Fungus under a Changing Climate: Modeling the Current and Future Global Distribution of Fusarium oxysporum Using Geographical Information System Data
The impact of climate change on biodiversity has been the subject of numerous research in recent years. The multiple elements of climate change are expected to affect all levels of biodiversity, including microorganisms. The common worldwide fungus Fusarium oxysporum colonizes plant roots as well as...
Saved in:
| Published in | Microorganisms (Basel) Vol. 11; no. 2; p. 468 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Switzerland
MDPI AG
13.02.2023
MDPI |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2076-2607 2076-2607 |
| DOI | 10.3390/microorganisms11020468 |
Cover
| Abstract | The impact of climate change on biodiversity has been the subject of numerous research in recent years. The multiple elements of climate change are expected to affect all levels of biodiversity, including microorganisms. The common worldwide fungus Fusarium oxysporum colonizes plant roots as well as soil and several other substrates. It causes predominant vascular wilt disease in different strategic crops such as banana, tomato, palm, and even cotton, thereby leading to severe losses. So, a robust maximum entropy algorithm was implemented in the well-known modeling program Maxent to forecast the current and future global distribution of F. oxysporum under two representative concentration pathways (RCPs 2.6 and 8.5) for 2050 and 2070. The Maxent model was calibrated using 1885 occurrence points. The resulting models were fit with AUC and TSS values equal to 0.9 (±0.001) and 0.7, respectively. Increasing temperatures due to global warming caused differences in habitat suitability between the current and future distributions of F. oxysporum, especially in Europe. The most effective parameter of this fungus distribution was the annual mean temperature (Bio 1); the two-dimensional niche analysis indicated that the fungus has a wide precipitation range because it can live in both dry and rainy habitats as well as a range of temperatures in which it can live to certain limits. The predicted shifts should act as an alarm sign for decision makers, particularly in countries that depend on such staple crops harmed by the fungus. |
|---|---|
| AbstractList | The impact of climate change on biodiversity has been the subject of numerous research in recent years. The multiple elements of climate change are expected to affect all levels of biodiversity, including microorganisms. The common worldwide fungus Fusarium oxysporum colonizes plant roots as well as soil and several other substrates. It causes predominant vascular wilt disease in different strategic crops such as banana, tomato, palm, and even cotton, thereby leading to severe losses. So, a robust maximum entropy algorithm was implemented in the well-known modeling program Maxent to forecast the current and future global distribution of F. oxysporum under two representative concentration pathways (RCPs 2.6 and 8.5) for 2050 and 2070. The Maxent model was calibrated using 1885 occurrence points. The resulting models were fit with AUC and TSS values equal to 0.9 (±0.001) and 0.7, respectively. Increasing temperatures due to global warming caused differences in habitat suitability between the current and future distributions of F. oxysporum, especially in Europe. The most effective parameter of this fungus distribution was the annual mean temperature (Bio 1); the two-dimensional niche analysis indicated that the fungus has a wide precipitation range because it can live in both dry and rainy habitats as well as a range of temperatures in which it can live to certain limits. The predicted shifts should act as an alarm sign for decision makers, particularly in countries that depend on such staple crops harmed by the fungus. The impact of climate change on biodiversity has been the subject of numerous research in recent years. The multiple elements of climate change are expected to affect all levels of biodiversity, including microorganisms. The common worldwide fungus Fusarium oxysporum colonizes plant roots as well as soil and several other substrates. It causes predominant vascular wilt disease in different strategic crops such as banana, tomato, palm, and even cotton, thereby leading to severe losses. So, a robust maximum entropy algorithm was implemented in the well-known modeling program Maxent to forecast the current and future global distribution of F. oxysporum under two representative concentration pathways (RCPs 2.6 and 8.5) for 2050 and 2070. The Maxent model was calibrated using 1885 occurrence points. The resulting models were fit with AUC and TSS values equal to 0.9 (±0.001) and 0.7, respectively. Increasing temperatures due to global warming caused differences in habitat suitability between the current and future distributions of F. oxysporum, especially in Europe. The most effective parameter of this fungus distribution was the annual mean temperature (Bio 1); the two-dimensional