Research Article
Current and future potential habitat suitability prediction of an endemic freshwater fish species Seminemacheilus lendlii (Hankó, 1925) using Maximum Entropy Modelling (MaxEnt) under climate change scenarios: implications for conservation
Abstract
Climate change is one of the important phenomena of the century. Species distribution models have become very popular in recent years for conservation planning. When making management and conservation plans for a species, it is essential to know the current and future distributions. Expected temperature and precipitation changes will significantly affect the distribution areas of the species. These changes may result in habitat losses for some species and habitat expansion for others. This study, which current and future distribution area of Seminemacheilus lendlii, occurred in a very narrow area in Turkey, which is categorized as ‘Vulnerable’ by the International Union for Conservation of Nature (IUCN) was explored. Bioclimatic variables (Bio 1-19) were applied to determine the habitat suitability of S. lendlii under a current and a future (CCSM4, RCP’s 2.6, 4.5, and 8.5 2070) scenario using MaxEnt software. The most influential variables were respectively bio_15, bio_14, bio_8, bio_4, bio_3, and the environmental variable that decreases the gain the most when it is omitted was the precipitation seasonality (Coefficient of Variation) (bio_15). S. lendlii is a sensitive species, with a not endurance to environmental stress. As a result of the modeling, it has been observed that there will be a significant decrease in the suitable habitats until 2070.
References
- Afsar M, Çiçek K, Tayhan Y, Tok CV. 2016. New records of Eurasian Blind Snake, Xerotyphlops vermicularis (Merrem, 1820) from the Black Sea region of Turkey and its updated distribution. Biharean Biologist. 10(2):98-103.
- Akçakaya A, Sümer UM, Demircan M, Demir Ö, Atay H, Eskioğlu O, Gürkan H, Yazıcı B, Kocatürk A, Şensoy S, Bölük E, Arabacı H, Açar Y, Ekici M, Yağan S, Çukurçayır F. 2015. Yeni Senaryolarla Türkiye İklimProjeksiyonları ve İklim Değişikliği. Ankara: Meteoroloji Genel Müdürlüğü Yayını. Report No.: TR2015-CC.
- Collins WD, Bitz CM, Blackmon ML, Bonan GB, Bretherton CS, Carton JA, Chang P, Doney SC, Hack JJ, Henderson TB, Kiehl JT, Large WG, McKenna DS, Santer BD, Smith RD. 2006. The community climate system model version 3 (CCSM3). J Climate. 19(11): 2122-2143. doi: 10.1175/JCLI3761.1
- Çiçek E, Görgün A, Bağra O, Sungur S. 2018a. EurAsian Fish Index with web based software (EAFI 1.0). Acta Biologica Turcica. 31(4):209-219.
- Çiçek E, Fricke R, Sungur S, Eagderi S. 2018b. Endemic Freshwater Fishes of Turkey. Fishtaxa 3(4):1-39.
- Çiçek E. 2020. Seminemacheilus dursunavsari, a new Nemachelid Species (Teleostei: Nemacheilidae) from Turkey. 7(1):68-77. doi: 10.22034/iji.v7i1.494
- Demircan M, Demir Ö, Atay H, Eskioğlu O, Tüvan A, Akçakaya A. 2014. Climate change projections for Turkey with new scenarios. Paper presented at: In The Climate Change and Climate Dynamics Conference; İstanbul, Turkey.
- Dülgeroğlu C, Aksoy A. 2018. Küresel iklim değişikliğinin Origanum minutiflorum Schwarz & PH Davis’in coğrafi dağılımına etkisinin maximum entropi algoritması ile tahmini. Erzincan Üniversitesi Fen Bilimleri Enstitüsü Dergisi. 11(2):182-190. doi: 10.18185/erzifbed.384196
- Freyhof J, Erk'akan F, Özeren C, Perdices A. 2011. An overview of the western Palaearctic loach genus Oxynoemacheilus (Teleostei: Nemacheilidae). Ichthyol Explor Fres. 22(4): 301-312.
