Introduction
Methods
Human brain tissue
Case # | Study group | Pathological diagnosis | Thal | Braak | Cerad | LB Score (McKeith) | APOE | Gender | Age | PMI | Exp |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | Control | PART, definite, Braak II | 0 | II | None | None | 3/3 | m | 85 | NA | 1 |
2 | Control | Atherosclerosis (moderate) | 0 | 0 | None | None | 3/3 | m | 71 | NA | 1 |
3 | Control | Atherosclerosis (moderate) | 0 | 0 | None | None | 3/3 | m | 88 | 5 | 1 |
4 | Control | PART, definite, Braak I | 0 | I | None | None | 3/3 | m | 87 | NA | 1 |
5 | Control | PART, definite, Braak I | 0 | I | None | None | 3/3 | m | 77 | NA | 1 |
6 | Control | Acute microinfarcts | 0 | 0 | None | None | 3/3 | m | 72 | 4 | 1 |
7 | Control | PART, definite, Braak I | 0 | I | None | None | 2/3 | f | 73 | NA | 1 |
8 | Control | PART, definite, Braak II | 0 | II | None | None | N/A | f | 82 | NA | 1 |
9 | Control | PART, definite, Braak II | 0 | II | None | None | 3/3 | f | 90 | NA | 1 |
10 | Control | PART, definite, Braak I | 0 | I | None | None | 3/3 | f | 78 | 5 | 1 |
11 | Control | PART, definite, Braak I | 0 | I | None | None | 2/3 | m | 74 | 5 | 1 |
12 | Control | PART, definite, Braak II | 0 | II | None | None | 3/3 | m | 77 | 6 | 1 |
13 | Control | PART, definite, Braak I | 0 | I | None | None | 2/3 | m | 51 | NA | 1 |
14 | Control | PART, definite, Braak I | 0 | I | None | None | 2/3 | m | 52 | NA | 1 |
15 | Control | Atherosclerosis (moderate) | 1 | I | None | None | 3/3 | m | 84 | NA | 1,2 |
16 | Control | PART, Braak I | 0 | I | None | None | 3/3 | f | 76 | 10 | 1,2 |
17 | Control | PART, Braak I | 0 | I | None | None | 3/3 | m | 71 | 6 | 1,2,3 |
18 | Control | AD low | 1 | II | None | None | 3/3 | m | 90 | 14 | 1,2 |
19 | Control | AD low | 1 | II | None | None | 3/3 | m | 88 | 4 | 1,2 |
20 | Control | PART, definite, Braak II | 0 | II | None | None | 3/3 | f | 72 | 4 | 1,2,3 |
21 | Control | CVD | 1 | II | None | None | 3/3 | f | 90 | 56 | 1,3 |
22 | Control | PART, definite, Braak II | 0 | II | None | None | 3/3 | m | 77 | 12 | 1,2 |
23 | Control | Control | 0 | 0 | None | None | 3/4 | f | 55 | 12 | 1,2,3 |
24 | MIX | AD high | 5 | VI | Frequent | Diffuse neocortical | 4/4 | f | 78 | 13 | 1 |
25 | MIX | AD high | 5 | VI | Frequent | Diffuse neocortical | 3/4 | m | 78 | 22 | 1 |
26 | MIX | AD high | 5 | VI | Frequent | Diffuse neocortical | 4/4 | m | 90+ | 14.25 | 1 |
27 | MIX | AD high | 4 | V | Frequent | Diffuse neocortical | 3/4 | f | 76 | 20 | 1,3 |
28 | MIX | AD high | 5 | VI | Frequent | Diffuse neocortical | 3/3 | m | 83 | 69 | 1 |
29 | MIX | AD high | 5 | VI | Frequent | Diffuse neocortical | 3/3 | m | 62 | 5 | 1,3 |
30 | MIX | AD high | 5 | VI | Frequent | Limbic-transitional | 4/4 | f | 76 | 3 | 1 |
31 | MIX | AD high | 5 | VI | Frequent | Limbic-transitional | 3/3 | f | 81 | 7 | 1 |
32 | MIX | AD high | 5 | VI | Frequent | Limbic-Transitional | 3/4 | m | 64 | 6 | 1 |
33 | MIX | AD high | 5 | V | Frequent | Limbic-transitional | 3/3 | f | 78 | 12 | 1 |
34 | MIX | AD high | 5 | V | Frequent | Diffuse neocortical | 3/3 | f | 63 | 12 | 1 |
35 | MIX | AD high | 5 | V | Frequent | Diffuse neocortical | 2/3 | f | 90+ | 9 | 1 |
36 | MIX | AD high | 5 | V | Frequent | Diffuse neocortical | 4/4 | f | 90+ | 18 | 1 |
37 | MIX | AD high | 5 | VI | Frequent | Diffuse neocortical | 4/4 | f | 75 | NA | 1,3 |
38 | MIX | AD high | 5 | V | Frequent | Limbic-Transitional | 4/4 | f | 85 | NA | 1 |
