Evidence map›Paper›PMID 42481453›Full record

ArticleTranslational psychiatry2026

Single-cell long- and short-read transcriptomics sheds light on high-altitude adaptation in the porcine cerebral cortex.

Yongcheng Chang, Bofang Duan, Hailong Huo, Xia Zhang, Wan Lin, Feidi Wen, Yiming Guo, Lingxiang Wu, Fengcai Zou, Jinlong Huo and 1 more

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Article in Translational psychiatry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Yongcheng Chang *College of Animal Science and Technology, Yunnan Agricultural University, Kunming, 650201, Yunnan, China.
Bofang Duan *College of Veterinary Medicine, Yunnan Agricultural University, Kunming, 650201, Yunnan, China.
Hailong Huo *Yunnan Open University, Kunming, 650500, Yunnan, China.
Xia Zhang *Department of Biological and Food Engineering, Lvliang University, Lvliang, 033001, Shanxi, China.
Wan LinCollege of Animal Science and Technology, Yunnan Agricultural University, Kunming, 650201, Yunnan, China.
Feidi WenCollege of Animal Science and Technology, Yunnan Agricultural University, Kunming, 650201, Yunnan, China.
Yiming GuoCollege of Animal Science and Technology, Yunnan Agricultural University, Kunming, 650201, Yunnan, China.
Lingxiang WuCollege of Animal Science and Technology, Yunnan Agricultural University, Kunming, 650201, Yunnan, China.
Fengcai ZouCollege of Veterinary Medicine, Yunnan Agricultural University, Kunming, 650201, Yunnan, China. zfc1207@vip.163.com.
Jinlong HuoCollege of Animal Science and Technology, Yunnan Agricultural University, Kunming, 650201, Yunnan, China. jinlonghuo973@163.com.ORCID http://orcid.org/0000-0002-6350-6784
Guiying ZhaoCollege of Animal Science and Technology, Yunnan Agricultural University, Kunming, 650201, Yunnan, China. zhaoguiying2006@163.com.

Funding

Yunnan Provincial Science and Technology Department (Yunnan Department of Science and Technology) no. 202302AE090016Yunnan Provincial Science and Technology Department (Yunnan Department of Science and Technology) no. 202502AE090045
6 · The paper itself

Abstract

The cerebral cortex is highly sensitive to oxygen availability and thus serves as an ideal model for studying neural adaptation to hypoxia. Here, we integrated long-read (Oxford Nanopore) and short-read (Illumina) single-cell RNA sequencing to systematically characterize the cellular composition and transcriptional landscape of the cerebral cortex in high-altitude Diqing Tibetan pigs (DT, ~3200 m) and low-altitude Diannan small-ear pigs (DSE, ~500 m). Single-cell analysis identified nine major cortical cell types and revealed pronounced transcriptional divergence between the breeds. In DT, multiple genes associated with high-altitude hypoxia adaptation and energy homeostasis, including NKAIN2, CTNNA3, ZFP36, and HSP40 family members, were significantly upregulated. Functional enrichment highlighted mitochondrial oxidative phosphorylation and energy metabolism pathways, suggesting metabolic reprogramming under chronic hypoxia. Key transcription factors, including SOX17, NKX6-2, ETV4, and SPI1, displayed cell-type-specific activity in Endo, Oligo, and Micro. Cell-cell communication analysis showed DSE with broader intercellular connectivity, whereas DT exhibited more focused and stronger signaling interactions. Integration of long-read sequencing further identified numerous novel, cell-type-specific transcripts, expanding porcine cortical transcriptome annotation. Collectively, these findings provide a comprehensive framework for understanding cellular and molecular adaptations of the cerebral cortex to prolonged high-altitude hypoxia.

Indexed as

Adaptation, PhysiologicalAltitudeCerebral CortexHypoxiaTranscriptomeAnimalsEnergy MetabolismSequence Analysis, RNASingle-Cell AnalysisSingle-Cell Gene Expression AnalysisSwine

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.