niche analysis indicated that the fungus has a wide precipitation range because it can live in both dry and rainy habitats as well as a range of temperatures in which it can live to certain limits. The predicted shifts should act as an alarm sign for decision makers, particularly in countries that depend on such staple crops harmed by the fungus.The impact of climate change on biodiversity has been the subject of numerous research in recent years. The multiple elements of climate change are expected to affect all levels of biodiversity, including microorganisms. The common worldwide fungus Fusarium oxysporum colonizes plant roots as well as soil and several other substrates. It causes predominant vascular wilt disease in different strategic crops such as banana, tomato, palm, and even cotton, thereby leading to severe losses. So, a robust maximum entropy algorithm was implemented in the well-known modeling program Maxent to forecast the current and future global distribution of F. oxysporum under two representative concentration pathways (RCPs 2.6 and 8.5) for 2050 and 2070. The Maxent model was calibrated using 1885 occurrence points. The resulting models were fit with AUC and TSS values equal to 0.9 (±0.001) and 0.7, respectively. Increasing temperatures due to global warming caused differences in habitat suitability between the current and future distributions of F. oxysporum, especially in Europe. The most effective parameter of this fungus distribution was the annual mean temperature (Bio 1); the two-dimensional niche analysis indicated that the fungus has a wide precipitation range because it can live in both dry and rainy habitats as well as a range of temperatures in which it can live to certain limits. The predicted shifts should act as an alarm sign for decision makers, particularly in countries that depend on such staple crops harmed by the fungus. The impact of climate change on biodiversity has been the subject of numerous research in recent years. The multiple elements of climate change are expected to affect all levels of biodiversity, including microorganisms. The common worldwide fungus colonizes plant roots as well as soil and several other substrates. It causes predominant vascular wilt disease in different strategic crops such as banana, tomato, palm, and even cotton, thereby leading to severe losses. So, a robust maximum entropy algorithm was implemented in the well-known modeling program Maxent to forecast the current and future global distribution of under two representative concentration pathways (RCPs 2.6 and 8.5) for 2050 and 2070. The Maxent model was calibrated using 1885 occurrence points. The resulting models were fit with AUC and TSS values equal to 0.9 (±0.001) and 0.7, respectively. Increasing temperatures due to global warming caused differences in habitat suitability between the current and future distributions of , especially in Europe. The most effective parameter of this fungus distribution was the annual mean temperature (Bio 1); the two-dimensional niche analysis indicated that the fungus has a wide precipitation range because it can live in both dry and rainy habitats as well as a range of temperatures in which it can live to certain limits. The predicted shifts should act as an alarm sign for decision makers, particularly in countries that depend on such staple crops harmed by the fungus. |
| Author | Alkhalifah, Dalal Hussien M. Damra, Eman Hozzein, Wael N. Melhem, Moaz Beni |
| AuthorAffiliation | 2 Botany and Microbiology Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia 1 Department of Biology, College of Science, Princess Nourah bint Abdulrahman University, Riyadh 11671, Saudi Arabia 3 Botany and Microbiology Department, Faculty of Science, Beni-Suef University, Beni-Suef 62514, Egypt |
| AuthorAffiliation_xml | – name: 1 Department of Biology, College of Science, Princess Nourah bint Abdulrahman University, Riyadh 11671, Saudi Arabia – name: 2 Botany and Microbiology Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia – name: 3 Botany and Microbiology Department, Faculty of Science, Beni-Suef University, Beni-Suef 62514, Egypt |
| Author_xml | – sequence: 1 givenname: Dalal Hussien M. surname: Alkhalifah fullname: Alkhalifah, Dalal Hussien M. – sequence: 2 givenname: Eman surname: Damra fullname: Damra, Eman – sequence: 3 givenname: Moaz Beni surname: Melhem fullname: Melhem, Moaz Beni – sequence: 4 givenname: Wael N. orcidid: 0000-0003-2467-9719 surname: Hozzein fullname: Hozzein, Wael N. |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36838433$$D View this record in MEDLINE/PubMed |
| BookMark | eNqNUl1v0zAUjdAQG2N_YbLECy8FO3bsGCEk1NFSaYgH2HN04zipq8Qu_gD6Q_i_uOuYtglp-MG-uvecc7_8vDiyzuqiOCf4NaUSv5mM8s75AawJUyAEl5jx-klxUmLBZyXH4uiOfVychbDB-UhC64o8K44pr2nNKD0pfi-SHVJAyXbaI0DzNdjB2AHNRzNB1G_RZ9fpce-Ja43myXttIwLboUWKyWu0HF0LI7owIXrTpmicRa7P0QDepAm5X7uwdT5bV2Evs9Ru8LBdG5VZK9s7n_PsSV93IeoJXUCEF8XTHsagz27e0-Jq8fHb_NPs8styNf9wOVMVI3HWSiVJjzsBtZKagJLQYw1ScyaI7AimFS-ZJKytqK4xEKlqBj0RVGlGmaanxeqg2znYNFufW_a7xoFprh15xA34aNSoG8arkpaad5ID60gnK9WKsodeU4WhollLHLSS3cLuJ4zjrSDBzX5vzb_3lpnvD8xtaifdqTxgD-O9cu5HrFk3g_vRSMkFF2UWeHUj4N33pEPMmYLS4whWuxQaihmmPF_iUWgpaowFK2ueoS8fQDcueZv3kVFCVriScp_7_G7xt1X__WIZ8O4AyL2H4HXfKBOvN557MePjw-EP6P851T_MXANz |