39 | MIX | AD high | 5 | V | Frequent | Diffuse neocortical | 3/4 | m | 74 | 7 | 1 |
40 | MIX | AD high | 5 | VI | Frequent | Diffuse neocortical | 3/3 | m | 87 | 9 | 1,2,3 |
41 | MIX | AD high | 4 | V | Frequent | Diffuse neocortical | 3/4 | m | 77 | 17 | 1,2,3 |
42 | MIX | AD high | 5 | V | Frequent | Diffuse neocortical | 3/4 | f | 83 | 6 | 1,2,3 |
43 | MIX | AD high | 5 | V | Frequent | Diffuse neocortical | 3/4 | m | 80 | 21 | 1,2,3 |
44 | MIX | AD high | 5 | V | Frequent | Diffuse neocortical | 2/4 | f | 74 | 8 | 1,2 |
45 | MIX | AD high | 5 | V | Frequent | Diffuse neocortical | 3/4 | f | 68 | 6 | 1,2,3 |
46 | AD | AD high | 5 | VI | Frequent | None | 3/4 | m | 81 | 4 | 1 |
47 | AD | AD high | 5 | VI | Frequent | None | 3/4 | m | 63 | 2 | 1 |
48 | AD | AD high | 5 | VI | Frequent | None | 3/3 | m | 66 | 5 | 1,3 |
49 | AD | AD high | 4 | V | Frequent | None | 3/4 | m | 77 | 5 | 1 |
50 | AD | AD high | 5 | V | Frequent | None | 2/4 | f | 90+ | 10 | 1 |
51 | AD | AD high | 5 | V | Frequent | None | 3/3 | m | 90+ | 5 | 1 |
52 | AD | AD high | 5 | VI | Frequent | None | 3/3 | m | 83 | 7 | 1 |
53 | AD | AD high | 5 | VI | Frequent | None | 3/4 | m | 59 | 7 | 1,3 |
54 | AD | AD high | 5 | V | Frequent | None | 3/3 | f | 64 | 12 | 1 |
55 | AD | AD high | 5 | VI | Frequent | None | 4/4 | m | 74 | 36 | 1 |
56 | AD | AD high | 5 | V | Frequent | None | 3/4 | f | 86 | 14 | 1 |
57 | AD | AD high | 5 | VI | Frequent | None | 3/3 | m | 60 | 20 | 1 |
58 | AD | AD high | 5 | VI | Frequent | None | 4/4 | m | 70 | 8 | 1,3 |
59 | AD | AD high | 5 | V | Frequent | None | 2/3 | m | 74 | 2 | 1 |
60 | AD | AD high | 4 | VI | Frequent | None | 4/4 | m | 75 | NA | 1 |
61 | AD | AD high | 5 | VI | Frequent | None | N/A | f | 75 | NA | 1 |
62 | AD | AD high | 5 | VI | Frequent | None | 3/3 | f | 86 | 6 | 1 |
63 | AD | AD high | 5 | VI | Frequent | None | 3/3 | f | 84 | NA | 1,3 |
64 | AD | AD high | 5 | V | Frequent | None | N/A | f | 82 | NA | 1 |
65 | AD | AD high | 5 | V | Frequent | None | 3/3 | f | 90 | NA | 1 |
66 | AD | AD high | 5 | V | Frequent | None | 3/3 | m | 87 | NA | 1 |
67 | AD | AD high | 5 | V | Frequent | None | 3/3 | m | 73 | NA | 1 |
68 | AD | AD high | 4 | V | Frequent | None | 3/4 | m | 84 | 16 | 1,2 |
69 | AD | AD high | 4 | V | Frequent | None | 3/4 | f | 85 | 18 | 1 |
70 | AD | AD high | 5 | V | Frequent | None | 3/4 | f | 72 | 12 | 1,2 |
71 | AD | AD high | 5 | V | Frequent | None | 3/3 | f | 78 | 5 | 1,2 |
72 | AD | AD high | 4 | V | Frequent | None | 3/3 | f | 78 | 20 | 1 |
73 | AD | AD high | 5 | V | Frequent | None | 3/4 | m | 78 | 20 | 1,2 |
74 | AD | AD high | 5 | VI | Frequent | None | 3/3 | m | 83 | 18 | 1,2 |
75 | LBD | LBD | 3 | II | None | Limbic-transitional | 3/3 | m | 83 | 18 | 1 |
76 | LBD | LBD | 3 | II | Sparse | Diffuse neocortical | 3/4 | m | 68 | 8 | 1,3 |
77 | LBD | LBD | 3 | I | None | Diffuse neocortical | 2/3 | m | 69 | 3 | 1 |
78 | LBD | LBD | 2 | I | None | Brainstem predominant | 3/3 | m | 77 | NA | 1 |
79 | LBD | LBD | 0 | I | None | Diffuse neocortical | 2/3 | m | 80 | 3 | 1,3 |
80 | LBD | LBD | 2 | II | None | Limbic-transitional | 3/3 | f | 86 | 11 | 1,3 |
81 | LBD | LBD | 3 | I | None | Brainstem predominant | 3/3 | m | 57 | 17 | 1,3 |
82 | LBD | LBD | 2 | I | None | Brainstem predominant | 3/3 | m | 84 | 13 | 1,3 |
83 | LBD | LBD | 3 | II | None | Diffuse neocortical | 3/3 | f | 67 | 8 | 1 |
84 | LBD | LBD | 3 | II | Sparse | Brainstem predominant | 2/3 | m | 90+ | 9 | 1,3 |