- Freyhof J. 2014. Seminemacheilus lendlii. The IUCN Red List of Threatened Species 2014: E.T39289A19007036; [cited 23.04.2020]. Available from https://www.iucnredlist.org/species/39289/19007036
- Fricke R, Eschmeyer WN, Van der Laan R. 2020. Eschmeyer's Catalog of Fishes: Genera, Species; [cited 21.03.2020]. Available from http://researcharchive.calacademy.org/research/ichthyology/catalog/fishcatmain.asp
- GBIF. 2019. The Global Biodiversity Information Facility. “Seminemacheilus lendlii (Hankó, 1925) in GBIF Secretariat; [cited 2020 Apr 24]. Available from https://www.gbif.org/species/2358126
- Gebrewahid Y, Abrehe S, Meresa E, Eyasu G, Abay K, Gebreab G, Kidanemariam K, Adissu G, Abreha G, Darcha G. 2020. Current and future predicting potential areas of Oxytenanthera abyssinica (A. Richard) using MaxEnt model under climate change in Northern Ethiopia. Ecological Processes. 9(6):1-15. doi: 10.1186/s13717-019-0210-8
- Gent PR, Danabasoglu G, Donner LJ, Holland MM, Hunke EC, Jayne SR, Lawrence DM, Neale RB, Rasch PJ, Vertenstein M, Worley PH, Yang ZL, Zhang M. 2011. The community climate system model version 4. J Climate. 24(19):4973-4991. doi: 10.1175/2011JCLI4083.1
- Gül S, Kumlutaş Y, Ilgaz Ç. 2018. Potential distribution under different climatic scenarios of climate change of the vulnerable Caucasian salamander (Mertensiella caucasica): A case study of the Caucasus Hotspot. Biologia. 73(2):175-184. doi: 10.2478/s11756-018-0020-y
- Hijmans RJ, Cameron SE, Parra JL, Jones PG, Jarvis A. 2005. Very high resolution interpolated climate surfaces for global land areas. International Journal of Climatology: A Journal of the Royal Meteorological Society. 25(15):1965-1978. doi: 10.1002/joc.1276
- Hijmans RJ, Graham CH. 2006. The ability of climate envelope models to predict the effect of climate change on species distributions. Global Change Biol 12(12):2272-2281. doi: 10.1111/j.1365-2486.2006.01256.x
- Kafash A, Ashrafi S, Ohler A, Yousefi M, Malakoutikhah S, Koehler G, Schmidt BR. 2018. Climate change produces winners and losers: Differential responses of amphibians in mountain forests of the Near East. Global Ecology and Conservation. 16(e00471):1-31. doi: 10.1016/j.gecco.2018.e00471
- Koç DE, Svenning JC, Avcı M. 2018. Climate change impacts on the potential distribution of Taxus baccata L. in the Eastern Mediterranean and the Bolkar Mountains (Turkey) from last glacial maximum to the future. Eurasian Journal of Forest Science. 6(3):69-82. doi: 10.31195/ejejfs.435962
- Köse E, Çiçek A, Uysal K, Tokatlı C, Arslan N, Emiroğlu, Ö. 2016. Evaluation of surface water quality in Porsuk Stream. Anadolu University Journal of Science and Technology C- Life Science and Biotechnology. 4(2):81-93. doi: 10.18036/btdc.35567
- Köse E, Emiroğlu Ö, Çiçek A, Tokatli C, Başkurt S, Aksu S. 2018. Sediment Quality Assessment in Porsuk Stream Basin (Turkey) from a Multi-Statistical Perspective. Pol J Environ Stud. 27(2):747-757. doi: 10.15244/pjoes/76113
- Kramer‐Schadt S, Niedballa J, Pilgrim JD, Schröder B, Lindenborn J, Reinfelder V, Stillfried M, Heckmann I, Scharf AK, Augeri DM, Cheyne SM, Hearn AJ, Ross J, Macdonald DW, Mathai J, Eaton J, Marshall AJ, Semiadi G, Rustam R, Bernard H, Alfred R, Samejima H, Duckworth JW, Breitenmoser‐Wuersten C, Belant JL, Hofer H, Wilting A. 2013. The importance of correcting for sampling bias in MaxEnt species distribution models. Diver Distrib. 19(11):1366-1379. doi: 10.1111/ddi.12096
