Assessment of Soil Features on the Growth of Environmental Nontuberculous Mycobacterial Isolates from Hawai'i
Globally and in the United States, the prevalence of NTM pulmonary disease—a potentially life-threatening but underdiagnosed chronic illness—is prominently rising. While NTM are ubiquitous in the environment, including in soil, the specific soil components that promote or inhibit NTM growth have not...
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creator | Glickman, Cody M. Virdi, Ravleen Hasan, Nabeeh A. Epperson, L. Elaine Brown, Leeza Dawrs, Stephanie N. Crooks, James L. Chan, Edward D. Strong, Michael Nelson, Stephen T. Honda, Jennifer R. |
description | Globally and in the United States, the prevalence of NTM pulmonary disease—a potentially life-threatening but underdiagnosed chronic illness—is prominently rising. While NTM are ubiquitous in the environment, including in soil, the specific soil components that promote or inhibit NTM growth have not been elucidated. We hypothesized that NTM culture-positive soil contains minerals that promote NTM growth
in vitro
. Because Hawai’i is a hot spot for NTM and a unique geographic archipelago, we examined the composition of Hawai’i soil and identified individual clay, iron, and manganese minerals associated with NTM. Next, individual components were evaluated for their ability to directly modulate NTM growth in culture. In general, gibbsite and some manganese oxides were shown to decrease NTM, whereas iron-containing minerals were associated with higher NTM counts. These data provide new information to guide future analyses of soil-associated factors impacting persistence of these soil bacteria.
Environmental nontuberculous mycobacteria (NTM), with the potential to cause opportunistic lung infections, can reside in soil. This might be particularly relevant in Hawai’i, a geographic hot spot for NTM infections and whose soil composition differs from many other areas of the world. Soil components are likely to contribute to NTM prevalence in certain niches as food sources or attachment scaffolds, but the particular types of soils, clays, and minerals that impact NTM growth are not well-defined. Hawai’i soil and chemically weathered rock (saprolite) samples were examined to characterize the microbiome and quantify 11 mineralogical features as well as soil pH. Machine learning methods were applied to identify important soil features influencing the presence of NTM. Next, these features were directly tested
in vitro
by incubating synthetic clays and minerals in the presence of
Mycobacteroides abscessus
and
Mycobacterium chimaera
isolates recovered from the Hawai'i environment, and changes in bacterial growth were determined. Of the components examined, synthetic gibbsite, a mineral form of aluminum hydroxide, inhibited the growth of both
M. abscessus
and
M. chimaera
, while other minerals tested showed differential effects on each species. For example,
M. abscessus
(but not
M. chimaera
) growth was significantly higher in the presence of hematite, an iron oxide mineral. In contrast,
M. chimaera
(but not
M. abscessus
) counts were significantly reduced in the presence |
doi_str_mv | 10.1128/AEM.00121-20 |
format | Article |
fullrecord | <record><control><sourceid>proquest_pubme</sourceid><recordid>TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_7580544</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2460106034</sourcerecordid><originalsourceid>FETCH-LOGICAL-c389t-daa1fa9e9b1fc8feb9d35c29ef5d8148b6d0d61fac123a29c5947848fb64b0ed3</originalsourceid><addsrcrecordid>eNpVkUtLxDAUhYMoOj52_oCACzdWbx6tyUYYhlEHRl2o65CkiVNpG03SEf-9HRXB1V2cj-8eOAgdEzgnhIqL6fzuHIBQUlDYQhMCUhQlY9U2mgBIWVDKYQ_tp_QKABwqsYv2GBWlLKWcoG6akkupc33GwePH0LT42uk8RJdw6HFeOXwTw0debeJ5v25i6De0bvF96PNgXLRDG4aE7z5tMNpmF5sxXKTQ6jxKfAwdvtUfujltDtGO121yR7_3AD1fz59mt8Xy4WYxmy4Ly4TMRa018Vo6aYi3wjsja1ZaKp0va0G4MFUNdTUillCmqbSl5JeCC28qbsDV7ABd_XjfBtO52o59o27VW2w6HT9V0I36n_TNSr2EtbosBZScj4KTX0EM74NLWb2GIfZjZ0V5BQQqYBvq7IeyMaQUnf_7QEBtxlHjOOp7HEWBfQEr4IN7</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2460106034</pqid></control><display><type>article</type><title>Assessment