85 | LBD | LBD | 1 | II | None | Limbic-transitional | 3/4 | m | 75 | 12 | 1 |
86 | LBD | LBD | 3 | II | None | Diffuse neocortical | 3/4 | m | 80 | 7 | 1 |
87 | LBD | LBD | 3 | II | None | Diffuse neocortical | 3/3 | m | 83 | NA | 1 |
88 | LBD | LBD | 3 | II | None | Diffuse neocortical | 3/3 | m | 76 | 11 | 1,2 |
89 | LBD | LBD | 3 | II | Moderate | Diffuse neocortical | 3/3 | m | 80 | 4 | 1,2,3 |
90 | LBD | LBD | 3 | II | Sparse | Diffuse neocortical | 3/3 | m | 79 | < 15 | 1,2,3 |
91 | LBD | LBD | 0 | II | None | Diffuse neocortical | 3/3 | m | 85 | 12 | 1,2,3 |
92 | LBD | LBD | 1 | II | None | Diffuse Neocortical | 3/3 | m | 62 | 10 | 1,2,3 |
93 | LBD | LBD | 1 | II | Sparse | Diffuse neocortical | 3/3 | m | 81 | 3 | 1,2 |
Immunohistochemistry
Pathology and microglia quantification
APOE genotyping
NanoString nCounter®
NanoString GeoMx® digital spatial profiling (DSP)
Statistical analysis
Results
Reduced numbers of Iba1 positive microglia in the frontal cortex of AD brain samples
Increased numbers of P2RY12 positive microglia in the occipital cortex of LBD and MIX cases
Extracellular and intracellular protein pathologies drive the activation of phagocytic microglia in ND
ADNC drive microglia dystrophy across all brain regions
Whole tissue transcriptomic analysis reveals robust gene expression signatures associated with ADNC, while pure LBD shows more subtle and region specific changes
Region | # Samples | Disease background | Panel |
---|---|---|---|
HPC | 24 | 6 Control, 6 AD, 6 MIX, 6 LBD | Glial cell subtyping gene expression |
FC | 24 | 6 Control, 6 AD, 6 MIX, 6 LBD | Glial cell subtyping gene expression |
OCC | 24 | 6 Control, 6 AD, 6 MIX, 6 LBD | Glial cell subtyping gene expression |
MB | 24 | 6 Control, 6 AD, 6 MIX, 6 LBD | Glial cell subtyping gene expression |
Spatial proteomics highlights a strong local immune response to ADNC, while the response to pure LBD is region and disease specific
Region | Panel | # Scans/Samples | # ROIs | ROI labels | Disease background |
---|---|---|---|---|---|
FC | Parkinson’s morphology | 23 | 182 | noLB, LB | 3 Control, 8 MIX, 4 AD, 8 LBD |
MB | Parkinson’s morphology | 20 | 226 | noLB, LB | 3 Control, 8 MIX, 9 LBD |
FC | Alzheimer’s and Parkinson’s morphology | 12 | 192 | Plaque, Plaque with LB, noLB, LB | 4 Control, 4 AD, 4 MIX |
Antibody | Target | Host | Dilution | Company |
---|---|---|---|---|
IHC | ||||
Iba1 | Iba1 | rabbit | 1:8000 | Abcam |
P2RY12 | P2RY12 | rabbit | 1:1000 | Merck/Millipore Sigma (HPA014518) |
Ferritin | Ferritin | rabbit | 1:1000 | Merck/Millipore Sigma (F6136-1MG) |
CD68 | CD68 | rabbit | 1:2000 | ThermoFisher SCIENTIFIC (PA578996) |
Ab5 | Aβ plaques | mouse | 1:1000 | [41] |
AT8 | Phospho-tau | mouse | 1:5000 | Invitrogen (MN1020) |
94-3A10 | α-Synuclein | mouse | 1:10,000 | [73] |
DSP | ||||
GeoMx® Parkinson’s Morphology Kit | MAP-2 & α-Synuclein | 1:40 | NanoString® (121,300,307) | |
Parkinson’s pathology panel | 10 targets for human PD pathology | 1:25 | NanoString® (121,300,110) | |
Glial cell subtyping | 10 targets for human glial cell subtyping | 1:25 | NanoString® (121,300,116) | |
Neuronal cell profiling | 20 targets for human neural cell profiling | 1:25 | NanoString® (121,300,108) | |
Beta-Amyloid (D54D2) | Aβ plaques | 1:40 | Cell signaling technology (35363S) | |
Alzheimer’s pathology panel | 10 targets for human AD pathology | 1:25 | NanoString® (121,300,109) | |
Alzheimer’s extended pathology panel | 10 targets for human AD pathology | 1:25 | NanoString® (121,300,114) |