Modeling Climate Change Indicates Potential Shifts in the Global Distribution of Orchardgrass

Orchardgrass (<i>Dactylis glomerata</i> L.) is highly tolerant of shade, cold, and overwintering, making it an ideal species for grassland ecological restoration and livestock production. However, the genetic diversity of orchardgrass may be threatened by climate change. Using a Maximum...

ver descrição completa

Detalhes bibliográficos
Main Authors: Jiqiang Wu, Lijun Yan, Junming Zhao, Jinghan Peng, Yi Xiong, Yanli Xiong, Xiao Ma
Formato: Artigo
Idioma:English
Publicado em: MDPI AG 2023-07-01
Colecção:Agronomy
Assuntos:
Acesso em linha:https://www.mdpi.com/2073-4395/13/8/1985
_version_ 1827730699881283584
author Jiqiang Wu
Lijun Yan
Junming Zhao
Jinghan Peng
Yi Xiong
Yanli Xiong
Xiao Ma
author_facet Jiqiang Wu
Lijun Yan
Junming Zhao
Jinghan Peng
Yi Xiong
Yanli Xiong
Xiao Ma
author_sort Jiqiang Wu
collection DOAJ
description Orchardgrass (<i>Dactylis glomerata</i> L.) is highly tolerant of shade, cold, and overwintering, making it an ideal species for grassland ecological restoration and livestock production. However, the genetic diversity of orchardgrass may be threatened by climate change. Using a Maximum Entropy (MaxEnt) model with the BCC-CSM2-MR global climate database and the Harmonized World Soil Database, we projected the current and future distribution of orchardgrass suitable areas globally. The predicted ecological thresholds for vital environmental factors were determined to be a temperature seasonality range of 411.50–1034.37 °C, a mean diurnal range of −0.88–10.69 °C, a maximum temperature of the warmest month of 22.21–35.45 °C, and precipitation of the coldest quarter of 116.56–825.40 mm. A range of AUC values from 0.914 to 0.922, indicating the accuracy of the prediction model. Our results indicate that the total area of current suitable habitats for orchardgrass was estimated to be 2133.01 × 10<sup>4</sup> km<sup>2</sup>, it is dispersed unevenly over six continents. Additionally, the suitable areas of habitats increased in higher latitudes while decreasing in lower latitudes as greenhouse gas emissions increased. Therefore, efforts should be made to save places in the southern hemisphere that are in danger of becoming unsuitable, with the possibility of using northern America, China, and Europe in the future for conservation and extensive farming.
first_indexed 2024-03-11T00:12:23Z
format Article
id doaj.art-5425fdd533824f25a0598b2d827dd10e
institution Directory Open Access Journal
issn 2073-4395
language English
last_indexed 2024-03-11T00:12:23Z
publishDate 2023-07-01
publisher MDPI AG
record_format Article
series Agronomy
spelling doaj.art-5425fdd533824f25a0598b2d827dd10e2023-11-18T23:53:28ZengMDPI AGAgronomy2073-43952023-07-01138198510.3390/agronomy13081985Modeling Climate Change Indicates Potential Shifts in the Global Distribution of OrchardgrassJiqiang Wu0Lijun Yan1Junming Zhao2Jinghan Peng3Yi Xiong4Yanli Xiong5Xiao Ma6College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu 611130, ChinaSichuan Academy of Grassland Sciences, Chengdu 611743, ChinaCollege of Grassland Science and Technology, Sichuan Agricultural University, Chengdu 611130, ChinaCollege of Grassland Science and Technology, Sichuan Agricultural University, Chengdu 611130, ChinaCollege of Grassland Science and Technology, Sichuan Agricultural University, Chengdu 611130, ChinaCollege of Grassland Science and Technology, Sichuan Agricultural University, Chengdu 611130, ChinaCollege of Grassland Science and Technology, Sichuan Agricultural University, Chengdu 611130, ChinaOrchardgrass (<i>Dactylis glomerata</i> L.) is highly tolerant of shade, cold, and overwintering, making it an ideal species for grassland ecological restoration and livestock production. However, the genetic diversity of orchardgrass may be threatened by climate change. Using a Maximum Entropy (MaxEnt) model with the BCC-CSM2-MR global climate database and the Harmonized World Soil Database, we projected the current and future distribution of orchardgrass suitable areas globally. The predicted ecological thresholds for vital environmental factors were determined to be a temperature seasonality range of 411.50–1034.37 °C, a mean diurnal range of −0.88–10.69 °C, a maximum temperature of the warmest month of 22.21–35.45 °C, and precipitation of the coldest quarter of 116.56–825.40 mm. A range of AUC values from 0.914 to 0.922, indicating the accuracy of the prediction model. Our results indicate that the total area of current suitable habitats for orchardgrass was estimated to be 2133.01 × 10<sup>4</sup> km<sup>2</sup>, it is dispersed unevenly over six continents. Additionally, the suitable areas of habitats increased in higher latitudes while decreasing in lower latitudes as greenhouse gas emissions increased. Therefore, efforts should be made to save places in the southern hemisphere that are in danger of becoming unsuitable, with the possibility of using northern America, China, and Europe in the future for conservation and extensive farming.https://www.mdpi.com/2073-4395/13/8/1985bioclimaticclimate change<i>Dactylis glomerata</i>habitat shiftMaxEnt modelpotential geographic distribution
spellingShingle Jiqiang Wu
Lijun Yan
Junming Zhao
Jinghan Peng
Yi Xiong
Yanli Xiong
Xiao Ma
Modeling Climate Change Indicates Potential Shifts in the Global Distribution of Orchardgrass
Agronomy
bioclimatic
climate change
<i>Dactylis glomerata</i>
habitat shift
MaxEnt model
potential geographic distribution
title Modeling Climate Change Indicates Potential Shifts in the Global Distribution of Orchardgrass
title_full Modeling Climate Change Indicates Potential Shifts in the Global Distribution of Orchardgrass
title_fullStr Modeling Climate Change Indicates Potential Shifts in the Global Distribution of Orchardgrass
title_full_unstemmed Modeling Climate Change Indicates Potential Shifts in the Global Distribution of Orchardgrass
title_short Modeling Climate Change Indicates Potential Shifts in the Global Distribution of Orchardgrass
title_sort modeling climate change indicates potential shifts in the global distribution of orchardgrass
topic bioclimatic
climate change
<i>Dactylis glomerata</i>
habitat shift
MaxEnt model
potential geographic distribution
url https://www.mdpi.com/2073-4395/13/8/1985
work_keys_str_mv AT jiqiangwu modelingclimatechangeindicatespotentialshiftsintheglobaldistributionoforchardgrass
AT lijunyan modelingclimatechangeindicatespotentialshiftsintheglobaldistributionoforchardgrass
AT junmingzhao modelingclimatechangeindicatespotentialshiftsintheglobaldistributionoforchardgrass
AT jinghanpeng modelingclimatechangeindicatespotentialshiftsintheglobaldistributionoforchardgrass
AT yixiong modelingclimatechangeindicatespotentialshiftsintheglobaldistributionoforchardgrass
AT yanlixiong modelingclimatechangeindicatespotentialshiftsintheglobaldistributionoforchardgrass
AT xiaoma modelingclimatechangeindicatespotentialshiftsintheglobaldistributionoforchardgrass