# Molecular signatures of resilience to Alzheimer’s disease in neocortical layer 4 neurons

**Authors:** S. Akila Parvathy Dharshini, Jorge Sanz-Ros, Jie Pan, Weijing Tang, Kristen Vallejo, Yu Chen Liu, Marcos Otero-Garcia, Inma Cobos

PMC · DOI: 10.1038/s41467-026-68920-4 · Nature Communications · 2026-01-31

## TL;DR

The study identifies molecular signatures in resilient neurons that may protect against Alzheimer's disease, particularly in neocortical layer 4.

## Contribution

The paper discovers KCNIP4 as a novel resilience factor in neurons, offering new insights into Alzheimer's disease mechanisms.

## Key findings

- Resilient layer 4 neurons express genes like RORB, CUX2, and EYA4, linked to synapse maintenance and neuroprotection.
- KCNIP4 overexpression in mice reduces hyperexcitability-related gene expression, suggesting a protective role in AD.
- Resilience signatures are shared between early and late affected neocortical regions, indicating common protective mechanisms.

## Abstract

Selective neuronal vulnerability is a hallmark of Alzheimer’s disease (AD), yet the molecular basis of resilience remains poorly understood. Using single-nucleus and spatial transcriptomics to compare neocortical regions affected early (prefrontal cortex, precuneus) or late (primary visual cortex) in AD, we identified a resilient excitatory population in layer 4 of the primary visual cortex expressing RORB, CUX2, and EYA4. Layer 4 neurons in association neocortex shared molecular signatures of resilience. Early-stage resilient neurons upregulated genes associated with synapse maintenance, synaptic plasticity, calcium homeostasis, and neuroprotection (GRIN2A, RORA, NRXN1, NLGN1, NCAM2, FGF14, NRG3, NEGR1, CSMD1). We identified KCNIP4, which encodes a voltage-gated potassium channel-interacting protein, as a key resilience factor consistently upregulated during early stages of AD pathology. AAV-mediated overexpression of Kcnip4 in male AppSAA mice reduced the expression of activity-dependent genes Arc and c-Fos, suggesting compensatory mechanisms against neuronal hyperexcitability. Our dataset provides a resource for investigating mechanisms underlying resilience to neurodegeneration.

Using single-nucleus and spatial transcriptomics, the authors reveal resilience signatures in neocortical layer 4 neurons. They show KCNIP4 protects these cells by reducing hyperexcitability, a driver of neurodegeneration.

## Linked entities

- **Genes:** RORB (RAR related orphan receptor B) [NCBI Gene 6096], CUX2 (cut like homeobox 2) [NCBI Gene 23316], EYA4 (EYA transcriptional coactivator and phosphatase 4) [NCBI Gene 2070], GRIN2A (glutamate ionotropic receptor NMDA type subunit 2A) [NCBI Gene 2903], RORA (RAR related orphan receptor A) [NCBI Gene 6095], NRXN1 (neurexin 1) [NCBI Gene 9378], NLGN1 (neuroligin 1) [NCBI Gene 22871], NCAM2 (neural cell adhesion molecule 2) [NCBI Gene 4685], FGF14 (fibroblast growth factor 14) [NCBI Gene 2259], NRG3 (neuregulin 3) [NCBI Gene 10718], NEGR1 (neuronal growth regulator 1) [NCBI Gene 257194], CSMD1 (CUB and Sushi multiple domains 1) [NCBI Gene 64478], KCNIP4 (potassium voltage-gated channel interacting protein 4) [NCBI Gene 80333], ARC (activity regulated cytoskeleton associated protein) [NCBI Gene 23237], FOS (Fos proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 2353]
- **Diseases:** Alzheimer’s disease (MONDO:0004975), AD (MONDO:0004975)

## Full-text entities

- **Genes:** Fos (Fos proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 14281] {aka D12Rfj1, c-fos, cFos}, Csmd1 (CUB and Sushi multiple domains 1) [NCBI Gene 94109] {aka B930082H09, mKIAA1890}, Rora (RAR-related orphan receptor alpha) [NCBI Gene 19883] {aka 9530021D13Rik, Nr1f1, ROR1, ROR2, ROR3, nmf267}, Negr1 (neuronal growth regulator 1) [NCBI Gene 320840] {aka 5330422G01Rik, KILON, Ntra}, Grin2a (glutamate receptor, ionotropic, NMDA2A (epsilon 1)) [NCBI Gene 14811] {aka GluN2A, GluRepsilon1, NMDAR2A, NR2A}, Nrg3 (neuregulin 3) [NCBI Gene 18183] {aka ska}, Cux2 (cut-like homeobox 2) [NCBI Gene 13048] {aka 1700051K22Rik, Cutl2, Cux-2}, Fgf14 (fibroblast growth factor 14) [NCBI Gene 14169] {aka FGF-14, FHF-4, Fgf1b, Fhf4, Tg(tetO-MAPT*P301L)4510Kha, mFHF-4(1B)}, Ncam2 (neural cell adhesion molecule 2) [NCBI Gene 17968] {aka Ncam-2, Ocam, RNCAM}, Rorb (RAR-related orphan receptor beta) [NCBI Gene 225998] {aka Nr1f2, RZR-beta, RZRB, Rorbeta, hstp}, Nrxn1 (neurexin I) [NCBI Gene 18189] {aka 1700062G21Rik, 9330127H16Rik, A230068P09Rik, mKIAA0578}, Nlgn1 (neuroligin 1) [NCBI Gene 192167] {aka 6330415N05Rik, NL1, Nlg1, mKIAA1070}, Kcnip4 (Kv channel interacting protein 4) [NCBI Gene 80334] {aka Calp, Calp250, KChIP4, KChIP4a}, Eya4 (EYA transcriptional coactivator and phosphatase 4) [NCBI Gene 14051] {aka B130023L16Rik}
- **Diseases:** AD (MESH:D000544), neurodegeneration (MESH:D019636)
- **Chemicals:** calcium (MESH:D002118)
- **Species:** Mus musculus (house mouse, species) [taxon 10090]

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12963381/full.md

## References

9 references — full list in the complete paper: https://tomesphere.com/paper/PMC12963381/full.md

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Source: https://tomesphere.com/paper/PMC12963381