- Liang Q, Xu X, Mao K, Wang M, Wang K, Xi Z, Liu J. 2018. Shifts in plant distributions in response to climate warming in a biodiversity hotspot, the Hengduan Mountains. J Biogeogr. 45(6):1334-1344. doi: 10.1111/jbi.13229
- Mangıt F, Korkmaz M, Sü U, Yerli SV. 2017. Actual Status of Eber Lake in Terms of Fish Community Structure. Journal of Limnology and Freshwater Fisheries Research. 3(2):101-106. doi: 10.17216/limnofish.327824
- MGM 2020. Meteoroloji Genel Müdürlüğü. Analizler; [cited 2020 Sep 01]. Available from https://www.mgm.gov.tr/veridegerlendirme/il-ve-ilceler-istatistik.aspx?k=H
- Mohammadi S, Ebrahimi E, Moghadam MS, Bosso L. 2019. Modelling current and future potential distributions of two desert jerboas under climate change in Iran. Ecol Inform. 52:7-13. doi: 10.1016/j.ecoinf.2019.04.003
- Olusanya HO, van Zyll de Jong M. 2018. Assessing the vulnerability of freshwater fishes to climate change in Newfoundland and Labrador. Plos One. 13(12):e0208182. doi: 10.1371/journal.pone.0208182
- Öztürk K. 2002. Küresel İklim Değişikliği ve Türkiyeye Olası Etkileri. Gazi Üniversitesi Gazi Eğitim Fakültesi Dergisi. 22(1):47-65
- Phillips SJ, Dudik M. 2008. Modeling of species distributions with MaxEnt: new extensions and a comprehensive evaluation. Ecography 31(2):161-175. doi: 10.1111/j.0906-7590.2008.5203.x
- Phillips SJ, Dudík M, Schapire R E. 2017. Maxent software for modeling species niches and distributions (Version 3.4. 1); [cited 2020 Sep 03]. Available from http://biodiversityinformatics.amnh.org/open_source/maxent.
- Qin A, Liu B, Guo Q, Bussmann RW, Ma F, Jian Z, Pei S. 2017. Maxent modeling for predicting impacts of climate change on the potential distribution of Thuja sutchuenensis Franch., an extremely endangered conifer from southwestern China. Global Ecology and Conservation. 10:139-146. doi: 10.1016/j.gecco.2017.02.004
- Rodríguez-Rey M, Consuegra S, Börger L, Garcia de Leaniz C. 2019. Improving Species Distribution Modelling of freshwater invasive species for management applications. Plos One. 14(6):e0217896. doi: 10.1371/journal.pone.0217896
- Sener E, Davraz A, Sener S. 2010. Investigation of Aksehir and Eber Lakes (SW Turkey) coastline change with multitemporal satellite images. Water Resour Manag. 24(4):727-745. doi: 10.1007/s11269-009-9467-5
- Sungur S, Jalılı P, Eagderı S, Çiçek E. 2018. Seminemacheilus ahmeti, a new species of Nemachelid from Sultan Marshes, Turkey. FishTaxa. 3(2):466-473.
- Süel H, Mert A, Yalcinkaya B. 2018. Changing potential distribution of gray wolf under climate change in lake district, Turkey. Appl Ecol Env Res. 16(5):7129-7137. doi: 10.15666/aeer/1605_71297137
- Tok CV, Koyun M, Çiçek K. 2016. Predicting the current and future potential distributions of Anatolia Newt, Neurergus strauchii (Steindachner, 1887), with a new record from Elazığ (Eastern Anatolia, Turkey). Biharean Biologist. 10(2):104-108.
- Walls SC. 2009. The role of climate in the dynamics of a hybrid zone in Appalachian salamanders. Glob Change Biol. 15(8):1903-1910. doi: 10.1111/j.1365-2486.2009.01867.x
- Warren DL, Glor RE, Turelli M. 2010. ENMTools: a toolbox for comparative studies of environmental niche models. Ecography. 33(3):607–611. doi: 10.1111/j.1600-0587.2009.06142.x
- Yoğurtçuoğlu B, Kaya C, Geiger MF, Freyhof J. 2020. Revision of the genus Seminemacheilus, with the description of three new species (Teleostei: Nemacheilidae). Zootaxa. 4802(3): 477-501. doi: 10.11646/zootaxa.4802.3.5
- Yousefi M, Jouladeh-Roudbar A, Kafash A. 2020. Using endemic freshwater fishes as proxies of their ecosystems to identify high priority rivers for conservation under climate change. Ecol Indic. 112:106137. doi: 10.1016/j.ecolind.2020.106137
