Evidence map›Paper›PMID 40831337›Full record

ArticleConservation biology : the journal of the Society for Conservation Biology2026

Genetic origins and climate-induced erosion in economically important Asian walnuts.

Peng-Zhen Fan, Guang-Fu Zhu, Moses C Wambulwa, Richard I Milne, Zeng-Yuan Wu, Ya-Huang Luo, Robabeh Shahi Shavvon, Alistair S Jump, Debabrata Maity, Lian-Ming Gao and 8 more

Abstract read
In one paragraph

Article in Conservation biology : the journal of the Society for Conservation Biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

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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

4 citing papers in PubMed.

  1. Genetic origins and climate-induced erosion in economically important Asian walnuts.Conservation biology : the journal of the Society for Conservation Biology · 2026
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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

18 authors.

Peng-Zhen FanCAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.ORCID 0009-0002-8282-9711
Guang-Fu ZhuCAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.ORCID 0009-0006-3275-6461
Moses C WambulwaCAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.ORCID 0000-0002-6373-5915
Richard I MilneInstitute of Molecular Plant Sciences, School of Biological Sciences, University of Edinburgh, Edinburgh, UK.ORCID 0000-0001-7949-7539
Zeng-Yuan WuGermplasm Bank of Wild Species & Yunnan Key Laboratory of Crop Wild Relatives Omics, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.ORCID 0000-0003-4652-0194
Ya-Huang LuoCAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.ORCID 0000-0002-0073-419X
Robabeh Shahi ShavvonDepartment of Biology, Faculty of Science, Yasouj University, Yasuj, Iran.ORCID 0000-0002-1686-6197
Alistair S JumpBiological and Environmental Sciences, School of Natural Sciences, University of Stirling, Stirling, UK.ORCID 0000-0002-2167-6451
Debabrata MaityDepartment of Botany, University of Calcutta, Kolkata, India.ORCID 0000-0001-6279-6700
Lian-Ming GaoCAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.ORCID 0000-0001-9047-2658
Hai-Ling QiCAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.ORCID 0009-0009-3574-4564
Hong-Yu WuCAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.
Xing KongCAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.
Raees KhanCAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.ORCID 0000-0003-1388-7141
Li-Jun YanCenter for Integrative Conservation & Yunnan Key Laboratory for the Conservation of Tropical Rainforests and Asian Elephants, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Mengla, China.ORCID 0000-0003-0887-7571
Yerlan TuruspekovLaboratory of Molecular Genetics, Institute of Plant Biology and Biotechnology, Almaty, Kazakhstan.ORCID 0000-0001-8590-1745
De-Zhu LiCAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.ORCID 0000-0002-4990-724X
Jie LiuCAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, China.ORCID 0000-0003-4356-1943

Funding

CAS-ANSO Fellowship Program CAS-ANSO-FS-2025-14CAS "Light of West China" Program, the Top-notch Young Talents Project of Yunnan Provincial "Ten Thousand Talents Program" YNWR-QNBJ-2018-146Fund of Yunnan Key Laboratory of Crop Wild Relatives Omics CWR-2024-04Key Research Program of Frontier Sciences, CAS ZDBS-LY-7001National Natural Science Foundation of China 31770367National Natural Science Foundation of China 32170398Natural Science Foundation of Yunnan Province 202201AT070222Postdoctoral International Exchange Program of the Office of China Postdoctoral CouncilPostdoctoral Targeted Funding, and the Postdoctoral Research Fund of Yunnan ProvinceYunnan Fundamental Research Projects 202201BC070001
6 · The paper itself

Abstract

The global climate is undergoing unprecedented changes, posing significant threats to species persistence. However, the spatiotemporal impacts on genetic diversity remain poorly understood, hindering species conservation and management. Walnuts, generally referred to as Juglans regia and J. sigillata, are economically vital in Asia, but little is known about their genetic origins and how the species will be affected by future climate change. Using 31 microsatellites, we genotyped 5282 individuals from 233 populations of walnuts in Asia. We assessed genetic diversity patterns and demographic history and investigated potential future genetic erosion risks. Genetic diversity of walnuts was high in the Himalaya and Hengduan Mountains. The 2 species diverged during the Pleistocene (around 1.41 Ma BP), and J. regia contained 2 genetic groups (JR1 and JR2). The JR2 group had the lowest diversity and likely arrived in northern China around 9.77 ka BP, perhaps via human transport. The Western Himalaya likely served both as a glacial refugium and the center of origin for J. regia, and the Eastern Himalaya appears to have been the refugium for J. sigillata. The 2 species appear to have hybridized in the Central Himalaya and the Sichuan basin and surroundings, forming two distinct hybrid zones. Our results indicate that genetic diversity will be reduced by up to 9.03% due to range loss under future climate change and dramatic genetic structure turnover in the Himalaya and Hengduan Mountains. In situ conservation in the Himalaya is essential for safeguarding genetic diversity and adaptive potential in Asian walnuts, while ex situ preservation of genetically unique wild germplasm, coupled with its integration into breeding programs, will enhance climate resilience. The findings advance our understanding of the origin of Asian walnuts and how future climatic change may affect their genetic diversity, offering a model for conservation and breeding strategies in other tree species facing similar threats.

Indexed as

Climate ChangeConservation of Natural ResourcesGenetic VariationJuglansAsiaMicrosatellite Repeatscambio climáticoclimate changeconectividad entre paisajesdiversidad genéticaecological niche modelingerosión genéticagenetic diversitygenetic erosionJuglans regiaJuglans sigillatalandscape connectivitymodelos de nicho ecológico景观联通性气候变化泡核桃胡桃遗传侵蚀遗传多样性

Identifiers

PMID40831337
PMCPMC12856795

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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.