Abstract
Background
Associative inference refers to an adaptive ability that allows flexible recombination of information acquired during previous experiences to make new connections that they have not directly experienced. This cognitive ability has been widely associated with the hippocampus.
Aims
We investigated associative inference in patients with Alzheimer’s disease and control participants.
Methods
The task has two phases. In the training phase, participants learned to encode overlapping pairs of objects (AB + BC). In the test phase, participants were invited to retrieve previously see associations (i.e., AB, BC) as well as novel associations between the previously exposed objects (i.e., AC). In addition, we test the relationship between associative inference and cognitive flexibility.
Results
Analysis demonstrated lower associative inference in AD patients than in control participants. Interestingly, performance on the associative inference task was significantly correlated with low performance on a cognitive flexibility task in AD patients.
Discussion
Our findings demonstrate a compromise of the ability to flexibly combine new representations from prior memories in AD, which is likely related to the hippocampal dysfunction in AD.
Similar content being viewed by others
Data availability
Data is available upon request by email to the first author.
References
Zeithamova D, Schlichting ML, Preston AR (2012) The hippocampus and inferential reasoning: building memories to navigate future decisions. Front Hum Neurosci 6:70
Schlichting ML, Zeithamova D, Preston AR (2014) CA1 subfield contributions to memory integration and inference. Hippocampus 24:1248–1260
Zeithamova D, Preston AR (2010) Flexible memories: differential roles for medial temporal lobe and prefrontal cortex in cross-episode binding. J Neurosci 30:14676–14684
El Haj M, Antoine P, Kapogiannis D (2015) Flexibility decline contributes to similarity of past and future thinking in Alzheimer’s disease. Hippocampus 25:1447–1455
Etienne V, Marin-Lamellet C, Laurent B (2013) Mental flexibility impairment in drivers with early Alzheimer’s disease: a simulator-based study. IATSS Res 37:16–20
Pennanen C, Kivipelto M, Tuomainen S et al (2004) Hippocampus and entorhinal cortex in mild cognitive impairment and early AD. Neurobiol Aging 25:303–310
Cavedo E, Suppa P, Lange C et al (2017) Fully automatic MRI-based hippocampus volumetry using FSL-FIRST: intra-scanner test-retest stability, inter-field strength variability, and performance as enrichment biomarker for clinical trials using prodromal target populations at risk for Alzheimer’s disease. J Alzheimers Dis 60:151–164
Suppa P, Hampel H, Kepp T et al (2016) Performance of hippocampus volumetry with FSL-FIRST for prediction of Alzheimer’s disease dementia in at risk subjects with amnestic mild cognitive impairment. J Alzheimers Dis 51:867–873
Pini L, Pievani M, Bocchetta M et al (2016) Brain atrophy in Alzheimer’s disease and aging. Ageing Res Rev 30:25–48
Teipel SJ, Grothe M, Lista S et al (2013) Relevance of magnetic resonance imaging for early detection and diagnosis of Alzheimer disease. Med Clin North Am 97:399–424
Eichenbaum H (2001) The hippocampus and declarative memory: cognitive mechanisms and neural codes. Behav Brain Res 127:199–207
Eichenbaum H (1999) The hippocampus and mechanisms of declarative memory. Behav Brain Res 103:123–133
Eichenbaum H, Cohen NJ (2001) From conditioning to conscious recollection: memory systems of the brain. Oxford UP, New York
Bunsey M, Eichenbaum H (1996) Conservation of hippocampal memory function in rats and humans. Nature 379:255–257
Dusek JA, Eichenbaum H (1997) The hippocampus and memory for orderly stimulus relations. Proc Natl Acad Sci U S A 94:7109–7114
Devito LM, Kanter BR, Eichenbaum H (2010) The hippocampus contributes to memory expression during transitive inference in mice. Hippocampus 20:208–217
Buckmaster CA, Eichenbaum H, Amaral DG et al (2004) Entorhinal cortex lesions disrupt the relational organization of memory in monkeys. J Neurosci 24:9811–9825
Preston AR, Shrager Y, Dudukovic NM et al (2004) Hippocampal contribution to the novel use of relational information in declarative memory. Hippocampus 14:148–152
Zalesak M, Heckers S (2009) The role of the hippocampus in transitive inference. Psychiatry Res 172:24–30
Heckers S, Zalesak M, Weiss AP et al (2004) Hippocampal activation during transitive inference in humans. Hippocampus 14:153–162
Greene AJ, Gross WL, Elsinger CL et al (2006) An FMRI analysis of the human hippocampus: inference, context, and task awareness. J Cogn Neurosci 18:1156–1173
Moustafa AA, Wufong E, Servatius RJ et al (2013) Why trace and delay conditioning are sometimes (but not always) hippocampal dependent: a computational model. Brain Res 1493:48–67
Moustafa AA, Hewedi DH, Eissa AM et al (2012) The relationship between associative learning, transfer generalization, and homocysteine levels in mild cognitive impairment. PLoS One 7:e46496
Krishna R, Moustafa AA, Eby LA et al (2012) Learning and generalization in healthy aging: implication for frontostriatal and hippocampal function. Cogn Behav Neurol 25:7–15
El Haj M, Kessels RPC (2013) Context Memory in Alzheimer’s Disease. Dement Geriatr Cogn Dis Extra 3:342–350
El Haj M, Postal V, Allain P (2013) Destination memory in Alzheimer’s disease: when I imagine telling Ronald Reagan about Paris. Cortex 49:82–89
