Back

Single-cell gene networks nominate IKZF1 as an Alzheimer's microglial regulator

Ozkurt, C.

2026-07-15 bioinformatics
10.64898/2026.07.14.738463 bioRxiv
Show abstract

BackgroundMicroglia drive neuroinflammation in Alzheimers disease (AD), yet no approved therapy targets this compartment. Human genome-wide association studies consistently implicate innate immune loci in AD risk, establishing microglial transcriptional programs as therapeutically relevant but pharmacologically underexploited targets. ObjectiveWe sought to identify transcription factors (TFs) governing microglial state transitions computationally and to nominate structurally tractable drug repurposing candidates. MethodsWe applied trajectory inference (PAGA), pseudobulk DESeq2, pySCENIC gene regulatory network (GRN) inference, CellChat, and virtual screening of 1,962 approved compounds to 236,002 microglial nuclei from 84 donors (SEA-AD atlas). ResultsIKZF1 was the sole target TF retained under cisTarget v10 motif constraints, with peak regulon activity in LateAD-DAM (pseudotime {rho} = +0.309) and replication in an independent bulk cohort (GSE95587; adjusted P value =.004). CellChat identified SLIT2[->]ROBO2 from multiple neuron subtypes (predominantly inhibitory interneurons) as the top predicted pathway to microglia. Tafamidis ([->]IRF8) and diflunisal ([->]PPARG) were top virtual screening hits; all evaluated compounds failed the pre-specified selectivity threshold. ConclusionsIKZF1 is prioritised as a candidate late-disease microglial TF, supported by six convergent evidence dimensions including independent bulk replication. Tafamidis and diflunisal are low-confidence repurposing hypotheses requiring experimental validation.

Matching journals

The top 12 journals account for 50% of the predicted probability mass.

1
Alzheimer's & Dementia
163 papers in training set
Top 0.8%
6.7%
2
Computational and Structural Biotechnology Journal
242 papers in training set
Top 0.4%
6.2%
3
Molecular Psychiatry
282 papers in training set
Top 1%
5.5%
4
Nature Communications
5641 papers in training set
Top 29%
5.1%
5
Alzheimer's Research & Therapy
57 papers in training set
Top 0.4%
4.3%
6
Genome Medicine
183 papers in training set
Top 0.9%
4.3%
7
Briefings in Bioinformatics
354 papers in training set
Top 2%
4.0%
8
Journal of Alzheimer’s Disease
50 papers in training set
Top 0.4%
3.5%
9
Communications Chemistry
48 papers in training set
Top 0.2%
3.4%
10
PLOS ONE
5266 papers in training set
Top 39%
3.2%
11
Scientific Reports
3612 papers in training set
Top 40%
2.6%
12
Advanced Science
286 papers in training set
Top 3%
2.6%
50% of probability mass above
13
npj Systems Biology and Applications
125 papers in training set
Top 0.7%
2.6%
14
Alzheimer's & Dementia
14 papers in training set
Top 0.1%
2.1%
15
Neurobiology of Disease
148 papers in training set
Top 2%
2.1%
16
International Journal of Molecular Sciences
494 papers in training set
Top 8%
1.7%
17
Proceedings of the National Academy of Sciences
2444 papers in training set
Top 28%
1.7%
18
eBioMedicine
183 papers in training set
Top 2%
1.7%
19
npj Aging
22 papers in training set
Top 0.3%
1.7%
20
Autophagy
39 papers in training set
Top 0.3%
1.5%
21
Human Genetics and Genomics Advances
84 papers in training set
Top 1%
1.4%
22
iScience
1154 papers in training set
Top 23%
1.3%
23
Science Advances
1243 papers in training set
Top 25%
1.1%
24
Frontiers in Genetics
230 papers in training set
Top 4%
1.1%
25
Genome Biology
637 papers in training set
Top 8%
1.0%
26
GeroScience
109 papers in training set
Top 2%
1.0%
27
Journal of Extracellular Vesicles
55 papers in training set
Top 0.6%
0.8%
28
Bioinformatics
1204 papers in training set
Top 9%
0.8%
29
Cell Reports
1498 papers in training set
Top 27%
0.8%
30
Journal of Translational Medicine
57 papers in training set
Top 2%
0.8%