Maksimum Entropi Modellemesi (MaxEnt) kullanarak endemik bir tatlı su balık türünün olan Seminemacheilus lendlii (Hankó, 1925)’in güncel ve gelecek potansiyel habitat uygunluğunun tahmini: koruma için çıkarımlar
Abstract
İklim değişikliği, yüzyılın önemli olaylarından biridir. Son yıllarda tür dağılım modelleri tür koruma planlamaları için popüler hale gelmiştir. Bir tür için yönetim ve koruma planları yaparken, mevcut ve gelecekteki potansiyel dağılım alanlarının bilinmesi esastır. Beklenen sıcaklık ve yağış değişiklikleri, türlerin dağılım alanlarını önemli ölçüde etkileyecektir. Bu değişiklikler, bazı türler için habitat kayıplarına ve bazı türleri için ise habitat genişlemesine neden olabilir. Bu çalışmada Türkiye'de çok dar bir alanda dağılım gösteren ve Uluslararası Doğa Koruma Birliği (IUCN) tarafından koruma statüsü 'Vulnerable' olarak kategorize edilen Seminemacheilus lendlii'nin güncel ve gelecekteki potansiyel uygun habitatların araştırılması yapılmıştır. S. Lendlii’nin güncel ve gelecekteki uygun habitatlarının belirlenmesi için 19 bioklimatik değişken (Bio 1-19) ve gelecek uygun habitat tahmini için CCSM4’ ün üç emisyon senaryosu (RCP 2.6, 4.5 ve 8.5 2070) kullanılmıştır. Türün dağılımında en fazla katkıyı sağlayan iklim değişkenleri sırasıyla bio_15, bio_14, bio_8, bio_4, bio_ 3’ tür. Modele kazanımı en fazla etkileyen değişken mevsimsel yağış (Bio 15) olmuştur. S. lendlii, çevresel strese dayanıklı olmayan hassas bir türdür. Yapılan modelleme sonucunda 2070 yılına kadar türün uygun habitatlarında önemli bir azalma olacağı görülmüştür.
References
- Afsar M, Çiçek K, Tayhan Y, Tok CV. 2016. New records of Eurasian Blind Snake, Xerotyphlops vermicularis (Merrem, 1820) from the Black Sea region of Turkey and its updated distribution. Biharean Biologist. 10(2):98-103.
- Akçakaya A, Sümer UM, Demircan M, Demir Ö, Atay H, Eskioğlu O, Gürkan H, Yazıcı B, Kocatürk A, Şensoy S, Bölük E, Arabacı H, Açar Y, Ekici M, Yağan S, Çukurçayır F. 2015. Yeni Senaryolarla Türkiye İklimProjeksiyonları ve İklim Değişikliği. Ankara: Meteoroloji Genel Müdürlüğü Yayını. Report No.: TR2015-CC.
- Collins WD, Bitz CM, Blackmon ML, Bonan GB, Bretherton CS, Carton JA, Chang P, Doney SC, Hack JJ, Henderson TB, Kiehl JT, Large WG, McKenna DS, Santer BD, Smith RD. 2006. The community climate system model version 3 (CCSM3). J Climate. 19(11): 2122-2143. doi: 10.1175/JCLI3761.1
- Çiçek E, Görgün A, Bağra O, Sungur S. 2018a. EurAsian Fish Index with web based software (EAFI 1.0). Acta Biologica Turcica. 31(4):209-219.
- Çiçek E, Fricke R, Sungur S, Eagderi S. 2018b. Endemic Freshwater Fishes of Turkey. Fishtaxa 3(4):1-39.
- Çiçek E. 2020. Seminemacheilus dursunavsari, a new Nemachelid Species (Teleostei: Nemacheilidae) from Turkey. 7(1):68-77. doi: 10.22034/iji.v7i1.494
- Demircan M, Demir Ö, Atay H, Eskioğlu O, Tüvan A, Akçakaya A. 2014. Climate change projections for Turkey with new scenarios. Paper presented at: In The Climate Change and Climate Dynamics Conference; İstanbul, Turkey.
- Dülgeroğlu C, Aksoy A. 2018. Küresel iklim değişikliğinin Origanum minutiflorum Schwarz & PH Davis’in coğrafi dağılımına etkisinin maximum entropi algoritması ile tahmini. Erzincan Üniversitesi Fen Bilimleri Enstitüsü Dergisi. 11(2):182-190. doi: 10.18185/erzifbed.384196
- Freyhof J, Erk'akan F, Özeren C, Perdices A. 2011. An overview of the western Palaearctic loach genus Oxynoemacheilus (Teleostei: Nemacheilidae). Ichthyol Explor Fres. 22(4): 301-312.
