Effects of Climate Change Scenarios on Population and Distribution Pattern of Tree–Ferns in Nepal

ABSTRACT By studying the population structure and spatial characteristics, the relationship between tree‐ferns and the environment can be reflected, which has high practical significance. In this study, we employed an ensemble distribution model to evaluate the relative contribution of various envir...

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Main Authors: Ripu M. Kunwar, Dipak Khadka, Khum Thapa‐Magar, Binaya Adhikari, Durga H. Kutal, Rama Ghimire, Komal R. Kafle, Sony Baral, Gokarna J. Thapa, Ananta Bhandari
Format: Article
Language:English
Published: Wiley 2025-04-01
Series:Ecology and Evolution
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Online Access:https://doi.org/10.1002/ece3.71179
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author Ripu M. Kunwar
Dipak Khadka
Khum Thapa‐Magar
Binaya Adhikari
Durga H. Kutal
Rama Ghimire
Komal R. Kafle
Sony Baral
Gokarna J. Thapa
Ananta Bhandari
author_facet Ripu M. Kunwar
Dipak Khadka
Khum Thapa‐Magar
Binaya Adhikari
Durga H. Kutal
Rama Ghimire
Komal R. Kafle
Sony Baral
Gokarna J. Thapa
Ananta Bhandari
author_sort Ripu M. Kunwar
collection DOAJ
description ABSTRACT By studying the population structure and spatial characteristics, the relationship between tree‐ferns and the environment can be reflected, which has high practical significance. In this study, we employed an ensemble distribution model to evaluate the relative contribution of various environmental variables and predict suitable habitats for tree‐fern across past, present, and future periods. Fieldwork was carried out between May–June 2019 and September 2022 in 11 districts of Nepal for population sampling and collecting the geocoordinates. Additional geocoordinates were collected from secondary sources such as previous literature, herbarium records, and online resources. We reported the occurrence of tree‐ferns from 28 districts within the altitudinal range of 300–2500 m. Longitudinally, the species is distributed only in central and eastern Nepal, with maximum density in central Nepal's Kaski and Lamjung districts. The central mid‐hills of Koshi and Gandaki provinces, particularly with the moist habitats and maximum rainfall, are suitable for the distribution of tree‐ferns. The projected distribution is influenced mainly by the mean temperature of the coldest quarter—Bio11 (34.9%), precipitation in dry months—Bio14 (34.5%), and mean annual temperature—Bio1 (33.9%). Climate extreme variables (maximum temperature in warmest months—Bio5, minimum temperature in coldest months—Bio6, precipitation in wettest months—Bio13, precipitation in wettest quarter—Bio16) contract the future distribution of species. The result portrays an expansion of suitable habitat for tree‐ferns while minor contractions are predicted in four districts of Bagmati province. As the Gandaki province receives the highest rainfall and the Koshi province has rich soil moisture, and precipitation plays a significant role in distribution, humid riverine places of Koshi and Gandaki support tree‐fern populations. Tree‐ferns could be an indicator species of the moist and humid climate. Given the extensive distribution in Nepal, India, and China, sustainable conservation of tree‐ferns through a species conservation action plan holds broader implications.
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spelling doaj-art-7890907dce3b4e71a847badc87dd09ef2025-08-20T02:35:33ZengWileyEcology and Evolution2045-77582025-04-01154n/an/a10.1002/ece3.71179Effects of Climate Change Scenarios on Population and Distribution Pattern of Tree–Ferns in NepalRipu M. Kunwar0Dipak Khadka1Khum Thapa‐Magar2Binaya Adhikari3Durga H. Kutal4Rama Ghimire5Komal R. Kafle6Sony Baral7Gokarna J. Thapa8Ananta Bhandari9Research Centre for Applied Science and Technology Tribhuvan University Kirtipur NepalSouth China Agricultural University Guangzhou ChinaInstitute of Arctic and Alpine Research University of Colorado Boulder Colorado USADepartment of Biology University of Kentucky Lexington Kentucky USAAugusta University St. Augusta Georgia USACentral Department of Environmental Science Tribhuvan University Kirtipur NepalDistrict Forest Office Kaski NepalOffice of Deans, Institute of Forestry Tribhuvan University Kirtipur NepalWWF Nepal Program Kathmandu NepalWWF Nepal Program Kathmandu NepalABSTRACT By studying the population structure and spatial characteristics, the relationship between tree‐ferns and the environment can be reflected, which has high practical significance. In this study, we employed an ensemble distribution model to evaluate the relative contribution of various environmental variables and predict suitable habitats for tree‐fern across past, present, and future periods. Fieldwork was carried out between May–June 2019 and September 2022 in 11 districts of Nepal for population sampling and collecting the geocoordinates. Additional geocoordinates were collected from secondary sources such as previous literature, herbarium records, and online resources. We reported the occurrence of tree‐ferns from 28 districts within the altitudinal range of 300–2500 m. Longitudinally, the species is distributed only in central and eastern Nepal, with maximum density in central Nepal's Kaski and Lamjung districts. The central mid‐hills of Koshi and Gandaki provinces, particularly with the moist habitats and maximum rainfall, are suitable for the distribution of tree‐ferns. The projected distribution is influenced mainly by the mean temperature of the coldest quarter—Bio11 (34.9%), precipitation in dry months—Bio14 (34.5%), and mean annual temperature—Bio1 (33.9%). Climate extreme variables (maximum temperature in warmest months—Bio5, minimum temperature in coldest months—Bio6, precipitation in wettest months—Bio13, precipitation in wettest quarter—Bio16) contract the future distribution of species. The result portrays an expansion of suitable habitat for tree‐ferns while minor contractions are predicted in four districts of Bagmati province. As the Gandaki province receives the highest rainfall and the Koshi province has rich soil moisture, and precipitation plays a significant role in distribution, humid riverine places of Koshi and Gandaki support tree‐fern populations. Tree‐ferns could be an indicator species of the moist and humid climate. Given the extensive distribution in Nepal, India, and China, sustainable conservation of tree‐ferns through a species conservation action plan holds broader implications.https://doi.org/10.1002/ece3.71179climate changedistributionmid‐hillsmodelingtree‐ferns
spellingShingle Ripu M. Kunwar
Dipak Khadka
Khum Thapa‐Magar
Binaya Adhikari
Durga H. Kutal
Rama Ghimire
Komal R. Kafle
Sony Baral
Gokarna J. Thapa
Ananta Bhandari
Effects of Climate Change Scenarios on Population and Distribution Pattern of Tree–Ferns in Nepal
Ecology and Evolution
climate change
distribution
mid‐hills
modeling
tree‐ferns
title Effects of Climate Change Scenarios on Population and Distribution Pattern of Tree–Ferns in Nepal
title_full Effects of Climate Change Scenarios on Population and Distribution Pattern of Tree–Ferns in Nepal
title_fullStr Effects of Climate Change Scenarios on Population and Distribution Pattern of Tree–Ferns in Nepal
title_full_unstemmed Effects of Climate Change Scenarios on Population and Distribution Pattern of Tree–Ferns in Nepal
title_short Effects of Climate Change Scenarios on Population and Distribution Pattern of Tree–Ferns in Nepal
title_sort effects of climate change scenarios on population and distribution pattern of tree ferns in nepal
topic climate change
distribution
mid‐hills
modeling
tree‐ferns
url https://doi.org/10.1002/ece3.71179
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