| CitedBy_id | crossref_primary_10_1007_s12281_024_00497_1 crossref_primary_10_3390_jof9070739 crossref_primary_10_1007_s10661_024_13215_8 crossref_primary_10_1177_20499361251313841 crossref_primary_10_3389_fmicb_2024_1390969 crossref_primary_10_3390_horticulturae9040499 crossref_primary_10_1007_s12281_024_00486_4 crossref_primary_10_1007_s10658_023_02737_5 crossref_primary_10_3390_jof9080829 crossref_primary_10_1016_j_heliyon_2024_e41017 crossref_primary_10_1080_19475705_2024_2417688 crossref_primary_10_1002_ece3_70412 crossref_primary_10_1039_D3RA04737G crossref_primary_10_32604_phyton_2024_049668 crossref_primary_10_1002_ece3_70003 crossref_primary_10_1128_spectrum_02112_24 crossref_primary_10_1016_j_eti_2023_103177 crossref_primary_10_21926_aeer_2304049 crossref_primary_10_1007_s12517_024_12044_w crossref_primary_10_1080_11263504_2024_2404432 crossref_primary_10_1080_09583157_2023_2245985 crossref_primary_10_21931_RB_2023_08_03_48 |
| Cites_doi | 10.17660/ActaHortic.2018.1196.26 10.1146/annurev-phyto-080615-095919 10.1007/s10528-010-9336-1 10.1038/ngeo846 10.1016/j.tree.2011.02.012 10.1111/1748-5967.12253 10.1007/s13313-011-0033-2 10.3390/insects12040275 10.1186/s40693-021-00099-y 10.1038/s41598-018-38054-9 10.1016/S0959-3780(01)00011-5 10.1038/s41559-019-0848-8 10.1111/j.1365-2664.2006.01214.x 10.3390/insects10070190 10.1016/j.cropro.2015.02.021 10.4081/gh.2014.19 10.1038/s41579-019-0222-5 10.1128/AEM.02874-09 10.1038/nclimate1331 10.1128/mbio.00800-22 10.3390/f10040355 10.1126/science.aav0550 10.1080/19440049.2012.680613 10.1111/j.2006.0906-7590.04596.x 10.1371/journal.pone.0236110 10.1016/j.biocon.2010.11.014 10.3390/d14100845 10.1038/nclimate1056 10.3390/d14020099 10.1016/j.agee.2014.08.005 10.3390/d14070578 10.1111/j.1365-3059.2010.02412.x 10.1128/CMR.7.4.479 10.1007/s00436-019-06267-0 10.1002/ece3.2700 10.1016/j.gloenvcha.2004.04.002 10.1016/j.gloenvcha.2004.04.007 10.1038/s41598-020-61962-8 10.1111/j.0906-7590.2008.5203.x 10.1111/j.1365-294X.1992.tb00183.x 10.1071/MA12022 10.3390/insects14020120 10.1111/ecog.04960 10.3390/insects13050484 10.1128/microbe.10.233.1 10.1071/MA03304 10.13187/ejmb.2014.5.149 |
| ContentType | Journal Article |
| Copyright | 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2023 by the authors. 2023 |
| Copyright_xml | – notice: 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. – notice: 2023 by the authors. 2023 |
| DBID | AAYXX CITATION NPM 7T7 8FD 8FE 8FH ABUWG AFKRA ATCPS AZQEC BBNVY BENPR BHPHI C1K CCPQU DWQXO FR3 GNUQQ HCIFZ LK8 M7P P64 PATMY PHGZM PHGZT PIMPY PKEHL PQEST PQGLB PQQKQ PQUKI PRINS PYCSY 7X8 7S9 L.6 5PM ADTOC UNPAY DOA |
| DOI | 10.3390/microorganisms11020468 |
| DatabaseName | CrossRef PubMed Industrial and Applied Microbiology Abstracts (Microbiology A) Technology Research Database ProQuest SciTech Collection ProQuest Natural Science Journals ProQuest Central (Alumni) ProQuest Central UK/Ireland Agricultural & Environmental Science Collection ProQuest Central Essentials Biological Science Collection ProQuest Central Natural Science Collection Environmental Sciences and Pollution Management ProQuest One ProQuest Central Engineering Research Database ProQuest Central Student SciTech Premium Collection Biological Sciences Biological Science Database Biotechnology and BioEngineering Abstracts Environmental Science Database ProQuest Central Premium ProQuest One Academic (New) Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China Environmental Science Collection MEDLINE - Academic AGRICOLA AGRICOLA - Academic PubMed Central (Full Participant titles) Unpaywall for CDI: Periodical Content Unpaywall Directory of Open Access Journals |
| DatabaseTitle | CrossRef PubMed Publicly Available Content Database ProQuest Central Student Technology Research Database ProQuest One Academic Middle East (New) ProQuest Central Essentials ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Natural Science Collection ProQuest Central China Environmental Sciences and Pollution Management ProQuest Central ProQuest One Applied & Life Sciences Natural Science Collection ProQuest Central Korea Agricultural & Environmental Science Collection Biological Science Collection Industrial and Applied Microbiology Abstracts (Microbiology A) ProQuest Central (New) ProQuest Biological Science Collection ProQuest One Academic Eastern Edition Biological Science Database ProQuest SciTech Collection Biotechnology and BioEngineering Abstracts Environmental Science Collection ProQuest One Academic UKI Edition Environmental Science Database Engineering Research Database ProQuest One Academic ProQuest One Academic (New) MEDLINE - Academic AGRICOLA AGRICOLA - Academic |
| DatabaseTitleList | AGRICOLA MEDLINE - Academic Publicly Available Content Database CrossRef PubMed |
