Skip to main content
Erschienen in:

Open Access 10.06.2024 | Original Article

Age-related differences in resting-state, task-related, and structural brain connectivity: graph theoretical analyses and visual search performance

verfasst von: David J. Madden, Jenna L. Merenstein, Hollie A. Mullin, Shivangi Jain, Marc D. Rudolph, Jessica R. Cohen

Erschienen in: Brain Structure and Function | Ausgabe 7/2024

Einloggen, um Zugang zu erhalten

Abstract

Previous magnetic resonance imaging (MRI) research suggests that aging is associated with a decrease in the functional interconnections within and between groups of locally organized brain regions (modules). Further, this age-related decrease in the segregation of modules appears to be more pronounced for a task, relative to a resting state, reflecting the integration of functional modules and attentional allocation necessary to support task performance. Here, using graph-theoretical analyses, we investigated age-related differences in a whole-brain measure of module connectivity, system segregation, for 68 healthy, community-dwelling individuals 18–78 years of age. We obtained resting-state, task-related (visual search), and structural (diffusion-weighted) MRI data. Using a parcellation of modules derived from the participants’ resting-state functional MRI data, we demonstrated that the decrease in system segregation from rest to task (i.e., reconfiguration) increased with age, suggesting an age-related increase in the integration of modules required by the attentional demands of visual search. Structural system segregation increased with age, reflecting weaker connectivity both within and between modules. Functional and structural system segregation had qualitatively different influences on age-related decline in visual search performance. Functional system segregation (and reconfiguration) influenced age-related decline in the rate of visual evidence accumulation (drift rate), whereas structural system segregation contributed to age-related slowing of encoding and response processes (nondecision time). The age-related differences in the functional system segregation measures, however, were relatively independent of those associated with structural connectivity.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Andrews-Hanna JR, Snyder AZ, Vincent JL, Lustig C, Head D, Raichle ME, Buckner RL (2007) Disruption of large-scale brain systems in advanced aging. Neuron 56(5):924–935CrossRefPubMedCentral Andrews-Hanna JR, Snyder AZ, Vincent JL, Lustig C, Head D, Raichle ME, Buckner RL (2007) Disruption of large-scale brain systems in advanced aging. Neuron 56(5):924–935CrossRefPubMedCentral
Zurück zum Zitat Bach M (1996) The Freiburg visual acuity test—automatic measurement of visual acuity. Optom Vis Sci 73(1):49–53CrossRef Bach M (1996) The Freiburg visual acuity test—automatic measurement of visual acuity. Optom Vis Sci 73(1):49–53CrossRef
Zurück zum Zitat Bartzokis G (2004) Age-related myelin breakdown: a developmental model of cognitive decline and Alzheimer’s disease. Neurobiol Aging 25(1):5–18CrossRef Bartzokis G (2004) Age-related myelin breakdown: a developmental model of cognitive decline and Alzheimer’s disease. Neurobiol Aging 25(1):5–18CrossRef
Zurück zum Zitat Beck AT (1978) The Beck depression inventory. Psychological Corporation, New York Beck AT (1978) The Beck depression inventory. Psychological Corporation, New York
Zurück zum Zitat Christensen KJ, Moye J, Armson RR, Kern TM (1992) Health screening and random recruitment for cognitive aging research. Psychol Aging 7:204–208CrossRefPubMedCentral Christensen KJ, Moye J, Armson RR, Kern TM (1992) Health screening and random recruitment for cognitive aging research. Psychol Aging 7:204–208CrossRefPubMedCentral
Zurück zum Zitat Ciric R, Wolf DH, Power JD, Roalf DR, Baum GL, Ruparel K, Shinohara RT, Elliott MA, Eickhoff SB, Davatzikos C, Gur RC, Gur RE, Bassett DS, Satterthwaite TD (2017) Benchmarking of participant-level confound regression strategies for the control of motion artifact in studies of functional connectivity. Neuroimage 154:174–187. https://doi.org/10.1016/j.neuroimage.2017.03.020CrossRef Ciric R, Wolf DH, Power JD, Roalf DR, Baum GL, Ruparel K, Shinohara RT, Elliott MA, Eickhoff SB, Davatzikos C, Gur RC, Gur RE, Bassett DS, Satterthwaite TD (2017) Benchmarking of participant-level confound regression strategies for the control of motion artifact in studies of functional connectivity. Neuroimage 154:174–187. https://​doi.​org/​10.​1016/​j.​neuroimage.​2017.​03.​020CrossRef
Zurück zum Zitat Deery HA, Di Paolo R, Moran C, Egan GF, Jamadar SD (2023) The older adult brain is less modular, more integrated, and less efficient at rest: a systematic review of large-scale resting-state functional brain networks in aging. Psychophysiology 60(1):e14159. https://doi.org/10.1111/psyp.14159CrossRef Deery HA, Di Paolo R, Moran C, Egan GF, Jamadar SD (2023) The older adult brain is less modular, more integrated, and less efficient at rest: a systematic review of large-scale resting-state functional brain networks in aging. Psychophysiology 60(1):e14159. https://​doi.​org/​10.​1111/​psyp.​14159CrossRef
