A statistical approach to determine co-existence of heavy metal and antibiotic resistance in environmental isolates of Khewra salt range, Pakistan
High concentration of heavy metals in the environment triggers metal resistance mechanisms and act as a driving force in the proliferation of antibiotic resistance in microorganisms thereby raising ecological and health concerns. Hypersaline soils are naturally augmented with heavy metals. In curren...
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description | High concentration of heavy metals in the environment triggers metal resistance mechanisms and act as a driving force in the proliferation of antibiotic resistance in microorganisms thereby raising ecological and health concerns. Hypersaline soils are naturally augmented with heavy metals. In current study, nine halophilic bacteria i.e.
Halomonas elongata
MB590,
H. elongata
MB591,
H. elongata
MB593,
H. elongata
MB594
, H. elongata
MB595,
Halobacillus karajiensis
MB588,
Alkalibacillus almallahensis
MB589,
Aquisalibacillus elongatus
MB592, and
H. elongata
MB596 were investigated for multiple heavy metal and antibiotic resistance patterns. These observations were further subjected to correlation as well as Principle Component Analysis (PCA) to identify the association between resistance of bacterial strains with respect to antibiotics and metals. All the isolates showed resistance to various antibiotics with Multiple Antibiotic Resistance (MAR) index above 0.2 for each strain. MAR and Multiple Heavy Metal Resistance (MHMR) indices revealed
H. elongata
MB593 as the most resistant strain to most of the heavy metals and antibiotics.
Alkalibacillus almallahensis
MB589 and
A. elongatus
MB592 were sensitive to all heavy metals and only isolate
A. elongatus
MB592 was found sensitive to most of the antibiotics. This MAR and MHMR in halophilic bacteria might be the consequence of a common mechanism they shared for antibiotic and heavy metal resistance. Correlation analysis between heavy metal and antibiotic resistance spectra of halophilic bacteria indicated strong association among heavy metal and antibiotic tolerance. This study provided a strong evidence for co-existence of heavy metal and antibiotic resistance in halophilic bacteria and gives insight for future study on the molecular basis of resistomes of these bacteria. |
doi_str_mv | 10.1007/s11756-021-00888-6 |
format | Article |
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Halomonas elongata
MB590,
H. elongata
MB591,
H. elongata
MB593,
H. elongata
MB594
, H. elongata
MB595,
Halobacillus karajiensis
MB588,
Alkalibacillus almallahensis
MB589,
Aquisalibacillus elongatus
MB592, and
H. elongata
MB596 were investigated for multiple heavy metal and antibiotic resistance patterns. These observations were further subjected to correlation as well as Principle Component Analysis (PCA) to identify the association between resistance of bacterial strains with respect to antibiotics and metals. All the isolates showed resistance to various antibiotics with Multiple Antibiotic Resistance (MAR) index above 0.2 for each strain. MAR and Multiple Heavy Metal Resistance (MHMR) indices revealed
H. elongata
MB593 as the most resistant strain to most of the heavy metals and antibiotics.
Alkalibacillus almallahensis
MB589 and
A. elongatus
MB592 were sensitive to all heavy metals and only isolate
A. elongatus
MB592 was found sensitive to most of the antibiotics. This MAR and MHMR in halophilic bacteria might be the consequence of a common mechanism they shared for antibiotic and heavy metal resistance. Correlation analysis between heavy metal and antibiotic resistance spectra of halophilic bacteria indicated strong association among heavy metal and antibiotic tolerance. This study provided a strong evidence for co-existence of heavy metal and antibiotic resistance in halophilic bacteria and gives insight for future study on the molecular basis of resistomes of these bacteria.</description><identifier>ISSN: 0006-3088</identifier><identifier>EISSN: 1336-9563</identifier><identifier>DOI: 10.1007/s11756-021-00888-6</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Antibiotic resistance ; Antibiotic tolerance ; Antibiotics ; Bacteria ; Biomedical and Life Sciences ; Cell Biology ; Correlation analysis ; Drug resistance ; Elongation ; Halophilic bacteria ; Heavy metals ; Life Sciences ; Metal concentrations ; Metals ; Microbiology ; Microorganisms ; Original Article ; Plant Sciences ; Principal components analysis ; Zoology</subject><ispartof>Biológia, 2021-12, Vol.76 (12), p.3801-3809</ispartof><rights>Institute of Molecular Biology, Slovak Academy of Sciences 2021</rights><rights>Institute of Molecular Biology, Slovak Academy of Sciences 2021.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c270t-faa10cdfdb1da7e823aabc903be801487c0237900a8e43e94a630eb34a7d5d113</cites><orcidid>0000-0002-6016-5304</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s11756-021-00888-6$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s11756-021-00888-6$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,780,784,27924,27925,41488,42557,51319</link.rule.ids></links><search><creatorcontrib>Yasmin, Azra</creatorcontrib><creatorcontrib>Fariq, Anila</creatorcontrib><creatorcontrib>Jamil, Muhammad</creatorcontrib><title>A statistical approach to determine co-existence of heavy metal and antibiotic resistance in environmental isolates of Khewra salt range, Pakistan</title><title>Biológia</title><addtitle>Biologia</addtitle><description>High concentration of heavy metals in the environment triggers metal resistance mechanisms and act as a driving force in the proliferation of antibiotic resistance in microorganisms thereby raising ecological and health concerns. Hypersaline soils are naturally augmented with heavy metals. In current study, nine halophilic bacteria i.e.