of Soil Features on the Growth of Environmental Nontuberculous Mycobacterial Isolates from Hawai'i</title><source>American Society for Microbiology Journals</source><source>PubMed Central</source><source>Alma/SFX Local Collection</source><creator>Glickman, Cody M. ; Virdi, Ravleen ; Hasan, Nabeeh A. ; Epperson, L. Elaine ; Brown, Leeza ; Dawrs, Stephanie N. ; Crooks, James L. ; Chan, Edward D. ; Strong, Michael ; Nelson, Stephen T. ; Honda, Jennifer R.</creator><contributor>Alexandre, Gladys</contributor><creatorcontrib>Glickman, Cody M. ; Virdi, Ravleen ; Hasan, Nabeeh A. ; Epperson, L. Elaine ; Brown, Leeza ; Dawrs, Stephanie N. ; Crooks, James L. ; Chan, Edward D. ; Strong, Michael ; Nelson, Stephen T. ; Honda, Jennifer R. ; Alexandre, Gladys</creatorcontrib><description>Globally and in the United States, the prevalence of NTM pulmonary disease—a potentially life-threatening but underdiagnosed chronic illness—is prominently rising. While NTM are ubiquitous in the environment, including in soil, the specific soil components that promote or inhibit NTM growth have not been elucidated. We hypothesized that NTM culture-positive soil contains minerals that promote NTM growth
in vitro
. Because Hawai’i is a hot spot for NTM and a unique geographic archipelago, we examined the composition of Hawai’i soil and identified individual clay, iron, and manganese minerals associated with NTM. Next, individual components were evaluated for their ability to directly modulate NTM growth in culture. In general, gibbsite and some manganese oxides were shown to decrease NTM, whereas iron-containing minerals were associated with higher NTM counts. These data provide new information to guide future analyses of soil-associated factors impacting persistence of these soil bacteria.
Environmental nontuberculous mycobacteria (NTM), with the potential to cause opportunistic lung infections, can reside in soil. This might be particularly relevant in Hawai’i, a geographic hot spot for NTM infections and whose soil composition differs from many other areas of the world. Soil components are likely to contribute to NTM prevalence in certain niches as food sources or attachment scaffolds, but the particular types of soils, clays, and minerals that impact NTM growth are not well-defined. Hawai’i soil and chemically weathered rock (saprolite) samples were examined to characterize the microbiome and quantify 11 mineralogical features as well as soil pH. Machine learning methods were applied to identify important soil features influencing the presence of NTM. Next, these features were directly tested
in vitro
by incubating synthetic clays and minerals in the presence of
Mycobacteroides abscessus
and
Mycobacterium chimaera
isolates recovered from the Hawai'i environment, and changes in bacterial growth were determined. Of the components examined, synthetic gibbsite, a mineral form of aluminum hydroxide, inhibited the growth of both
M. abscessus
and
M. chimaera
, while other minerals tested showed differential effects on each species. For example,
M. abscessus
(but not
M. chimaera
) growth was significantly higher in the presence of hematite, an iron oxide mineral. In contrast,
M. chimaera
(but not
M. abscessus
) counts were significantly reduced in the presence of birnessite, a manganese-containing mineral. These studies shed new light on the mineralogic features that promote or inhibit the presence of Hawai’i NTM in Hawai’i soil.