| Database_xml | – sequence: 1 dbid: DOA name: DOAJ - Directory of Open Access Journals (Some content may be blocked by TCTC IT security protocols) url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: NPM name: PubMed url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 3 dbid: UNPAY name: Unpaywall url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/ sourceTypes: Open Access Repository – sequence: 4 dbid: BENPR name: ProQuest Central url: http://www.proquest.com/pqcentral?accountid=15518 sourceTypes: Aggregation Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Biology |
| EISSN | 2076-2607 |
| ExternalDocumentID | oai_doaj_org_article_465232e6d96a4d1d95cb72fafe3c0a53 10.3390/microorganisms11020468 PMC9967672 36838433 10_3390_microorganisms11020468 |
| Genre | Journal Article |
| GeographicLocations | Europe |
| GeographicLocations_xml | – name: Europe |
| GrantInformation_xml | – fundername: Researchers Supporting Project number (PNURSP2022R15), Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia grantid: (PNURSP2022R15) – fundername: Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia grantid: PNURSP2023R15 |
| GroupedDBID | 53G 5VS 7XC 8FE 8FH AADQD AAFWJ AAHBH AAYXX ACPRK AFKRA AFPKN AFRAH AFZYC ALMA_UNASSIGNED_HOLDINGS ATCPS BBNVY BENPR BHPHI CCPQU CITATION ECGQY GROUPED_DOAJ GS5 GX1 HCIFZ HYE IAO ITC KQ8 LK8 M48 M7P MODMG M~E OK1 PATMY PGMZT PHGZM PHGZT PIMPY PQGLB PROAC PYCSY RNS RPM NPM 7T7 8FD ABUWG AZQEC C1K DWQXO FR3 GNUQQ P64 PKEHL PQEST PQQKQ PQUKI PRINS 7X8 PUEGO 7S9 L.6 5PM ADRAZ ADTOC IPNFZ RIG UNPAY |
| ID | FETCH-LOGICAL-c541t-b9c91f0d7a8c9e1ac9af0ea9e64719d1035624914b53e80a19c84af173ce434e3 |
| IEDL.DBID | M48 |
| ISSN | 2076-2607 |
| IngestDate | Fri Oct 03 12:52:14 EDT 2025 Sun Oct 26 03:33:47 EDT 2025 Tue Sep 30 17:16:54 EDT 2025 Fri Sep 05 09:34:08 EDT 2025 Thu Sep 04 15:54:10 EDT 2025 Fri Jul 25 12:02:43 EDT 2025 Thu Jan 02 22:53:02 EST 2025 Thu Oct 16 04:43:08 EDT 2025 Thu Apr 24 22:57:33 EDT 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 2 |
| Keywords | maxent Fusarium oxysporum species distribution modeling climate change |
| Language | English |
| License | Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). cc-by |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c541t-b9c91f0d7a8c9e1ac9af0ea9e64719d1035624914b53e80a19c84af173ce434e3 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 |
| ORCID | 0000-0003-2467-9719 |
| OpenAccessLink | http://journals.scholarsportal.info/openUrl.xqy?doi=10.3390/microorganisms11020468 |
| PMID | 36838433 |
| PQID | 2779505992 |
| PQPubID | 2032358 |
| ParticipantIDs | doaj_primary_oai_doaj_org_article_465232e6d96a4d1d95cb72fafe3c0a53 unpaywall_primary_10_3390_microorganisms11020468 pubmedcentral_primary_oai_pubmedcentral_nih_gov_9967672 proquest_miscellaneous_3040360407 proquest_miscellaneous_2780074286 proquest_journals_2779505992 pubmed_primary_36838433 crossref_citationtrail_10_3390_microorganisms11020468 crossref_primary_10_3390_microorganisms11020468 |
| PublicationCentury | 2000 |
| PublicationDate | 20230213 |
| PublicationDateYYYYMMDD | 2023-02-13 |
| PublicationDate_xml | – month: 2 year: 2023 text: 20230213 day: 13 |
| PublicationDecade | 2020 |
| PublicationPlace | Switzerland |
| PublicationPlace_xml | – name: Switzerland – name: Basel |
| PublicationTitle | Microorganisms (Basel) |
| PublicationTitleAlternate | Microorganisms |
| PublicationYear | 2023 |
| Publisher | MDPI AG MDPI |
| Publisher_xml | – name: MDPI AG – name: MDPI |
| References | Guo (ref_5) 2019; 3 Allouche (ref_34) 2006; 43 Tyagi (ref_38) 2014; 5 Burgess (ref_8) 2012; 33 Tol (ref_50) 2004; 14 ref_11 (ref_43) 2021; 94 Gordon (ref_44) 1992; 1 Baysal (ref_16) 2010; 48 Shabani (ref_17) 2014; 197 Magan (ref_46) 2011; 60 McGovern (ref_15) 2015; 73 Cavicchioli (ref_7) 2019; 17 Wilson (ref_21) 2011; 144 Zhou (ref_6) 2012; 2 Byeon (ref_23) 2018; 48 Hosni (ref_27) 2020; 10 Callaway (ref_51) 2004; 14 Crowther (ref_4) 2019; 365 Nelson (ref_12) 1994; 7 ref_28 ref_26 Parikka (ref_3) 2012; 29 Hosni (ref_32) 2022; 14 Tiedje (ref_1) 2022; 13 Elith (ref_35) 2006; 29 Zurell (ref_25) 2020; 43 Runquist (ref_20) 2019; 9 McMahon (ref_18) 2011; 26 Guo (ref_22) 2019; 10 ref_33 Pitt (ref_10) 2003; 24 Smith (ref_14) 2007; 16 Parmesan (ref_19) 2011; 1 Escobar (ref_29) 2014; 9 ref_37 Parry (ref_52) 2001; 11 Mulieri (ref_36) 2019; 118 Hosni (ref_31) 2022; 13 Allison (ref_41) 2010; 3 Sayer (ref_42) 2017; 7 Ganley (ref_45) 2011; 40 Scheerer (ref_49) 2018; 1196 Phillips (ref_24) 2008; 31 ref_47 ref_2 Hosni (ref_30) 2022; 14 ref_48 ref_9 Castro (ref_40) 2010; 76 Weiman (ref_39) 2015; 10 Gordon (ref_13) 2017; 55 |