Halomonas elongata
MB590,
H. elongata
MB591,
H. elongata
MB593,
H. elongata
MB594
, H. elongata
MB595,
Halobacillus karajiensis
MB588,
Alkalibacillus almallahensis
MB589,
Aquisalibacillus elongatus
MB592, and
H. elongata
MB596 were investigated for multiple heavy metal and antibiotic resistance patterns. These observations were further subjected to correlation as well as Principle Component Analysis (PCA) to identify the association between resistance of bacterial strains with respect to antibiotics and metals. All the isolates showed resistance to various antibiotics with Multiple Antibiotic Resistance (MAR) index above 0.2 for each strain. MAR and Multiple Heavy Metal Resistance (MHMR) indices revealed
H. elongata
MB593 as the most resistant strain to most of the heavy metals and antibiotics.
Alkalibacillus almallahensis
MB589 and
A. elongatus
MB592 were sensitive to all heavy metals and only isolate
A. elongatus
MB592 was found sensitive to most of the antibiotics. This MAR and MHMR in halophilic bacteria might be the consequence of a common mechanism they shared for antibiotic and heavy metal resistance. Correlation analysis between heavy metal and antibiotic resistance spectra of halophilic bacteria indicated strong association among heavy metal and antibiotic tolerance. This study provided a strong evidence for co-existence of heavy metal and antibiotic resistance in halophilic bacteria and gives insight for future study on the molecular basis of resistomes of these bacteria.</description><subject>Antibiotic resistance</subject><subject>Antibiotic tolerance</subject><subject>Antibiotics</subject><subject>Bacteria</subject><subject>Biomedical and Life Sciences</subject><subject>Cell Biology</subject><subject>Correlation analysis</subject><subject>Drug resistance</subject><subject>Elongation</subject><subject>Halophilic bacteria</subject><subject>Heavy metals</subject><subject>Life Sciences</subject><subject>Metal concentrations</subject><subject>Metals</subject><subject>Microbiology</subject><subject>Microorganisms</subject><subject>Original Article</subject><subject>Plant Sciences</subject><subject>Principal components analysis</subject><subject>Zoology</subject><issn>0006-3088</issn><issn>1336-9563</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNp9kE1PGzEQhq2qSE2BP8DJEldcxuuNd_cYRfRDIMGBnq1Z72zjNLGDbT7yN_jF9RKk3jhYc_DzvKN5GTuT8E0CNJdJymauBVRSALRtK_QnNpNKadHNtfrMZgCghSpfX9jXlNYAdTMHOWOvC54yZpeys7jhuNvFgHbFc-ADZYpb54nbIOilIOQt8TDyFeHTnm8pT4Yfysuud6FE8EipgDiBznPyTy4GvyU_oS6FDWZKU8T1ip4j8oSbzCP6P3TB7_Dvm3rCjkbcJDp9n8fs9_er--VPcXP749dycSNs1UAWI6IEO4xDLwdsqK0UYm87UD21IOu2sVCppgPAlmpFXY1aAfWqxmaYD1KqY3Z-yC0nPzxSymYdHqMvK02lpdZ1V9VQqOpA2RhSijSaXXRbjHsjwUzdm0P3pnRv3ro3ukjqIKUCl-Pi_-gPrH8AoIpP</recordid><startdate>20211201</startdate><enddate>20211201</enddate><creator>Yasmin, Azra</creator><creator>Fariq, Anila</creator><creator>Jamil, Muhammad</creator><general>Springer International Publishing</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7QG</scope><scope>7QL</scope><scope>7QP</scope><scope>7QR</scope><scope>7SN</scope><scope>7SS</scope><scope>7T5</scope><scope>7T7</scope><scope>7TK</scope><scope>7TM</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>H94</scope><scope>K9.</scope><scope>M7N</scope><scope>P64</scope><scope>RC3</scope><orcidid>https://orcid.org/0000-0002-6016-5304</orcidid></search><sort><creationdate>20211201</creationdate><title>A statistical approach to determine co-existence of heavy metal and antibiotic resistance in environmental isolates of Khewra salt range, Pakistan</title><author>Yasmin, Azra ; Fariq, Anila ; Jamil, Muhammad</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c270t-faa10cdfdb1da7e823aabc903be801487c0237900a8e43e94a630eb34a7d5d113</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Antibiotic resistance</topic><topic>Antibiotic tolerance</topic><topic>Antibiotics</topic><topic>Bacteria</topic><topic>Biomedical and Life Sciences</topic><topic>Cell Biology</topic><topic>Correlation analysis</topic><topic>Drug resistance</topic><topic>Elongation</topic><topic>Halophilic bacteria</topic><topic>Heavy metals</topic><topic>Life