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Relationships between beta-amyloid and
functional connectivity in different components
of the default mode network in aging


Mormino EC, Smiljic A, Hayenga AO, Onami S, Greicius
MD, Rabinovici GD, Janabi M, Baker SL, Yen I, Madison
CM, Miller BL, Jagust WJ

Cerebral Cortex, 2011
Introduction:

• Aβ is common in cognitively normal elderly subjects.

• May reflect preclinical AD1.

• Initial downstream effects at level of synaptic function2.



Overall Aim: Combine PIB-PET imaging with resting state
 fMRI to examine early effects of Aβ in normals.




                                     1Morris   2009 Arch Neurol; 2Selkoe 2002, Science
The Default Mode Network




                                       Buckner et al., 2005; J Neurosci


 • Highly active ‘at rest’.

 • Implicated in episodic memory, future planning, mind wandering, considering
   thoughts of others, self-referential processing…

 • Overlap with pattern of Aβ deposition.
Subjects & Methods



• 44 cognitively normal elderly
• PIB-PET imaging
   – Measure of Aβ
• Resting State fMRI
   – functional connectivity (spontaneous fluctuations)
   – Decomposed via ICA (FSL MELODIC)
   – Selected DMN component (template matching procedure)
• Higher level Analysis
   – Global PIB versus voxelwise DMN FC
PIB and DMN Overlap




                                PIB

                                DMN

                                Overlap

Thresholded at p<0.001, k=100
PIB versus Voxelwise DMN




                                                                   p<0.05, k=50
  More PIB, less FC

  More PIB, more FC

                      RSC: Lower connectivity, worse EM (p=0.08)
FC versus Regional PIB?




   PIB       DMN        Overlap                Decreased FC       Increased FC



No pattern between regional PIB and differences in functional connectivity.
Different subnetworks within DMN, different vulnerabilities to Aβ?




                                  Medial temporal system: EM
                                  Dorsal medial PFC system: self-referential
                                  Midline core: binds subsystems
Andrews-Hanna 2010, Neuron
Summary & Conclusions

  • Misalignment between regional PIB levels and FC differences.

  • Elevated A is associated with FC decreases in EM-relevant regions of
    the DMN.
      – Impacted in AD
      – Supports preclinical relevance of A in normals
      – Consistent with results from other labs (Hedden 2009; Sheline 2010 )

  • Elevated A is associated with increases in the dorsal medial PFC
    subsystem.
      – Compensation for failing episodic memory regions?
      – Difficult to interpret resting state connectivity increases
Thank you!
Jagust LAβ
Bill Jagust
Gil Rabinovici
Beth Kuczynski
Cindee Madison
                    Research Assistants
Suzanne Baker
                    Michael Brandel
Susan Landau        Andre Smiljic
Audrey Perrotin     Irene Yen
Hwamee Oh           Susan Onami
Shawn Marks         Ron Liu
Amynta Hayenga
Candace Markley
Henry Schwimmer
Adi Alkalay
Neha Agarwal
Linh Dang
Miranka Wirth
Bénédicte Rossi
Natalie Marchant
Raymond Lo
Tad Haight
                   And the Berkeley Aging Cohort Subjects!


Funding: NIH (AG027859, AG032814), Alzheimer’s Association (ZEN-08-87090)

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Relationships between beta-amyloid and functional connectivity in different components of the default mode network in aging

  • 1. Relationships between beta-amyloid and functional connectivity in different components of the default mode network in aging Mormino EC, Smiljic A, Hayenga AO, Onami S, Greicius MD, Rabinovici GD, Janabi M, Baker SL, Yen I, Madison CM, Miller BL, Jagust WJ Cerebral Cortex, 2011
  • 2. Introduction: • Aβ is common in cognitively normal elderly subjects. • May reflect preclinical AD1. • Initial downstream effects at level of synaptic function2. Overall Aim: Combine PIB-PET imaging with resting state fMRI to examine early effects of Aβ in normals. 1Morris 2009 Arch Neurol; 2Selkoe 2002, Science
  • 3. The Default Mode Network Buckner et al., 2005; J Neurosci • Highly active ‘at rest’. • Implicated in episodic memory, future planning, mind wandering, considering thoughts of others, self-referential processing… • Overlap with pattern of Aβ deposition.
  • 4. Subjects & Methods • 44 cognitively normal elderly • PIB-PET imaging – Measure of Aβ • Resting State fMRI – functional connectivity (spontaneous fluctuations) – Decomposed via ICA (FSL MELODIC) – Selected DMN component (template matching procedure) • Higher level Analysis – Global PIB versus voxelwise DMN FC
  • 5. PIB and DMN Overlap PIB DMN Overlap Thresholded at p<0.001, k=100
  • 6. PIB versus Voxelwise DMN p<0.05, k=50 More PIB, less FC More PIB, more FC RSC: Lower connectivity, worse EM (p=0.08)
  • 7. FC versus Regional PIB? PIB DMN Overlap Decreased FC Increased FC No pattern between regional PIB and differences in functional connectivity.
  • 8. Different subnetworks within DMN, different vulnerabilities to Aβ? Medial temporal system: EM Dorsal medial PFC system: self-referential Midline core: binds subsystems Andrews-Hanna 2010, Neuron
  • 9. Summary & Conclusions • Misalignment between regional PIB levels and FC differences. • Elevated A is associated with FC decreases in EM-relevant regions of the DMN. – Impacted in AD – Supports preclinical relevance of A in normals – Consistent with results from other labs (Hedden 2009; Sheline 2010 ) • Elevated A is associated with increases in the dorsal medial PFC subsystem. – Compensation for failing episodic memory regions? – Difficult to interpret resting state connectivity increases
  • 10. Thank you! Jagust LAβ Bill Jagust Gil Rabinovici Beth Kuczynski Cindee Madison Research Assistants Suzanne Baker Michael Brandel Susan Landau Andre Smiljic Audrey Perrotin Irene Yen Hwamee Oh Susan Onami Shawn Marks Ron Liu Amynta Hayenga Candace Markley Henry Schwimmer Adi Alkalay Neha Agarwal Linh Dang Miranka Wirth Bénédicte Rossi Natalie Marchant Raymond Lo Tad Haight And the Berkeley Aging Cohort Subjects! Funding: NIH (AG027859, AG032814), Alzheimer’s Association (ZEN-08-87090)

Editor's Notes

  1. Insert slide with concept of networks fluctuating at rest?