| References_xml | – ident: ref_9 – volume: 1196 start-page: 211 year: 2018 ident: ref_49 article-title: A quantified approach to projecting losses caused by Fusarium wilt tropical race4 publication-title: Acta Hortic. doi: 10.17660/ActaHortic.2018.1196.26 – volume: 55 start-page: 23 year: 2017 ident: ref_13 article-title: Fusarium oxysporum and the Fusarium Wilt Syndrome publication-title: Annu. Rev. Phytopathol. doi: 10.1146/annurev-phyto-080615-095919 – volume: 48 start-page: 524 year: 2010 ident: ref_16 article-title: Molecular characterization of Fusarium oxysporum f. melongenae by ISSR and RAPD markers on eggplant publication-title: Biochem. Genet. doi: 10.1007/s10528-010-9336-1 – volume: 16 start-page: 97 year: 2007 ident: ref_14 article-title: An overview of ecological and habitat aspects in the genus Fusarium with special emphasis on the soil-borne pathogenic forms publication-title: Plant Pathol. Bull. – volume: 3 start-page: 336 year: 2010 ident: ref_41 article-title: Soil carbon response to warming dependent on microbial physiology publication-title: Nat. Geosci. doi: 10.1038/ngeo846 – volume: 26 start-page: 249 year: 2011 ident: ref_18 article-title: Improving assessment and modelling of climate change impacts on global terrestrial biodiversity publication-title: Trends Ecol. Evol. doi: 10.1016/j.tree.2011.02.012 – volume: 48 start-page: 99 year: 2018 ident: ref_23 article-title: Prediction of global geographic distribution of Metcalfa pruinosa using CLIMEX publication-title: Entomol. Res. doi: 10.1111/1748-5967.12253 – volume: 40 start-page: 228 year: 2011 ident: ref_45 article-title: Increased risk of pitch canker to Australasia under climate change publication-title: Australas. Plant Pathol. doi: 10.1007/s13313-011-0033-2 – ident: ref_28 doi: 10.3390/insects12040275 – volume: 94 start-page: 2 year: 2021 ident: ref_43 article-title: The microbial world in a changing environment publication-title: Rev. Chil. Hist. Nat. doi: 10.1186/s40693-021-00099-y – volume: 9 start-page: 2426 year: 2019 ident: ref_20 article-title: Species distribution models throughout the invasion history of Palmer amaranth predict regions at risk of future invasion and reveal challenges with modeling rapidly shifting geographic ranges publication-title: Sci. Rep. doi: 10.1038/s41598-018-38054-9 – volume: 11 start-page: 181 year: 2001 ident: ref_52 article-title: Millions at risk: Defining critical climate change threats and targets publication-title: Glob. Environ. Chang. doi: 10.1016/S0959-3780(01)00011-5 – volume: 3 start-page: 612 year: 2019 ident: ref_5 article-title: Climate warming accelerates temporal scaling of grassland soil microbial biodiversity publication-title: Nat. Ecol. Evol. doi: 10.1038/s41559-019-0848-8 – volume: 43 start-page: 1223 year: 2006 ident: ref_34 article-title: Assessing the accuracy of species distribution models: Prevalence, kappa and the true skill statistic (TSS) publication-title: J. Appl. Ecol. doi: 10.1111/j.1365-2664.2006.01214.x – ident: ref_33 doi: 10.3390/insects10070190 – volume: 73 start-page: 78 year: 2015 ident: ref_15 article-title: Management of tomato diseases caused by Fusarium oxysporum publication-title: Crop Prot. doi: 10.1016/j.cropro.2015.02.021 – volume: 9 start-page: 221 year: 2014 ident: ref_29 article-title: Potential for spread of the white-nose fungus (Pseudogymnoascus destructans) in the Americas: Use of Maxent and Niche A to assure strict model transference publication-title: Geospat. Health doi: 10.4081/gh.2014.19 – ident: ref_48 – volume: 17 start-page: 569 year: 2019 ident: ref_7 article-title: Scientists’ warning to humanity: Microorganisms and climate change publication-title: Nat. Rev. Microbiol. doi: 10.1038/s41579-019-0222-5 – volume: 76 start-page: 999 year: 2010 ident: ref_40 article-title: Soil microbial community responses to multiple experimental climate change drivers publication-title: Appl. Environ. Microbiol. doi: 10.1128/AEM.02874-09 – volume: 2 start-page: 106 year: 2012 ident: ref_6 article-title: Microbial mediation of carbon-cycle feedbacks to climate warming publication-title: Nat. Clim. Chang. doi: 10.1038/nclimate1331 – volume: 13 start-page: e0080022 year: 2022 ident: ref_1 article-title: Microbes and Climate Change: A Research Prospectus for the Future publication-title: mBio doi: 10.1128/mbio.00800-22 – volume: 10 start-page: 355 year: 2019 ident: ref_22 article-title: Projecting the Potential Global Distribution of Carpomya vesuviana (Diptera: Tephritidae), Considering Climate Change and Irrigation Patterns publication-title: Forests doi: 10.3390/f10040355 – volume: 365 start-page: eaav0550 year: 2019 ident: ref_4 article-title: The global soil community and its influence on biogeochemistry publication-title: Science doi: 10.1126/science.aav0550 – volume: 29 start-page: 1543 year: 2012 ident: ref_3 article-title: Expected shifts in Fusarium species’ composition on cereal grain in Northern Europe due to climatic change publication-title: Food Addit. Contam. Part A doi: 10.1080/19440049.2012.680613 – volume: 29 start-page: 129 year: 2006 ident: ref_35 article-title: Novel methods improve prediction of species’ distributions from occurrence data publication-title: Ecography doi: 10.1111/j.2006.0906-7590.04596.x – ident: ref_47 doi: 10.1371/journal.pone.0236110 – volume: 144 start-page: 821 year: 2011 ident: ref_21 article-title: Applying species distribution modelling to identify areas of high conservation value for endangered species: A case study using