cognitive impairment. BMC Geriatr. 2003;3:4.CrossRefPubMedPubMedCentral Dwolatzky T, Whitehead V, Doniger GM, Simon ES, Schweiger A, Jaffe D, Chertkow H. Validity of a novel computerized cognitive battery for mild cognitive impairment. BMC Geriatr. 2003;3:4.CrossRefPubMedPubMedCentral
44.
go back to reference Sahakian BJ, Owen AM. Computerized assessment in neuropsychiatry using CANTAB: discussion paper. J R Soc Med. 1992;85(7):399–402.PubMedPubMedCentral Sahakian BJ, Owen AM. Computerized assessment in neuropsychiatry using CANTAB: discussion paper. J R Soc Med. 1992;85(7):399–402.PubMedPubMedCentral
45.
go back to reference Robbins TW, James M, Owen AM, Sahakian BJ, McInnes L, Rabbitt P. Cambridge neuropsychological test automated battery (CANTAB): a factor analytic study of a large sample of normal elderly volunteers. Dementia. 1994;5(5):266–81.PubMed Robbins TW, James M, Owen AM, Sahakian BJ, McInnes L, Rabbitt P. Cambridge neuropsychological test automated battery (CANTAB): a factor analytic study of a large sample of normal elderly volunteers. Dementia. 1994;5(5):266–81.PubMed
46.
go back to reference Wechsler D. A standardized memory scale for clinical use. Aust J Psychol. 1945;19:87–95.CrossRef Wechsler D. A standardized memory scale for clinical use. Aust J Psychol. 1945;19:87–95.CrossRef
47.
go back to reference Hachinski V, Iadecola C, Petersen RC, Breteler MM, Nyenhuis DL, Black SE, Powers WJ, DeCarli C, Merino JG, Kalaria RN, et al. National Institute of Neurological Disorders and Stroke-Canadian Stroke Network vascular cognitive impairment harmonization standards. Stroke. 2006;37(9):2220–41.CrossRefPubMed Hachinski V, Iadecola C, Petersen RC, Breteler MM, Nyenhuis DL, Black SE, Powers WJ, DeCarli C, Merino JG, Kalaria RN, et al. National Institute of Neurological Disorders and Stroke-Canadian Stroke Network vascular cognitive impairment harmonization standards. Stroke. 2006;37(9):2220–41.CrossRefPubMed
48.
go back to reference Wechsler D. Wechsler Adult Intelligence Scale. 3rd ed. San Antonio: Psychological Corporation; 1997. Wechsler D. Wechsler Adult Intelligence Scale. 3rd ed. San Antonio: Psychological Corporation; 1997.
49.
go back to reference Willis SLM, M. Manual for the Everyday Problems Test. University Park: Pennsylvania State University; 1993. Willis SLM, M. Manual for the Everyday Problems Test. University Park: Pennsylvania State University; 1993.
50.
go back to reference Schaie KW. Manual for the Schaie-Thurstone adult mental abilities test (STAMAT). Palo Alto: Consulting Psychological Press; 1985. Schaie KW. Manual for the Schaie-Thurstone adult mental abilities test (STAMAT). Palo Alto: Consulting Psychological Press; 1985.
51.
go back to reference Wechsler D. Wechsler memory scale–revised: manual. San Antonio: Psychology Corporation; 1987. Wechsler D. Wechsler memory scale–revised: manual. San Antonio: Psychology Corporation; 1987.
52.
go back to reference Wechsler D. Wechsler memory scale—revised. San Antonio: Psychological Corporation; 2009. Wechsler D. Wechsler memory scale—revised. San Antonio: Psychological Corporation; 2009.
