Segregation of functional networks is associated with cognitive resilience in Alzheimer’s disease

Author:

Ewers Michael12ORCID,Luan Ying1,Frontzkowski Lukas1,Neitzel Julia1,Rubinski Anna1,Dichgans Martin123,Hassenstab Jason456,Gordon Brian A456ORCID,Chhatwal Jasmeer P7,Levin Johannes28,Schofield Peter910,Benzinger Tammie L S411,Morris John C4512,Goate Alison1314,Karch Celeste M41215,Fagan Anne M4515,McDade Eric45,Allegri Ricardo16,Berman Sarah17,Chui Helena1819,Cruchaga Carlos5121520,Farlow Marty21,Graff-Radford Neill22,Jucker Mathias232425,Lee Jae-Hong26,Martins Ralph N27282930,Mori Hiroshi31,Perrin Richard41532,Xiong Chengjie433,Rossor Martin34,Fox Nick C34,O’Connor Antoinette3435ORCID,Salloway Stephen36,Danek Adrian8,Buerger Katharina12,Bateman Randall J45,Habeck Christian37,Stern Yaakov37ORCID,Franzmeier Nicolai1ORCID,

Affiliation:

1. Institute for Stroke and Dementia Research, University Hospital, Ludwig-Maximilian-University LMU, Munich, Germany

2. German Center for Neurodegenerative Diseases (DZNE), Munich, Germany

3. Munich Cluster for Systems Neurology, SyNergy, Ludwig-Maximilian-University LMU, Munich, Germany

4. Knight Alzheimer’s Disease Research Center, Washington University in St. Louis, St. Louis, MO, USA

5. Department of Neurology, Washington University in St. Louis, St. Louis, MO, USA

6. Department of Psychological and Brain Sciences, Washington University, St. Louis, MO, USA

7. Massachusetts General Hospital, Department of Neurology, Harvard Medical School, MA, USA

8. Department of Neurology, Ludwig-Maximilians-Universität München, Munich, Germany

9. Neuroscience Research Australia, Sydney, NSW, Australia

10. School of Medical Sciences, University of New South Wales, Sydney, NSW, Australia

11. Department of Radiology, Washington University in St Louis, St Louis, MO, USA

12. Department of Psychiatry, Washington University in St. Louis, St. Louis, MO, USA

13. Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA

14. Ronald M. Loeb Center for Alzheimer’s Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA

15. Hope Center for Neurological Disorders, Washington University in St. Louis, St. Louis, MO, USA

16. Department of Neurology, FLENI Fondation, Buenos Aires, Argentina

17. Department of Neurology, University of Pittsburgh, Pittsburgh, PA, USA

18. Alzheimer’s Disease Research Center, Keck School of Medicine at the University of Southern California, Los Angeles, CA, USA

19. Department of Neurology, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA

20. NeuroGenomics and Informatics, Washington University School of Medicine, St. Louis, MO, USA

21. Department of Neurology, Indiana University School of Medicine, Indianapolis, IN, USA

22. Department of Neurology, Mayo Clinic, Jacksonville, FL, USA

23. German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany

24. Department of Cellular Neurology, Hertie Institute for Clinical Brain Research, Tübingen, Germany

25. Department of Psychiatry and Psychotherapy, University of Tübingen, Tübingen, Germany

26. Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea

27. Centre of Excellence for Alzheimer’s Disease Research and Care, School of Medical and Health Sciences, Edith Cowan University, Joondalup, WA, Australia

28. Australian Alzheimer’s Research Foundation, Ralph and Patricia Sarich Neuroscience Research Institute, Nedlands, WA, Australia

29. Department of Biomedical Sciences, Macquarie University, Sydney, NSW, Australia

30. KaRa Institute of Neurological Diseases, Sydney, NSW, Australia

31. Department of Clinical Neuroscience, Osaka City University Medical School, Osaka, Japan

32. Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA

33. Department of Biostatistics, Washington University, St Louis, MO, USA

34. Dementia Research Centre, University College London, Queen Square, London, UK

35. UK Dementia Research Institute at UCL, UCL, London, UK

36. Department of Neurology, Warren Alpert Medical School of Brown University, Providence, RI, USA

37. Cognitive Neuroscience Division, Department of Neurology, Columbia University, New York, NY, USA

Abstract

Abstract Cognitive resilience is an important modulating factor of cognitive decline in Alzheimer’s disease, but the functional brain mechanisms that support cognitive resilience remain elusive. Given previous findings in normal ageing, we tested the hypothesis that higher segregation of the brain’s connectome into distinct functional networks represents a functional mechanism underlying cognitive resilience in Alzheimer’s disease. Using resting-state functional MRI, we assessed both resting-state functional MRI global system segregation, i.e. the balance of between-network to within-network connectivity, and the alternate index of modularity Q as predictors of cognitive resilience. We performed all analyses in two independent samples for validation: (i) 108 individuals with autosomal dominantly inherited Alzheimer’s disease and 71 non-carrier controls; and (ii) 156 amyloid-PET-positive subjects across the spectrum of sporadic Alzheimer’s disease and 184 amyloid-negative controls. In the autosomal dominant Alzheimer’s disease sample, disease severity was assessed by estimated years from symptom onset. In the sporadic Alzheimer’s sample, disease stage was assessed by temporal lobe tau-PET (i.e. composite across Braak stage I and III regions). In both samples, we tested whether the effect of disease severity on cognition was attenuated at higher levels of functional network segregation. For autosomal dominant Alzheimer’s disease, we found higher functional MRI-assessed system segregation to be associated with an attenuated effect of estimated years from symptom onset on global cognition (P = 0.007). Similarly, for patients with sporadic Alzheimer’s disease, higher functional MRI-assessed system segregation was associated with less decrement in global cognition (P = 0.001) and episodic memory (P = 0.004) per unit increase of temporal lobe tau-PET. Confirmatory analyses using the alternate index of modularity Q revealed consistent results. In conclusion, higher segregation of functional connections into distinct large-scale networks supports cognitive resilience in Alzheimer’s disease.

Funder

LMUexcellent

Bavaria-Quebec Foundation

Deutsche Forschungsgemeinschaft

MRC

The Dominantly Inherited Alzheimer’s Network

National Institute on Aging

National Institutes of Health

DOD ADNI

National Institute of Biomedical Imaging and Bioengineering

Publisher

Oxford University Press (OUP)

Subject

Neurology (clinical)

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