IMPORTANCE
Globally and in the United States, the prevalence of NTM pulmonary disease—a potentially life-threatening but underdiagnosed chronic illness—is prominently rising. While NTM are ubiquitous in the environment, including in soil, the specific soil components that promote or inhibit NTM growth have not been elucidated. We hypothesized that NTM culture-positive soil contains minerals that promote NTM growth
in vitro
. Because Hawai’i is a hot spot for NTM and a unique geographic archipelago, we examined the composition of Hawai’i soil and identified individual clay, iron, and manganese minerals associated with NTM. Next, individual components were evaluated for their ability to directly modulate NTM growth in culture. In general, gibbsite and some manganese oxides were shown to decrease NTM, whereas iron-containing minerals were associated with higher NTM counts. These data provide new information to guide future analyses of soil-associated factors impacting persistence of these soil bacteria.</description><identifier>ISSN: 0099-2240</identifier><identifier>EISSN: 1098-5336</identifier><identifier>DOI: 10.1128/AEM.00121-20</identifier><identifier>PMID: 32859599</identifier><language>eng</language><publisher>Washington: American Society for Microbiology</publisher><subject>Aluminum ; Aluminum hydroxide ; Bayer process ; Bronchopulmonary infection ; Clay ; Disease hot spots ; Food sources ; Gibbsite ; Hematite ; Iron oxides ; Learning algorithms ; Machine learning ; Manganese ; Microbiomes ; Minerals ; Niches ; Public and Environmental Health Microbiology ; Soil chemistry ; Soil pH ; Soils</subject><ispartof>Applied and environmental microbiology, 2020-10, Vol.86 (21)</ispartof><rights>Copyright American Society for Microbiology Nov 2020</rights><rights>Copyright © 2020 Glickman et al. 2020 Glickman et al.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c389t-daa1fa9e9b1fc8feb9d35c29ef5d8148b6d0d61fac123a29c5947848fb64b0ed3</citedby><cites>FETCH-LOGICAL-c389t-daa1fa9e9b1fc8feb9d35c29ef5d8148b6d0d61fac123a29c5947848fb64b0ed3</cites><orcidid>0000-0002-4943-8738</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC7580544/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC7580544/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,3188,27924,27925,53791,53793</link.rule.ids></links><search><contributor>Alexandre, Gladys</contributor><creatorcontrib>Glickman, Cody M.</creatorcontrib><creatorcontrib>Virdi, Ravleen</creatorcontrib><creatorcontrib>Hasan, Nabeeh A.</creatorcontrib><creatorcontrib>Epperson, L. Elaine</creatorcontrib><creatorcontrib>Brown, Leeza</creatorcontrib><creatorcontrib>Dawrs, Stephanie N.</creatorcontrib><creatorcontrib>Crooks, James L.</creatorcontrib><creatorcontrib>Chan, Edward D.</creatorcontrib><creatorcontrib>Strong, Michael</creatorcontrib><creatorcontrib>Nelson, Stephen T.</creatorcontrib><creatorcontrib>Honda, Jennifer R.</creatorcontrib><title>Assessment of Soil Features on the Growth of Environmental Nontuberculous Mycobacterial Isolates from Hawai'i</title><title>Applied and environmental microbiology</title><description>Globally and in the United States, the prevalence of NTM pulmonary disease—a potentially life-threatening but underdiagnosed chronic illness—is prominently rising. While NTM are ubiquitous in the environment, including in soil, the specific soil components that promote or inhibit NTM growth have not been elucidated. We hypothesized that NTM culture-positive soil contains minerals that promote NTM growth
in vitro
. Because Hawai’i is a hot spot for NTM and a unique geographic archipelago, we examined the composition of Hawai’i soil and identified individual clay, iron, and manganese minerals associated with NTM. Next, individual components were evaluated for their ability to directly modulate NTM growth in culture. In general, gibbsite and some manganese oxides were shown to decrease NTM, whereas iron-containing minerals were associated with higher NTM counts. These data provide new information to guide future analyses of soil-associated factors impacting persistence of these soil bacteria.
Environmental nontuberculous mycobacteria (NTM), with the potential to cause opportunistic lung infections, can reside in soil. This might be particularly relevant in Hawai’i, a geographic hot spot for NTM infections and whose soil composition differs from many other areas of the world. Soil components are likely to contribute to NTM prevalence in certain niches as food sources or attachment scaffolds, but the particular types of soils, clays, and minerals that impact NTM growth are not well-defined. Hawai’i soil and chemically weathered rock (saprolite) samples were examined to characterize the microbiome and quantify 11 mineralogical features as well as soil pH. Machine learning methods were applied to identify important soil features influencing the presence of NTM. Next, these features were directly tested
in vitro
by incubating synthetic clays and minerals in the presence of
Mycobacteroides abscessus
and
Mycobacterium chimaera
isolates recovered from the Hawai'i environment, and changes in bacterial growth were determined. Of the components examined, synthetic gibbsite, a mineral form of aluminum hydroxide, inhibited the growth of both
M. abscessus
and
M. chimaera
, while other minerals tested showed differential effects on each species. For example,
M. abscessus
(but not
M. chimaera
) growth was significantly higher in the presence of hematite, an iron oxide mineral. In contrast,
M. chimaera
(but not
M. abscessus
) counts were significantly reduced in the presence of birnessite, a manganese-containing mineral. These studies shed new light on the mineralogic features that promote or inhibit the presence of Hawai’i NTM in Hawai’i soil.