53.
go back to reference Greenwood PM, Lambert C, Sunderland T, Parasuraman R. Effects of apolipoprotein E genotype on spatial attention, working memory, and their interaction in healthy, middle-aged adults: results From the National Institute of Mental Health’s BIOCARD study. Neuropsychology. 2005;19(2):199–211.CrossRefPubMedPubMedCentral Greenwood PM, Lambert C, Sunderland T, Parasuraman R. Effects of apolipoprotein E genotype on spatial attention, working memory, and their interaction in healthy, middle-aged adults: results From the National Institute of Mental Health’s BIOCARD study. Neuropsychology. 2005;19(2):199–211.CrossRefPubMedPubMedCentral
54.
go back to reference Parasuraman R, Greenwood PM, Kumar R, Fossella J. Beyond heritability: neurotransmitter genes differentially modulate visuospatial attention and working memory. Psychol Sci. 2005;16(3):200–7.CrossRefPubMedPubMedCentral Parasuraman R, Greenwood PM, Kumar R, Fossella J. Beyond heritability: neurotransmitter genes differentially modulate visuospatial attention and working memory. Psychol Sci. 2005;16(3):200–7.CrossRefPubMedPubMedCentral
55.
go back to reference Floel A, Suttorp W, Kohl O, Kurten J, Lohmann H, Breitenstein C, Knecht S. Non-invasive brain stimulation improves object-location learning in the elderly. Neurobiol Aging. 2012;33(8):1682–9.CrossRefPubMed Floel A, Suttorp W, Kohl O, Kurten J, Lohmann H, Breitenstein C, Knecht S. Non-invasive brain stimulation improves object-location learning in the elderly. Neurobiol Aging. 2012;33(8):1682–9.CrossRefPubMed
56.
go back to reference Helmstadter CL, M. & Lux S. Verbaler Lern- und Merkfähigkeitstest (VLMT), Manual. Göttingen: Belz-Test; 2001. Helmstadter CL, M. & Lux S. Verbaler Lern- und Merkfähigkeitstest (VLMT), Manual. Göttingen: Belz-Test; 2001.
57.
go back to reference Cohen JD, Perlstein WM, Braver TS, Nystrom LE, Noll DC, Jonides J, Smith EE. Temporal dynamics of brain activation during a working memory task. Nature. 1997;386(6625):604–8.CrossRefPubMed Cohen JD, Perlstein WM, Braver TS, Nystrom LE, Noll DC, Jonides J, Smith EE. Temporal dynamics of brain activation during a working memory task. Nature. 1997;386(6625):604–8.CrossRefPubMed
58.
go back to reference Brickenkamp R. Test d2. The d2 test of attention. 9th ed. Goettingen: Hogrefe; 2002. Brickenkamp R. Test d2. The d2 test of attention. 9th ed. Goettingen: Hogrefe; 2002.
59.
go back to reference Benton AH, K. Multilingual aphasia examination. Iowa City: AJA Associates; 1989. Benton AH, K. Multilingual aphasia examination. Iowa City: AJA Associates; 1989.
60.
go back to reference Stroop JR. Studies of Interference in serial verbal reactions. J Exp Psychol. 1935;18:643–62.CrossRef Stroop JR. Studies of Interference in serial verbal reactions. J Exp Psychol. 1935;18:643–62.CrossRef
61.
go back to reference Raven J, Summer B, Birchfield M, Brosier G, Burciaga L, Bykrit B. Manual for raven’s progressive matrices and vocabulary scales. Research supplement no. 3: a compendium of North American normative and validity studies. Oxford: Oxford Psychologists Press; 1990. Raven J, Summer B, Birchfield M, Brosier G, Burciaga L, Bykrit B. Manual for raven’s progressive matrices and vocabulary scales. Research supplement no. 3: a compendium of North American normative and validity studies. Oxford: Oxford Psychologists Press; 1990.
62.
go back to reference Horn W: Leistungspruefsystem LPS, vol. Hogrefe, 2 edn. Goettingen: Germany; 1983. Horn W: Leistungspruefsystem LPS, vol. Hogrefe, 2 edn. Goettingen: Germany; 1983.
Metadata
Title
Effects of computerized cognitive training on neuroimaging outcomes in older adults: a systematic review
Authors
Lisanne F. ten Brinke
Jennifer C. Davis
Cindy K. Barha
Teresa Liu-Ambrose
Publication date
01-12-2017
Publisher
BioMed Central
Published in
BMC Geriatrics / Issue 1/2017
Electronic ISSN: 1471-2318
DOI
https://doi.org/10.1186/s12877-017-0529-x

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