- Freyhof J. 2014. Seminemacheilus lendlii. The IUCN Red List of Threatened Species 2014: E.T39289A19007036; [cited 23.04.2020]. Available from https://www.iucnredlist.org/species/39289/19007036
- Fricke R, Eschmeyer WN, Van der Laan R. 2020. Eschmeyer's Catalog of Fishes: Genera, Species; [cited 21.03.2020]. Available from http://researcharchive.calacademy.org/research/ichthyology/catalog/fishcatmain.asp
- GBIF. 2019. The Global Biodiversity Information Facility. “Seminemacheilus lendlii (Hankó, 1925) in GBIF Secretariat; [cited 2020 Apr 24]. Available from https://www.gbif.org/species/2358126
- Gebrewahid Y, Abrehe S, Meresa E, Eyasu G, Abay K, Gebreab G, Kidanemariam K, Adissu G, Abreha G, Darcha G. 2020. Current and future predicting potential areas of Oxytenanthera abyssinica (A. Richard) using MaxEnt model under climate change in Northern Ethiopia. Ecological Processes. 9(6):1-15. doi: 10.1186/s13717-019-0210-8
- Gent PR, Danabasoglu G, Donner LJ, Holland MM, Hunke EC, Jayne SR, Lawrence DM, Neale RB, Rasch PJ, Vertenstein M, Worley PH, Yang ZL, Zhang M. 2011. The community climate system model version 4. J Climate. 24(19):4973-4991. doi: 10.1175/2011JCLI4083.1
- Gül S, Kumlutaş Y, Ilgaz Ç. 2018. Potential distribution under different climatic scenarios of climate change of the vulnerable Caucasian salamander (Mertensiella caucasica): A case study of the Caucasus Hotspot. Biologia. 73(2):175-184. doi: 10.2478/s11756-018-0020-y
- Hijmans RJ, Cameron SE, Parra JL, Jones PG, Jarvis A. 2005. Very high resolution interpolated climate surfaces for global land areas. International Journal of Climatology: A Journal of the Royal Meteorological Society. 25(15):1965-1978. doi: 10.1002/joc.1276
- Hijmans RJ, Graham CH. 2006. The ability of climate envelope models to predict the effect of climate change on species distributions. Global Change Biol 12(12):2272-2281. doi: 10.1111/j.1365-2486.2006.01256.x
- Kafash A, Ashrafi S, Ohler A, Yousefi M, Malakoutikhah S, Koehler G, Schmidt BR. 2018. Climate change produces winners and losers: Differential responses of amphibians in mountain forests of the Near East. Global Ecology and Conservation. 16(e00471):1-31. doi: 10.1016/j.gecco.2018.e00471
- Koç DE, Svenning JC, Avcı M. 2018. Climate change impacts on the potential distribution of Taxus baccata L. in the Eastern Mediterranean and the Bolkar Mountains (Turkey) from last glacial maximum to the future. Eurasian Journal of Forest Science. 6(3):69-82. doi: 10.31195/ejejfs.435962
- Köse E, Çiçek A, Uysal K, Tokatlı C, Arslan N, Emiroğlu, Ö. 2016. Evaluation of surface water quality in Porsuk Stream. Anadolu University Journal of Science and Technology C- Life Science and Biotechnology. 4(2):81-93. doi: 10.18036/btdc.35567
- Köse E, Emiroğlu Ö, Çiçek A, Tokatli C, Başkurt S, Aksu S. 2018. Sediment Quality Assessment in Porsuk Stream Basin (Turkey) from a Multi-Statistical Perspective. Pol J Environ Stud. 27(2):747-757. doi: 10.15244/pjoes/76113
- Kramer‐Schadt S, Niedballa J, Pilgrim JD, Schröder B, Lindenborn J, Reinfelder V, Stillfried M, Heckmann I, Scharf AK, Augeri DM, Cheyne SM, Hearn AJ, Ross J, Macdonald DW, Mathai J, Eaton J, Marshall AJ, Semiadi G, Rustam R, Bernard H, Alfred R, Samejima H, Duckworth JW, Breitenmoser‐Wuersten C, Belant JL, Hofer H, Wilting A. 2013. The importance of correcting for sampling bias in MaxEnt species distribution models. Diver Distrib. 19(11):1366-1379. doi: 10.1111/ddi.12096
- Liang Q, Xu X, Mao K, Wang M, Wang K, Xi Z, Liu J. 2018. Shifts in plant distributions in response to climate warming in a biodiversity hotspot, the Hengduan Mountains. J Biogeogr. 45(6):1334-1344. doi: 10.1111/jbi.13229
