Evidence map›Paper›PMID 42881191›Full record

ArticleNature communications2026

Integrated pangenomics and population genomics reveal climate adaptation and maladaptation in an East Asian tree.

Liyang Chen, Yupeng Sang, Xuming Dan, Yuanzhong Jiang, Tingting Shi, Jiajun Feng, Xinxin Zhang, Tao Long, Xinying Zeng, Jinhang Lv and 7 more

Abstract read
PubMed Publisher
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

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

17 authors.

Liyang Chen *Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.
Yupeng Sang *Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.ORCID http://orcid.org/0000-0002-2624-7293
Xuming Dan *Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.ORCID http://orcid.org/0000-0002-2629-7506
Yuanzhong JiangKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.ORCID http://orcid.org/0000-0002-2955-6155
Tingting ShiKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.
Jiajun FengKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.ORCID http://orcid.org/0000-0001-5206-782X
Xinxin ZhangKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.
Tao LongKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.
Xinying ZengKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.
Jinhang LvKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.
Zhiqin LongKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.
Xinyi ZhouKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.
Jiali WuKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.
Changfu JiaKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.
Ruyun LiangKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China.
Jianquan LiuKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China. liujq@nwipb.cas.cn.ORCID http://orcid.org/0000-0002-4237-7418
Jing WangKey Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, Laboratory for Ex Situ Conservation and Resource Utilization of Mountain Plants, College of Life Sciences, Sichuan University, Chengdu, China. wangjing2019@scu.edu.cn.ORCID http://orcid.org/0000-0002-3793-3264

Funding

National Natural Science Foundation of China (National Science Foundation of China) 32371695, 324B2059
6 · The paper itself

Abstract

Characterizing genomic variation in keystone forest trees is critical for understanding and predicting the adaptation and maladaptation of terrestrial ecosystems to global climate change. In this study, we integrate five high-quality genomes and high-depth whole-genome resequencing data from 222 individuals across 44 natural populations of Populus davidiana in East Asia. Our findings reveal that genome divergence strongly correlates with epigenetic and regulatory features, with variable genomic regions closely associated with dynamic transposon activity linked to epigenetic modifications. A population-scale genotype-environment association analysis identifies 10,372 adaptive single nucleotide polymorphisms (SNPs) and 1322 adaptive structural variations (SVs). Among these, a temperature-associated SV and a precipitation-associated SV undergo functional validation providing evidence of their roles in the expression of PdaMSL10, a mechanosensitive ion channel, and the transcription factor PdaWRKY40, respectively. Overexpression and RNAi experiments demonstrate that differential expression of PdaWRKY40 is strongly associated with drought sensitivity or tolerance, facilitating adaptation to diverse environmental conditions. Additionally, genomic vulnerability forecasts under future climate scenarios highlight the increasingly significant role of SVs in environmental adaptation. These findings advance our understanding of the genetic mechanisms underlying climate adaptation in non-model keystone species and provide invaluable genetic resources for breeding programs aimed at enhancing climate resilience.

Indexed as

AcclimatizationAdaptation, PhysiologicalPopulusTreesAsia, EasternClimate ChangeDrought ResistanceDroughtsEpigenesis, GeneticGene-Environment InteractionGene Expression Regulation, PlantGenetics, PopulationGenome, PlantGenomicsPlant ProteinsPolymorphism, Single NucleotidePlant Proteins

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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.