Zurück zum Zitat Dutilh G, Annis J, Brown SD, Cassey P, Evans NJ, Grasman R, Hawkins GE, Heathcote A, Holmes WR, Krypotos AM, Kupitz CN, Leite FP, Lerche V, Lin YS, Logan GD, Palmeri TJ, Starns JJ, Trueblood JS, van Maanen L, van Ravenzwaaij D, Vandekerckhove J, Visser I, Voss A, White CN, Wiecki TV, Rieskamp J, Donkin C (2019) The quality of response time data inference: a blinded, collaborative assessment of the validity of cognitive models. Psychon Bull Rev 26:1051–1069. https://doi.org/10.3758/s13423-017-1417-2CrossRef Dutilh G, Annis J, Brown SD, Cassey P, Evans NJ, Grasman R, Hawkins GE, Heathcote A, Holmes WR, Krypotos AM, Kupitz CN, Leite FP, Lerche V, Lin YS, Logan GD, Palmeri TJ, Starns JJ, Trueblood JS, van Maanen L, van Ravenzwaaij D, Vandekerckhove J, Visser I, Voss A, White CN, Wiecki TV, Rieskamp J, Donkin C (2019) The quality of response time data inference: a blinded, collaborative assessment of the validity of cognitive models. Psychon Bull Rev 26:1051–1069. https://​doi.​org/​10.​3758/​s13423-017-1417-2CrossRef
Zurück zum Zitat Dvorine I (1963) Dvorine pseudo-isochromatic plates, 2nd edn. Harcourt, New York Dvorine I (1963) Dvorine pseudo-isochromatic plates, 2nd edn. Harcourt, New York
Zurück zum Zitat Esteban O, Markiewicz CJ, Blair RW, Moodie CA, Isik AI, Erramuzpe A, Kent JD, Goncalves M, DuPre E, Snyder M, Oya H, Ghosh SS, Wright J, Durnez J, Poldrack RA, Gorgolewski KJ (2019) fMRIPrep: a robust preprocessing pipeline for functional MRI. Nat Methods 16(1):111–116. https://doi.org/10.1038/s41592-018-0235-4CrossRef Esteban O, Markiewicz CJ, Blair RW, Moodie CA, Isik AI, Erramuzpe A, Kent JD, Goncalves M, DuPre E, Snyder M, Oya H, Ghosh SS, Wright J, Durnez J, Poldrack RA, Gorgolewski KJ (2019) fMRIPrep: a robust preprocessing pipeline for functional MRI. Nat Methods 16(1):111–116. https://​doi.​org/​10.​1038/​s41592-018-0235-4CrossRef
Zurück zum Zitat Fjell AM, Sneve MH, Grydeland H, Storsve AB, Amlien IK, Yendiki A, Walhovd KB (2017) Relationship between structural and functional connectivity change across the adult lifespan: a longitudinal investigation. Hum Brain Mapp 38(1):561–573. https://doi.org/10.1002/hbm.23403CrossRef Fjell AM, Sneve MH, Grydeland H, Storsve AB, Amlien IK, Yendiki A, Walhovd KB (2017) Relationship between structural and functional connectivity change across the adult lifespan: a longitudinal investigation. Hum Brain Mapp 38(1):561–573. https://​doi.​org/​10.​1002/​hbm.​23403CrossRef
Zurück zum Zitat 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(3):189–198CrossRef 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(3):189–198CrossRef
Zurück zum Zitat Goh JO (2011) Functional dedifferentiation and altered connectivity in older adults: neural accounts of cognitive aging. Aging Dis 2(1):30–48PubMedCentral Goh JO (2011) Functional dedifferentiation and altered connectivity in older adults: neural accounts of cognitive aging. Aging Dis 2(1):30–48PubMedCentral
Zurück zum Zitat Hayes AF (2013) Introduction to mediation, moderation, and conditional process analysis. Guilford, New York Hayes AF (2013) Introduction to mediation, moderation, and conditional process analysis. Guilford, New York
Zurück zum Zitat Kramer AF, Madden DJ (2008) Attention. In: Craik FIM, Salthouse TA (eds) The handbook of aging and cognition, 3rd edn. Psychology Press, New York, pp 189–249 Kramer AF, Madden DJ (2008) Attention. In: Craik FIM, Salthouse TA (eds) The handbook of aging and cognition, 3rd edn. Psychology Press, New York, pp 189–249
Zurück zum Zitat Madden DJ (2001) Speed and timing of behavioral processes. In: Birren JE, Schaie KW (eds) Handbook of the psychology of aging, 5th edn. Academic Press, San Diego, pp 288–312 Madden DJ (2001) Speed and timing of behavioral processes. In: Birren JE, Schaie KW (eds) Handbook of the psychology of aging, 5th edn. Academic Press, San Diego, pp 288–312
Zurück zum Zitat Madden DJ, Parks EL, Tallman CW, Boylan MA, Hoagey DA, Cocjin SB, Johnson MA, Chou Y-h, Potter GG, Chen N-k, Packard LE, Siciliano RE, Monge ZA, Diaz MT (2017a) Frontoparietal activation during visual conjunction search: effects of bottom-up guidance and adult age. Hum Brain Mapp 38(4):2128–2149. https://doi.org/10.1002/hbm.23509CrossRefPubMedCentral Madden DJ, Parks EL, Tallman CW, Boylan MA, Hoagey DA, Cocjin SB, Johnson MA, Chou Y-h, Potter GG, Chen N-k, Packard LE, Siciliano RE, Monge ZA, Diaz MT (2017a) Frontoparietal activation during visual conjunction search: effects of bottom-up guidance and adult age. Hum Brain Mapp 38(4):2128–2149. https://​doi.​org/​10.​1002/​hbm.​23509CrossRefPubMedCentral
Zurück zum Zitat Rissman J, Gazzaley A, D’Esposito M (2004) Measuring functional connectivity during distinct stages of a cognitive task. Neuroimage 23(2):752–763CrossRef Rissman J, Gazzaley A, D’Esposito M (2004) Measuring functional connectivity during distinct stages of a cognitive task. Neuroimage 23(2):752–763CrossRef