Margaritifera margaritifera (L.) publication-title: Biol. Conserv. doi: 10.1016/j.biocon.2010.11.014 – ident: ref_26 doi: 10.3390/d14100845 – volume: 1 start-page: 2 year: 2011 ident: ref_19 article-title: Overstretching attribution publication-title: Nat. Clim. Chang. doi: 10.1038/nclimate1056 – volume: 14 start-page: 99 year: 2022 ident: ref_30 article-title: Invasion of the Land of Samurai: Potential Spread of Old-World Screwworm to Japan under Climate Change publication-title: Diversity doi: 10.3390/d14020099 – ident: ref_11 – volume: 197 start-page: 96 year: 2014 ident: ref_17 article-title: Future distributions of Fusarium oxysporum f. spp. in European, Middle Eastern and North African agricultural regions under climate change publication-title: Agric. Ecosyst. Environ. doi: 10.1016/j.agee.2014.08.005 – volume: 14 start-page: 578 year: 2022 ident: ref_32 article-title: Evaluation of Climate Change Impacts on the Global Distribution of the Calliphorid Fly Chrysomya albiceps Using GIS publication-title: Diversity doi: 10.3390/d14070578 – volume: 60 start-page: 150 year: 2011 ident: ref_46 article-title: Possible climate-change effects on mycotoxin contamination of food crops pre- and postharvest publication-title: Plant Pathol. doi: 10.1111/j.1365-3059.2010.02412.x – volume: 7 start-page: 479 year: 1994 ident: ref_12 article-title: Taxonomy, biology, and clinical aspects of Fusarium species publication-title: Clin. Microbiol. Rev. doi: 10.1128/CMR.7.4.479 – volume: 118 start-page: 1077 year: 2019 ident: ref_36 article-title: Using ecological niche models to describe the geographical distribution of the myiasis-causing Cochliomyia hominivorax (Diptera: Calliphoridae) in southern South America publication-title: Parasitol. Res. doi: 10.1007/s00436-019-06267-0 – volume: 7 start-page: 855 year: 2017 ident: ref_42 article-title: Links between soil microbial communities and plant traits in a species-rich grassland under long-term climate change publication-title: Ecol. Evolution. doi: 10.1002/ece3.2700 – volume: 14 start-page: 275 year: 2004 ident: ref_51 article-title: Adaptation benefits and costs: Are they important in the global policy picture and how can we estimate them? publication-title: Glob. Environ. Chang. doi: 10.1016/j.gloenvcha.2004.04.002 – volume: 14 start-page: 259 year: 2004 ident: ref_50 article-title: Distributional aspects of climate change impacts publication-title: Glob. Environ. Chang. doi: 10.1016/j.gloenvcha.2004.04.007 – volume: 10 start-page: 4947 year: 2020 ident: ref_27 article-title: Modeling current and future global distribution of Chrysomya bezziana under changing climate publication-title: Sci. Rep. doi: 10.1038/s41598-020-61962-8 – volume: 31 start-page: 161 year: 2008 ident: ref_24 article-title: Modeling of species distributions with Maxent: New extensions and a comprehensive evaluation publication-title: Ecography doi: 10.1111/j.0906-7590.2008.5203.x – volume: 1 start-page: 241 year: 1992 ident: ref_44 article-title: The structure and interrelationship of fungal populations in native and cultivated soils publication-title: Mol. Ecol. doi: 10.1111/j.1365-294X.1992.tb00183.x – ident: ref_2 – volume: 33 start-page: 22 year: 2012 ident: ref_8 article-title: Fusarium: A ubiquitous fungus of global significance publication-title: Microbiol. Aust. doi: 10.1071/MA12022 – ident: ref_37 doi: 10.3390/insects14020120 – volume: 43 start-page: 1261 year: 2020 ident: ref_25 article-title: A standard protocol for reporting species distribution models publication-title: Ecography doi: 10.1111/ecog.04960 – volume: 13 start-page: 484 year: 2022 ident: ref_31 article-title: Modeling the Potential Global Distribution of Honeybee Pest, Galleria mellonella under Changing Climate publication-title: Insects doi: 10.3390/insects13050484 – volume: 10 start-page: 233 year: 2015 ident: ref_39 article-title: Microbes help to drive global carbon cycling and climate change publication-title: Microbe Mag. doi: 10.1128/microbe.10.233.1 – volume: 24 start-page: 4 year: 2003 ident: ref_10 article-title: Current mycotoxin issues in Australia and Southeast Asia publication-title: Microbiol. Aust. doi: 10.1071/MA03304 – volume: 5 start-page: 149 year: 2014 ident: ref_38 article-title: Effect of Climate Change on Plant-Microbe Interaction: An Overview publication-title: Eur. J. Mol. Biotechnol. doi: 10.13187/ejmb.2014.5.149 |
| SSID | ssj0000913851 |
| Score | 2.3737712 |
| Snippet | The impact of climate change on biodiversity has been the subject of numerous research in recent years. The multiple elements of climate change are expected to... |
| SourceID | doaj unpaywall pubmedcentral proquest pubmed crossref |
| SourceType | Open Website Open Access Repository Aggregation Database Index Database Enrichment Source |
| StartPage | 468 |
| SubjectTerms | Algorithms bananas Biodiversity Biogeography Carbon climate Climate change Climate models Cotton Crop diseases Crops Entropy Environmental impact Europe Fungi Fusarium oxysporum Geographic information systems geographical distribution Global warming habitats maxent Maximum entropy Microorganisms Plant diseases Plant roots soil species distribution modeling Substrates temperature Tomatoes Two dimensional analysis Variables vascular wilt Wilt |