Sciences</topic><topic>Metal concentrations</topic><topic>Metals</topic><topic>Microbiology</topic><topic>Microorganisms</topic><topic>Original Article</topic><topic>Plant Sciences</topic><topic>Principal components analysis</topic><topic>Zoology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Yasmin, Azra</creatorcontrib><creatorcontrib>Fariq, Anila</creatorcontrib><creatorcontrib>Jamil, Muhammad</creatorcontrib><collection>CrossRef</collection><collection>Animal Behavior Abstracts</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Chemoreception Abstracts</collection><collection>Ecology Abstracts</collection><collection>Entomology Abstracts (Full archive)</collection><collection>Immunology Abstracts</collection><collection>Industrial and Applied Microbiology Abstracts (Microbiology A)</collection><collection>Neurosciences Abstracts</collection><collection>Nucleic Acids Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><jtitle>Biológia</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yasmin, Azra</au><au>Fariq, Anila</au><au>Jamil, Muhammad</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A statistical approach to determine co-existence of heavy metal and antibiotic resistance in environmental isolates of Khewra salt range, Pakistan</atitle><jtitle>Biológia</jtitle><stitle>Biologia</stitle><date>2021-12-01</date><risdate>2021</risdate><volume>76</volume><issue>12</issue><spage>3801</spage><epage>3809</epage><pages>3801-3809</pages><issn>0006-3088</issn><eissn>1336-9563</eissn><abstract>High concentration of heavy metals in the environment triggers metal resistance mechanisms and act as a driving force in the proliferation of antibiotic resistance in microorganisms thereby raising ecological and health concerns. Hypersaline soils are naturally augmented with heavy metals. In current study, nine halophilic bacteria i.e.
Halomonas elongata
MB590,
H. elongata
MB591,
H. elongata
MB593,
H. elongata
MB594
, H. elongata
MB595,
Halobacillus karajiensis
MB588,
Alkalibacillus almallahensis
MB589,
Aquisalibacillus elongatus
MB592, and
H. elongata
MB596 were investigated for multiple heavy metal and antibiotic resistance patterns. These observations were further subjected to correlation as well as Principle Component Analysis (PCA) to identify the association between resistance of bacterial strains with respect to antibiotics and metals. All the isolates showed resistance to various antibiotics with Multiple Antibiotic Resistance (MAR) index above 0.2 for each strain. MAR and Multiple Heavy Metal Resistance (MHMR) indices revealed
H. elongata
MB593 as the most resistant strain to most of the heavy metals and antibiotics.
Alkalibacillus almallahensis
MB589 and
A. elongatus
MB592 were sensitive to all heavy metals and only isolate
A. elongatus
MB592 was found sensitive to most of the antibiotics. This MAR and MHMR in halophilic bacteria might be the consequence of a common mechanism they shared for antibiotic and heavy metal resistance. Correlation analysis between heavy metal and antibiotic resistance spectra of halophilic bacteria indicated strong association among heavy metal and antibiotic tolerance. This study provided a strong evidence for co-existence of heavy metal and antibiotic resistance in halophilic bacteria and gives insight for future study on the molecular basis of resistomes of these bacteria.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><doi>10.1007/s11756-021-00888-6</doi><tpages>9</tpages><orcidid>https://orcid.org/0000-0002-6016-5304</orcidid></addata></record> |
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subjects | Antibiotic resistance Antibiotic tolerance Antibiotics Bacteria Biomedical and Life Sciences Cell Biology Correlation analysis Drug resistance Elongation Halophilic bacteria Heavy metals Life Sciences Metal concentrations Metals Microbiology Microorganisms Original Article Plant Sciences Principal components analysis Zoology |
title | A statistical approach to determine co-existence of heavy metal and antibiotic resistance in environmental isolates of Khewra salt range, Pakistan |
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