Zurück zum Zitat Salthouse TA (1985) Speed of behavior and its implications for cognition. In: Birren JE, Schaie KW (eds) Handbook of the psychology of aging, 2nd edn. Van Nostrand Reinhold, New York, pp 400–426 Salthouse TA (1985) Speed of behavior and its implications for cognition. In: Birren JE, Schaie KW (eds) Handbook of the psychology of aging, 2nd edn. Van Nostrand Reinhold, New York, pp 400–426
Zurück zum Zitat Salthouse TA, Madden DJ (2007) Information processing speed and aging. In: Deluca J, Kalmar J (eds) Information processing speed in clinical populations. Psychology Press, New York, pp 221–241 Salthouse TA, Madden DJ (2007) Information processing speed and aging. In: Deluca J, Kalmar J (eds) Information processing speed in clinical populations. Psychology Press, New York, pp 221–241
Zurück zum Zitat Satterthwaite TD, Elliott MA, Gerraty RT, Ruparel K, Loughead J, Calkins ME, Eickhoff SB, Hakonarson H, Gur RC, Gur RE, Wolf DH (2013) An improved framework for confound regression and filtering for control of motion artifact in the preprocessing of resting-state functional connectivity data. Neuroimage 64:240–256. https://doi.org/10.1016/j.neuroimage.2012.08.052CrossRef Satterthwaite TD, Elliott MA, Gerraty RT, Ruparel K, Loughead J, Calkins ME, Eickhoff SB, Hakonarson H, Gur RC, Gur RE, Wolf DH (2013) An improved framework for confound regression and filtering for control of motion artifact in the preprocessing of resting-state functional connectivity data. Neuroimage 64:240–256. https://​doi.​org/​10.​1016/​j.​neuroimage.​2012.​08.​052CrossRef
Zurück zum Zitat Schulz M, Mayer C, Schlemm E, Frey BM, Malherbe C, Petersen M, Gallinat J, Kühn S, Fiehler J, Hanning U, Twerenbold R, Gerloff C, Cheng B, Thomalla G (2022) Association of age and structural brain changes with functional connectivity and executive function in a middle-aged to older population-based cohort. Front Aging Neurosci. https://doi.org/10.3389/fnagi.2022.782738CrossRefPubMedCentral Schulz M, Mayer C, Schlemm E, Frey BM, Malherbe C, Petersen M, Gallinat J, Kühn S, Fiehler J, Hanning U, Twerenbold R, Gerloff C, Cheng B, Thomalla G (2022) Association of age and structural brain changes with functional connectivity and executive function in a middle-aged to older population-based cohort. Front Aging Neurosci. https://​doi.​org/​10.​3389/​fnagi.​2022.​782738CrossRefPubMedCentral
Zurück zum Zitat Smith SM, Jenkinson M, Woolrich MW, Beckmann CF, Behrens TE, Johansen-Berg H, Bannister PR, De Luca M, Drobnjak I, Flitney DE, Niazy RK, Saunders J, Vickers J, Zhang Y, De Stefano N, Brady JM, Matthews PM (2004) Advances in functional and structural MR image analysis and implementation as FSL. Neuroimage 23(Suppl 1):S208-219. https://doi.org/10.1016/j.neuroimage.2004.07.051CrossRef Smith SM, Jenkinson M, Woolrich MW, Beckmann CF, Behrens TE, Johansen-Berg H, Bannister PR, De Luca M, Drobnjak I, Flitney DE, Niazy RK, Saunders J, Vickers J, Zhang Y, De Stefano N, Brady JM, Matthews PM (2004) Advances in functional and structural MR image analysis and implementation as FSL. Neuroimage 23(Suppl 1):S208-219. https://​doi.​org/​10.​1016/​j.​neuroimage.​2004.​07.​051CrossRef
Zurück zum Zitat Wechsler D (1997) Wechsler adult intelligence scale-III. Psychological Corporation, New York Wechsler D (1997) Wechsler adult intelligence scale-III. Psychological Corporation, New York
Zurück zum Zitat Yantis S (1996) Attentional capture in vision. In: Kramer AF, Coles GH, Logan GD (eds) Coverging operations in the study of visual selective attention. American Psychological Association, Washington, DC, pp 45–76CrossRef Yantis S (1996) Attentional capture in vision. In: Kramer AF, Coles GH, Logan GD (eds) Coverging operations in the study of visual selective attention. American Psychological Association, Washington, DC, pp 45–76CrossRef
Zurück zum Zitat Yeo BT, Krienen FM, Sepulcre J, Sabuncu MR, Lashkari D, Hollinshead M, Roffman JL, Smoller JW, Zollei L, Polimeni JR, Fischl B, Liu H, Buckner RL (2011) The organization of the human cerebral cortex estimated by intrinsic functional connectivity. J Neurophysiol 106(3):1125–1165. https://doi.org/10.1152/jn.00338.2011CrossRef Yeo BT, Krienen FM, Sepulcre J, Sabuncu MR, Lashkari D, Hollinshead M, Roffman JL, Smoller JW, Zollei L, Polimeni JR, Fischl B, Liu H, Buckner RL (2011) The organization of the human cerebral cortex estimated by intrinsic functional connectivity. J Neurophysiol 106(3):1125–1165. https://​doi.​org/​10.​1152/​jn.​00338.​2011CrossRef
Metadaten
Titel
Age-related differences in resting-state, task-related, and structural brain connectivity: graph theoretical analyses and visual search performance
verfasst von
David J. Madden
Jenna L. Merenstein
Hollie A. Mullin
Shivangi Jain
Marc D. Rudolph
Jessica R. Cohen
Publikationsdatum
10.06.2024
Verlag
Springer Berlin Heidelberg
Erschienen in
Brain Structure and Function / Ausgabe 7/2024
Print ISSN: 1863-2653
Elektronische ISSN: 1863-2661
DOI
https://doi.org/10.1007/s00429-024-02807-2