IMPORTANCE
Globally and in the United States, the prevalence of NTM pulmonary disease—a potentially life-threatening but underdiagnosed chronic illness—is prominently rising. While NTM are ubiquitous in the environment, including in soil, the specific soil components that promote or inhibit NTM growth have not been elucidated. We hypothesized that NTM culture-positive soil contains minerals that promote NTM growth
in vitro
. Because Hawai’i is a hot spot for NTM and a unique geographic archipelago, we examined the composition of Hawai’i soil and identified individual clay, iron, and manganese minerals associated with NTM. Next, individual components were evaluated for their ability to directly modulate NTM growth in culture. In general, gibbsite and some manganese oxides were shown to decrease NTM, whereas iron-containing minerals were associated with higher NTM counts. These data provide new information to guide future analyses of soil-associated factors impacting persistence of these soil bacteria.</description><subject>Aluminum</subject><subject>Aluminum hydroxide</subject><subject>Bayer process</subject><subject>Bronchopulmonary infection</subject><subject>Clay</subject><subject>Disease hot spots</subject><subject>Food sources</subject><subject>Gibbsite</subject><subject>Hematite</subject><subject>Iron oxides</subject><subject>Learning algorithms</subject><subject>Machine learning</subject><subject>Manganese</subject><subject>Microbiomes</subject><subject>Minerals</subject><subject>Niches</subject><subject>Public and Environmental Health Microbiology</subject><subject>Soil chemistry</subject><subject>Soil pH</subject><subject>Soils</subject><issn>0099-2240</issn><issn>1098-5336</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNpVkUtLxDAUhYMoOj52_oCACzdWbx6tyUYYhlEHRl2o65CkiVNpG03SEf-9HRXB1V2cj-8eOAgdEzgnhIqL6fzuHIBQUlDYQhMCUhQlY9U2mgBIWVDKYQ_tp_QKABwqsYv2GBWlLKWcoG6akkupc33GwePH0LT42uk8RJdw6HFeOXwTw0debeJ5v25i6De0bvF96PNgXLRDG4aE7z5tMNpmF5sxXKTQ6jxKfAwdvtUfujltDtGO121yR7_3AD1fz59mt8Xy4WYxmy4Ly4TMRa018Vo6aYi3wjsja1ZaKp0va0G4MFUNdTUillCmqbSl5JeCC28qbsDV7ABd_XjfBtO52o59o27VW2w6HT9V0I36n_TNSr2EtbosBZScj4KTX0EM74NLWb2GIfZjZ0V5BQQqYBvq7IeyMaQUnf_7QEBtxlHjOOp7HEWBfQEr4IN7</recordid><startdate>20201015</startdate><enddate>20201015</enddate><creator>Glickman, Cody M.</creator><creator>Virdi, Ravleen</creator><creator>Hasan, Nabeeh A.</creator><creator>Epperson, L. Elaine</creator><creator>Brown, Leeza</creator><creator>Dawrs, Stephanie N.</creator><creator>Crooks, James L.</creator><creator>Chan, Edward D.</creator><creator>Strong, Michael</creator><creator>Nelson, Stephen T.</creator><creator>Honda, Jennifer R.</creator><general>American Society for Microbiology</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7QL</scope><scope>7QO</scope><scope>7SN</scope><scope>7SS</scope><scope>7ST</scope><scope>7T7</scope><scope>7TM</scope><scope>7U9</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>H94</scope><scope>M7N</scope><scope>P64</scope><scope>RC3</scope><scope>SOI</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-4943-8738</orcidid></search><sort><creationdate>20201015</creationdate><title>Assessment of Soil Features on the Growth of Environmental Nontuberculous Mycobacterial Isolates from Hawai'i</title><author>Glickman, Cody M. ; Virdi, Ravleen ; Hasan, Nabeeh A. ; Epperson, L. Elaine ; Brown, Leeza ; Dawrs, Stephanie N. ; Crooks, James L. ; Chan, Edward D. ; Strong, Michael ; Nelson, Stephen T. ; Honda, Jennifer R.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c389t-daa1fa9e9b1fc8feb9d35c29ef5d8148b6d0d61fac123a29c5947848fb64b0ed3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Aluminum</topic><topic>Aluminum hydroxide</topic><topic>Bayer process</topic><topic>Bronchopulmonary infection</topic><topic>Clay</topic><topic>Disease hot spots</topic><topic>Food sources</topic><topic>Gibbsite</topic><topic>Hematite</topic><topic>Iron oxides</topic><topic>Learning algorithms</topic><topic>Machine learning</topic><topic>Manganese</topic><topic>Microbiomes</topic><topic>Minerals</topic><topic>Niches</topic><topic>Public and Environmental Health Microbiology</topic><topic>Soil chemistry</topic><topic>Soil pH</topic><topic>Soils</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Glickman, Cody M.