- Mangıt F, Korkmaz M, Sü U, Yerli SV. 2017. Actual Status of Eber Lake in Terms of Fish Community Structure. Journal of Limnology and Freshwater Fisheries Research. 3(2):101-106. doi: 10.17216/limnofish.327824
- MGM 2020. Meteoroloji Genel Müdürlüğü. Analizler; [cited 2020 Sep 01]. Available from https://www.mgm.gov.tr/veridegerlendirme/il-ve-ilceler-istatistik.aspx?k=H
- Mohammadi S, Ebrahimi E, Moghadam MS, Bosso L. 2019. Modelling current and future potential distributions of two desert jerboas under climate change in Iran. Ecol Inform. 52:7-13. doi: 10.1016/j.ecoinf.2019.04.003
- Olusanya HO, van Zyll de Jong M. 2018. Assessing the vulnerability of freshwater fishes to climate change in Newfoundland and Labrador. Plos One. 13(12):e0208182. doi: 10.1371/journal.pone.0208182
- Öztürk K. 2002. Küresel İklim Değişikliği ve Türkiyeye Olası Etkileri. Gazi Üniversitesi Gazi Eğitim Fakültesi Dergisi. 22(1):47-65
- Phillips SJ, Dudik M. 2008. Modeling of species distributions with MaxEnt: new extensions and a comprehensive evaluation. Ecography 31(2):161-175. doi: 10.1111/j.0906-7590.2008.5203.x
- Phillips SJ, Dudík M, Schapire R E. 2017. Maxent software for modeling species niches and distributions (Version 3.4. 1); [cited 2020 Sep 03]. Available from http://biodiversityinformatics.amnh.org/open_source/maxent.
- Qin A, Liu B, Guo Q, Bussmann RW, Ma F, Jian Z, Pei S. 2017. Maxent modeling for predicting impacts of climate change on the potential distribution of Thuja sutchuenensis Franch., an extremely endangered conifer from southwestern China. Global Ecology and Conservation. 10:139-146. doi: 10.1016/j.gecco.2017.02.004
- Rodríguez-Rey M, Consuegra S, Börger L, Garcia de Leaniz C. 2019. Improving Species Distribution Modelling of freshwater invasive species for management applications. Plos One. 14(6):e0217896. doi: 10.1371/journal.pone.0217896
- Sener E, Davraz A, Sener S. 2010. Investigation of Aksehir and Eber Lakes (SW Turkey) coastline change with multitemporal satellite images. Water Resour Manag. 24(4):727-745. doi: 10.1007/s11269-009-9467-5
- Sungur S, Jalılı P, Eagderı S, Çiçek E. 2018. Seminemacheilus ahmeti, a new species of Nemachelid from Sultan Marshes, Turkey. FishTaxa. 3(2):466-473.
- Süel H, Mert A, Yalcinkaya B. 2018. Changing potential distribution of gray wolf under climate change in lake district, Turkey. Appl Ecol Env Res. 16(5):7129-7137. doi: 10.15666/aeer/1605_71297137
- Tok CV, Koyun M, Çiçek K. 2016. Predicting the current and future potential distributions of Anatolia Newt, Neurergus strauchii (Steindachner, 1887), with a new record from Elazığ (Eastern Anatolia, Turkey). Biharean Biologist. 10(2):104-108.
- Walls SC. 2009. The role of climate in the dynamics of a hybrid zone in Appalachian salamanders. Glob Change Biol. 15(8):1903-1910. doi: 10.1111/j.1365-2486.2009.01867.x
- Warren DL, Glor RE, Turelli M. 2010. ENMTools: a toolbox for comparative studies of environmental niche models. Ecography. 33(3):607–611. doi: 10.1111/j.1600-0587.2009.06142.x
- Yoğurtçuoğlu B, Kaya C, Geiger MF, Freyhof J. 2020. Revision of the genus Seminemacheilus, with the description of three new species (Teleostei: Nemacheilidae). Zootaxa. 4802(3): 477-501. doi: 10.11646/zootaxa.4802.3.5
- Yousefi M, Jouladeh-Roudbar A, Kafash A. 2020. Using endemic freshwater fishes as proxies of their ecosystems to identify high priority rivers for conservation under climate change. Ecol Indic. 112:106137. doi: 10.1016/j.ecolind.2020.106137
There are 40 citations in total.
Details
| Primary Language | English |
|---|---|
| Subjects | Fisheries Management |
| Journal Section | Research Article |
| Authors | |
| Publication Date | April 29, 2021 |
| Published in Issue | Year 2021 |