Kompaktes Leitlinien-Wissen Neurologie (Link öffnet in neuem Fenster)

Mit medbee Pocketcards schnell und sicher entscheiden.
Leitlinien-Wissen kostenlos und immer griffbereit auf ihrem Desktop, Handy oder Tablet.

Neu im Fachgebiet Neurologie

Stumme Schlaganfälle − ein häufiger Nebenbefund im Kopf-CT?

In 4% der in der Notfallambulanz initiierten zerebralen Bildgebung sind „alte“ Schlaganfälle zu erkennen. Gar nicht so selten handelt es sich laut einer aktuellen Studie dabei um unbemerkte Insulte. Bietet sich hier womöglich die Chance auf ein effektives opportunistisches Screening?

CGRP-Antikörper auch bei älteren Migränekranken sicher

Beginnen ältere Migränekranke eine Prophylaxe mit CGRP-Antikörpern, kommt es anschließend nicht häufiger zu kardiovaskulären Problemen als unter einer Prophylaxe mit Botulinumtoxin. Darauf deutet eine US-Analyse von Medicare-Versicherten.

Frühwarnzeichen für multiple Sklerose bei Kindern und Jugendlichen

Ein Forschungsteam aus Deutschland und Kanada hat eine Reihe metabolischer, okulärer, muskuloskelettaler, gastrointestinaler und kardiovaskulärer Symptome identifiziert, die bei Kindern und Jugendlichen der Diagnose einer multiplen Sklerose (MS) vorausgehen können.

Migräne verstehen und psychotherapeutisch behandeln

Das Wissen über die Mechanismen, die im Gehirn bei einer Migräneattacke ablaufen, und mögliche Auslöser wird immer breiter. Der psychologische Psychotherapeut Dr. Dipl.-Psych. Timo Klan fasst den aktuellen Erkenntnisstand zusammen. Und er gibt Tipps für eine differenzierte, individuelle Diagnostik auch von Begleiterkrankungen und beschreibt erfolgreiche psychotherapeutische Interventionen.

Update Neurologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.