Parra MA, Abrahams S, Logie RH et al (2010) Visual short-term memory binding deficits in familial Alzheimer’s disease. Brain 133:2702–2713
Parra MA, Abrahams S, Fabi K et al (2009) Short-term memory binding deficits in Alzheimer’s disease. Brain 132:1057–1066
Sperling RA, Bates JF, Chua EF et al (2003) fMRI studies of associative encoding in young and elderly controls and mild Alzheimer’s disease. J Neurol Neurosurg Psychiatry 74:44–50
McKhann GM, Knopman DS, Chertkow H et al (2011) The diagnosis of dementia due to Alzheimer’s disease: recommendations from the National Institute on Aging-Alzheimer’s Association workgroups on diagnostic guidelines for Alzheimer’s disease. Alzheimer’s Dement 7:263–269
Folstein MF, Folstein SE, McHugh PR (1975) “Mini-mental state”. A practical method for grading the cognitive state of patients for the clinician. J Psychiatr Res 12:189–198
Grober E, Buschke H (1987) Genuine memory deficits in dementia. Dev Neuropsychol 3:13–36
Stroop JR (1935) Studies of interference in serial verbal reactions. J Exp Psychol 18:643–662
Miyake A, Friedman NP, Emerson MJ et al (2000) The unity and diversity of executive functions and their contributions to complex “frontal lobe” tasks: a latent variable analysis. Cogn Psychol 41:49–100
Zigmond AS, Snaith RP (1983) The hospital anxiety and depression scale. Acta Psychiatr Scand 67:361–370
Herrmann C (1997) International experiences with the hospital anxiety and depression scale–a review of validation data and clinical results. J Psychosom Res 42:17–41
Peirce JW (2007) PsychoPy–psychophysics software in python. J Neurosci Methods 162:8–13
Cohen J (1988) Statistical power analysis for the behavioral sciences. Erlbaum Associates, Hillsdale, NJ
Rosenthal R, DiMatteo MR (2001) Meta-analysis: recent developments in quantitative methods for literature reviews. Annu Rev Psychol 52:59–82
Ellis PD (2010) The essential guide to effect sizes: statistical power, meta-analysis, and the interpretation of research results. Cambridge University Press, New York, NY
Baudic S, Barba GD, Thibaudet MC et al (2006) Executive function deficits in early Alzheimer’s disease and their relations with episodic memory. Arch Clin Neuropsychol 21:15–21
Duarte A, Hayasaka S, Du A et al (2006) Volumetric correlates of memory and executive function in normal elderly, mild cognitive impairment and Alzheimer’s disease. Neurosci Lett 406:60–65
Kirova AM, Bays RB, Lagalwar S (2015) Working memory and executive function decline across normal aging, mild cognitive impairment, and Alzheimer’s disease. Biomed Res Int 2015:748212
El Haj M, Antoine P, Amouyel P et al (2016) Apolipoprotein E (APOE) epsilon4 and episodic memory decline in Alzheimer’s disease: a review. Ageing Res Rev 27:15–22
El Haj M, Antoine P, Nandrino JL et al (2015) Autobiographical memory decline in Alzheimer’s disease, a theoretical and clinical overview. Ageing Res Rev 23:183–192
Zeithamova D, Manthuruthil C, Preston AR (2016) Repetition suppression in the medial temporal lobe and midbrain is altered by event overlap. Hippocampus 26:1464–1477
Duncan K, Ketz N, Inati SJ et al (2012) Evidence for area CA1 as a match/mismatch detector: a high-resolution fMRI study of the human hippocampus. Hippocampus 22:389–398
Chen J, Olsen RK, Preston AR et al (2011) Associative retrieval processes in the human medial temporal lobe: hippocampal retrieval success and CA1 mismatch detection. Learn Mem 18:523–528
Lisman JE, Grace AA (2005) The hippocampal-VTA loop: controlling the entry of information into long-term memory. Neuron 46:703–713
Schlichting ML, Preston AR (2015) Memory integration: neural mechanisms and implications for behavior. Curr Opin Behav Sci 1:1–8
Schlichting ML, Mumford JA, Preston AR (2015) Learning-related representational changes reveal dissociable integration and separation signatures in the hippocampus and prefrontal cortex. Nat Commun 6:8151
West R (1996) An application of prefrontal cortex function theory to cognitive aging. Psychol Bull 120:272–292
DeKosky ST, Scheff SW (1990) Synapse loss in frontal cortex biopsies in Alzheimer’s disease: correlation with cognitive severity. Ann Neurol 27:457–464
Author information
Authors and Affiliations
Contributions
Study conception and design: MEH. Data collection: MEH and GC. Data analysis and interpretation: MEH, AAM, FR and GC. Manuscript writing: MEH and AAM. All authors critically reviewed the manuscript and approved the final version to be published.
Corresponding author
Ethics declarations
Conflict of interest
The authors report no conflicts with any product mentioned or concept discussed in this article. The study was supported by LABEX DISTALZ.
Ethics approval
The study was conducted in accordance with the principles of the Declaration of Helsinki with a favorable opinion (number 20202-A02276-33) from the Committee for the Protection of Persons (the French national ethical board).
Consent to participate
Written informed consent was obtained from all participants.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
El Haj, M., Moustafa, A.A., Robin, F. et al. The recombined memory: associative inference in Alzheimer’s disease. Aging Clin Exp Res 35, 1005–1013 (2023). https://doi.org/10.1007/s40520-023-02372-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40520-023-02372-4