| SummonAdditionalLinks | – databaseName: Directory of Open Access Journals dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1La9wwEBYlUNpL6bvbpEWFXs1a1sNSbm3SJRTaUwO5Gb1MA7veEK9p94f0_3ZGcswuTUkPvRhjSSBLI8_34ZlvCHnvnA8q4EEKyhcC7gtwI64wwrlSaqVFRKL45as6OxefL-TFTqkvjAnL8sB54eZCAVWqogpGWRFYMNK7umptG7kvrUw6n6U2O2QqfYMN44AlckowB14_X2F8W66U1K96cHoVMEO9542SaP9tSPPPgMkHQ3dltz_scrnjjRaPyaMRRtIPefpPyL3YPSX3c2HJ7TPyawFneOgpZohdU0tTDgE4KXqyvASIGo8p1kDDTHQKAJCOIk3UdoEuksgIzbUA6Cnq6o4lsei6hdYeyPWwouufWyTEcJeCDuhYTB0DO5Z0zHFKg7IkOj21G_ucnC8-fTs5K8YCDIWXgm0KZ7xhbRlqq72JzHpj2zJaExW4NBNYyQE9CcOEkzzq0jLjtbAtq7mPgovIX5CDbt3FV4TWrZAyCKMd4IEWE_ucFo5XwTggNLGaEXmzEY0f1cmxSMayAZaCG9jcvoEzMp_GXWV9jjtHfMR9nnqjvnZ6AD2b0eqau6xuRo5urKQZD33fVHVtJOrdwNu8m5rhuOI_GNvF9YB9NKK2Squ_9-HwYeUKLvWMvMyGN82WK8214DCBes8k915nv6W7_J5kw4HZ1qqGuZWT8f7jkr3-H0t2SB5WABAx4p3xI3KwuR7iGwB0G_c2nd3fGhFQEA priority: 102 providerName: Directory of Open Access Journals – databaseName: ProQuest Central dbid: BENPR link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1bi9NAFB7WLqIv4t3qKiP4GppkJnMRRNxLWQSLiAv7FuYWdqFN66ZF-0P8v56TTKLF9fJSQmcGJpkzc76TnPN9hLyy1nnhcSN54RIO1wm4EZtobm1aKKF4wEDxw0ycnvH358X5Hpn1tTCYVtmfie1B7ZcO35FPcil1gWQi-dvVlwRVo_Drai-hYaK0gn_TUozdIPs5MmONyP7hyezjp-GtC7JgAsboSoUZxPuTBea9dQpKzaIBZ5hDxKh2vFRL5n8dAv09kfLWpl6Z7Vczn__ipaZ3yZ0IL-m7zh7ukb1Q3yc3O8HJ7QPyfQp7e9NQrBy7ooa2tQXgvOjR_BKga3hNURsNK9QpAEMayZuoqT2dtuQjtNMIoMfItxulsuiygtYGgu7Ngi6_bTFQhqs2GYFGkXVM-JjTWPvUDuqo0umxWZuH5Gx68vnoNInCDIkreLZOrHY6q1IvjXI6ZMZpU6XB6CDA1WmfpQxQFdcZtwULKjWZdoqbKpPMBc54YI_IqF7W4QmhsuJF4blWFnBChQV_VnHLcq8tBDohH5OiX4jSRdZyFM-YlxC94AKW1y_gmEyGcauOt-OfIw5xnYfeyLvd_gE9y7iNSy4gcM-D8FoY7jOvC2dlXpkqMJeago3JQW8lZTwMmvKn6Y7Jy6EZtjF-mzF1WG6wj0I0lyvx5z4MDlwm4EeOyePO8IbZMqGY4gwmIHdMcud2dlvqy4uWThwiXikkzC0djPc_H9nTv9_tM3I7B0iIOe4ZOyCj9dUmPAcIt7Yv4r78Aa3hTbk priority: 102 providerName: ProQuest – databaseName: Unpaywall dbid: UNPAY link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1bi9NAFB6ki-iL90t1lRF8zSaTufsi665lEVx8sLA-hbkFi21aNo2y_g__r2eSabG64gVKCZ0ZmJOcOec76TnfQei5tc4LHw-SFy5jcJ2BG7GZZtYWXAnFQgwU356Kkyl7c8bP0gu3NqVVQig-6410CUF2BoBb5oTkZc6Eyle-fvk5vUkiAk4yfGIf6z3BAYuP0N709N3hh9hRbrN2KAumENvni5jjNnRLahctOL4SokO145F64v7L0OavSZPXumZlLr6Y-fwHjzS5iaqNLEMiyqeDbm0P3NefaB7_X9hb6EYCq_hw0K7b6Epo7qCrQ_vKi7vo2wQsRdfiWId2jg3uKxXAFeKj-QyAcHiBY6e1WO-OAWbiRAWFTePxpKcywUPHAXwc2XtT4y28rGG0hRC-W2CQLIbdcNWnNuDUsj2mj8xxqqTqFw3E6_jYrM09NJ28fn90kqU2D5njjKwzq50mdeGlUU4HYpw2dRGMDgIcp_akoIDRmCbMchpUYYh2ipmaSOoCoyzQ-2jULJvwEGFZM84908oC6qhj-aBVzNLSawthUyjHiG8edeUSB3psxTGvIBaKKlJdriJjlG_XrQYWkD-ueBU1aTs7snj3P8DMKhmFigkOgDYIr4VhnnjNnZVlbepAXWE4HaP9jR5WybS0VSml5pFVB6R5th0GoxD_6TFNWHZxjorYsFTi93MomG8q4EuO0YNBtbe7pUJRxShsQO4o_Y44uyPN7GNPTg7xsxQS9lZsj8df3rJH_77kMbpeAuiMWfSE7qPR-rwLTwAkru3TZAm-A0z0aV4 priority: 102 providerName: Unpaywall |
| Title | Fungus under a Changing Climate: Modeling the Current and Future Global Distribution of Fusarium oxysporum Using Geographical Information System Data |
| URI | https://www.ncbi.nlm.nih.gov/pubmed/36838433 https://www.proquest.com/docview/2779505992 https://www.proquest.com/docview/2780074286 https://www.proquest.com/docview/3040360407 https://pubmed.ncbi.nlm.nih.gov/PMC9967672 https://www.mdpi.com/2076-2607/11/2/468/pdf?version=1676276214 https://doaj.org/article/465232e6d96a4d1d95cb72fafe3c0a53 |
| UnpaywallVersion | publishedVersion |
| Volume | 11 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVAFT databaseName: Open Access Digital Library customDbUrl: eissn: 2076-2607 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000913851 issn: 2076-2607 databaseCode: KQ8 dateStart: 20130101 isFulltext: true titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html providerName: Colorado Alliance of Research Libraries – providerCode: PRVAON databaseName: DOAJ - Directory of Open Access Journals (Some content may be blocked by TCTC IT security protocols) customDbUrl: eissn: 2076-2607 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000913851 issn: 2076-2607 databaseCode: DOA dateStart: 20130101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVFQY databaseName: GFMER Free Medical Journals customDbUrl: eissn: 2076-2607 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000913851 issn: 2076-2607 databaseCode: GX1 dateStart: 0 isFulltext: true titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php providerName: Geneva Foundation for Medical Education and Research – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 2076-2607 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000913851 issn: 2076-2607 databaseCode: M~E dateStart: 20130101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre – providerCode: PRVAQN databaseName: PubMed Central customDbUrl: eissn: 2076-2607 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000913851 issn: 2076-2607 databaseCode: RPM dateStart: 20130101 isFulltext: true titleUrlDefault: https://www.ncbi.nlm.nih.gov/pmc/ providerName: National Library of Medicine – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: http://www.proquest.com/pqcentral?accountid=15518 eissn: 2076-2607 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000913851 issn: 2076-2607 databaseCode: BENPR dateStart: 20130101 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVFZP databaseName: Scholars Portal Journals: Open Access customDbUrl: eissn: 2076-2607 dateEnd: 20250930 omitProxy: true ssIdentifier: ssj0000913851 issn: 2076-2607 databaseCode: M48 dateStart: 20131101 isFulltext: true titleUrlDefault: http://journals.scholarsportal.info providerName: Scholars Portal |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1bi9NAFB7WXURfxLvVtYzga9wkM5mLILK3sghbFrGwPoW5BRfSdO0Ftz_E_-s5k7RYrLeXEjIzZTJzTs73tXPOR8hra50XHh3JC5dwuE4gjNhEc2vTQgnFAxLF86E4G_EPl8XlDlnJpXYLONtK7VBPajSt39x8Xb4Hh3-HjBMo-8EYj661Ikiz8QziWQ6kT90iexCtNMo5nHeQP76ddcZUVGXMgcInAOdlmzj8h6_aiFmxtP82PPrrsco7i-baLL-Zuv4pZg3uk3sd2KSHrXU8IDuheUhut_KTy0fk-wA8fTGjmEc2pYbGTAMIZfS4vgIgG95SVErDfHUKMJF2pZyoaTwdxFIktFUMoCdYfbcTzqKTClpnQMEXYzq5WeLawlU8mkA7yXU8_lHTLhMqDmoLp9MTMzePyWhw-un4LOlkGhJX8GyeWO10VqVeGuV0yIzTpkqD0UFA4NM-SxlgLK4zbgsWVGoy7RQ3VSaZC5zxwJ6Q3WbShGeEyooXhedaWUANFab_WcUty722QHtC3iPFaiNK19UwRymNugQugxtYbt_AHjlYj7tuq3j8dcQR7vO6N1bhjjegZ9k5dckF0Pg8CK-F4T7zunBW5pWpAnOpKViP7K-spFxZdplLqQusigNP82rdDE6N_9SYJkwW2EchtsuV-H0fBq9fJuBD9sjT1vDWs2VCMcUZTEBumOTG42y2NFdfYnFx4L9SSJhbujbef1yy5_-9yC_I3RwwIx6Cz9g-2Z1PF-ElYLy57ZO9o9Phxcd-_I2kH10Y7o2GF4effwCo9VsN |
| linkProvider | Scholars Portal |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1bb9MwFLbGJjReEHcKA4wEj1GT2HFspAmxS9WxrUJok_YWfIuY1KZlaTX6Q_g7_DbOSdxCxbi87KWyaqdyeuzj7yTnfB8hr4yxTjjcSE7YiEM7gmPERIobE2dSSO4xUDweiP4pf3-Wna2R74taGEyrXPjExlG7scVn5N00z1WGZCLp28mXCFWj8O3qQkJDB2kFt91QjIXCjkM_v4QQrt4-2AN7v07T3v7Jbj8KKgORzXgyjYyyKiljl2tplU-0VbqMvVZegN9WLokZQASuEm4y5mWsE2Ul12WSM-s5457B794gG9BUEPxt7OwPPnxcPuVB1k3ANG1pMmMq7o4wz65VbKpHNRy-KUSocuVUbMQDrkK8vydubs6qiZ5f6uHwl1Oxd4fcDnCWvmvX312y5qt75GYrcDm_T771wJfMaoqVahdU06aWAQ5Lujs8B6js31DUYsOKeApAlAayKKorR3sN2QltNQnoHvL7BmkuOi6ht4Ygfzai469zDMyh1SQ_0CDqjgkmQxpqrZqLWmp2uqen-gE5vRYTPSTr1bjyjwnNS55ljitpAJeUWGBoJDcsdcpAYOXTDskWhihsYElHsY5hAdESGrC42oAd0l1eN2l5Qv55xQ7aeTkaeb6bL2BkEdxGwUUGkNcLp4TmLnEqsyZPS116ZmOdsQ7ZWqySIjifuvi5VTrk5bIb3Aa-C9KVH89wjET0mErx5zEMHDwT8JF3yKN24S1ny4RkkjOYQL6yJFduZ7WnOv_c0JdDhJ2LHOYWLxfvf_5lT_5-ty_IZv_k-Kg4OhgcPiW3UoCjmF-fsC2yPr2Y-WcAH6fmedijlHy6brfwAwPOins |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1bb9MwFLbGJi4viDuFAUaCx6hJ7Dg20oTYumpjME2ISXsLvkVMatOytBr9IfwpfhXnJG6gYlxe9lJFtVM5Pfbxd-Jzvo-QF8ZYJxwuJCdsxOE6gm3ERIobE2dSSO4xUHx_KPaO-duT7GSNfF_WwmBa5dInNo7aTSy-I--nea4yJBNJ-2VIizgaDF9Pv0SoIIUnrUs5DR1kFtxWQzcWijwO_OIcwrl6a38Atn-ZpsPdjzt7UVAciGzGk1lklFVJGbtcS6t8oq3SZey18gJ8uHJJzAAucJVwkzEvY50oK7kuk5xZzxn3DH73CtnAwy9wEhvbu4dHH7o3PsjACfimLVNmTMX9MebctepN9biGjTiFaFWu7JCNkMBF6Pf3JM7r82qqF-d6NPplhxzeIjcDtKVv2rl4m6z56g652opdLu6Sb0PwK_OaYtXaGdW0qWuAjZPujE4BNvtXFHXZsDqeAiilgTiK6srRYUN8Qlt9AjpArt8g00UnJbTWEPDPx3TydYFBOlw1iRA0CLxjssmIhrqr5qaWpp0O9EzfI8eXYqL7ZL2aVP4hoXnJs8xxJQ1glBKLDY3khqVOGQiyfNoj2dIQhQ2M6SjcMSogckIDFhcbsEf63X3TljPkn3dso5273sj53XwBPYvgQgouMoC_XjglNHeJU5k1eVrq0jMb64z1yOZylhTBEdXFz2XTI8-7ZnAheC6kKz-ZYx-JSDKV4s99GDh7JuAj75EH7cTrRsuEZJIzGEC-MiVXHme1pTr93FCZQ7SdixzGFneT9z__skd_f9pn5Bq4h-Ld_uHBY3IjBWSKqfYJ2yTrs7O5fwJIcmaehiVKyafL9go_AApejqo |
| linkToUnpaywall | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1bi9NAFB6ki-iL90t1lRF8zSaTufsi665lEVx8sLA-hbkFi21aNo2y_g__r2eSabG64gVKCZ0ZmJOcOec76TnfQei5tc4LHw-SFy5jcJ2BG7GZZtYWXAnFQgwU356Kkyl7c8bP0gu3NqVVQig-6410CUF2BoBb5oTkZc6Eyle-fvk5vUkiAk4yfGIf6z3BAYuP0N709N3hh9hRbrN2KAumENvni5jjNnRLahctOL4SokO145F64v7L0OavSZPXumZlLr6Y-fwHjzS5iaqNLEMiyqeDbm0P3NefaB7_X9hb6EYCq_hw0K7b6Epo7qCrQ_vKi7vo2wQsRdfiWId2jg3uKxXAFeKj-QyAcHiBY6e1WO-OAWbiRAWFTePxpKcywUPHAXwc2XtT4y28rGG0hRC-W2CQLIbdcNWnNuDUsj2mj8xxqqTqFw3E6_jYrM09NJ28fn90kqU2D5njjKwzq50mdeGlUU4HYpw2dRGMDgIcp_akoIDRmCbMchpUYYh2ipmaSOoCoyzQ-2jULJvwEGFZM84908oC6qhj-aBVzNLSawthUyjHiG8edeUSB3psxTGvIBaKKlJdriJjlG_XrQYWkD-ueBU1aTs7snj3P8DMKhmFigkOgDYIr4VhnnjNnZVlbepAXWE4HaP9jR5WybS0VSml5pFVB6R5th0GoxD_6TFNWHZxjorYsFTi93MomG8q4EuO0YNBtbe7pUJRxShsQO4o_Y44uyPN7GNPTg7xsxQS9lZsj8df3rJH_77kMbpeAuiMWfSE7qPR-rwLTwAkru3TZAm-A0z0aV4 |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Fungus+under+a+Changing+Climate%3A+Modeling+the+Current+and+Future+Global+Distribution+of+Fusarium+oxysporum+Using+Geographical+Information+System+Data&rft.jtitle=Microorganisms+%28Basel%29&rft.au=Alkhalifah%2C+Dalal+Hussien+M.&rft.au=Damra%2C+Eman&rft.au=Melhem%2C+Moaz+Beni&rft.au=Hozzein%2C+Wael+N.&rft.date=2023-02-13&rft.issn=2076-2607&rft.eissn=2076-2607&rft.volume=11&rft.issue=2&rft.spage=468&rft_id=info:doi/10.3390%2Fmicroorganisms11020468&rft.externalDBID=n%2Fa&rft.externalDocID=10_3390_microorganisms11020468 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2076-2607&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2076-2607&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2076-2607&client=summon |