</creatorcontrib><creatorcontrib>Virdi, Ravleen</creatorcontrib><creatorcontrib>Hasan, Nabeeh A.</creatorcontrib><creatorcontrib>Epperson, L. Elaine</creatorcontrib><creatorcontrib>Brown, Leeza</creatorcontrib><creatorcontrib>Dawrs, Stephanie N.</creatorcontrib><creatorcontrib>Crooks, James L.</creatorcontrib><creatorcontrib>Chan, Edward D.</creatorcontrib><creatorcontrib>Strong, Michael</creatorcontrib><creatorcontrib>Nelson, Stephen T.</creatorcontrib><creatorcontrib>Honda, Jennifer R.</creatorcontrib><collection>CrossRef</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Biotechnology Research Abstracts</collection><collection>Ecology Abstracts</collection><collection>Entomology Abstracts (Full archive)</collection><collection>Environment Abstracts</collection><collection>Industrial and Applied Microbiology Abstracts (Microbiology A)</collection><collection>Nucleic Acids Abstracts</collection><collection>Virology and AIDS 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>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>Environment Abstracts</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Applied and environmental microbiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Glickman, Cody M.</au><au>Virdi, Ravleen</au><au>Hasan, Nabeeh A.</au><au>Epperson, L. Elaine</au><au>Brown, Leeza</au><au>Dawrs, Stephanie N.</au><au>Crooks, James L.</au><au>Chan, Edward D.</au><au>Strong, Michael</au><au>Nelson, Stephen T.</au><au>Honda, Jennifer R.</au><au>Alexandre, Gladys</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Assessment of Soil Features on the Growth of Environmental Nontuberculous Mycobacterial Isolates from Hawai'i</atitle><jtitle>Applied and environmental microbiology</jtitle><date>2020-10-15</date><risdate>2020</risdate><volume>86</volume><issue>21</issue><issn>0099-2240</issn><eissn>1098-5336</eissn><abstract>Globally and in the United States, the prevalence of NTM pulmonary disease—a potentially life-threatening but underdiagnosed chronic illness—is prominently rising. While NTM are ubiquitous in the environment, including in soil, the specific soil components that promote or inhibit NTM growth have not been elucidated. We hypothesized that NTM culture-positive soil contains minerals that promote NTM growth
in vitro
. Because Hawai’i is a hot spot for NTM and a unique geographic archipelago, we examined the composition of Hawai’i soil and identified individual clay, iron, and manganese minerals associated with NTM. Next, individual components were evaluated for their ability to directly modulate NTM growth in culture. In general, gibbsite and some manganese oxides were shown to decrease NTM, whereas iron-containing minerals were associated with higher NTM counts. These data provide new information to guide future analyses of soil-associated factors impacting persistence of these soil bacteria.
Environmental nontuberculous mycobacteria (NTM), with the potential to cause opportunistic lung infections, can reside in soil. This might be particularly relevant in Hawai’i, a geographic hot spot for NTM infections and whose soil composition differs from many other areas of the world. Soil components are likely to contribute to NTM prevalence in certain niches as food sources or attachment scaffolds, but the particular types of soils, clays, and minerals that impact NTM growth are not well-defined. Hawai’i soil and chemically weathered rock (saprolite) samples were examined to characterize the microbiome and quantify 11 mineralogical features as well as soil pH. Machine learning methods were applied to identify important soil features influencing the presence of NTM. Next, these features were directly tested
in vitro
by incubating synthetic clays and minerals in the presence of
Mycobacteroides abscessus
and
Mycobacterium chimaera
isolates recovered from the Hawai'i environment, and changes in bacterial growth were determined. Of the components examined, synthetic gibbsite, a mineral form of aluminum hydroxide, inhibited the growth of both
M. abscessus
and
M. chimaera
, while other minerals tested showed differential effects on each species. For example,
M. abscessus
(but not
M. chimaera
) growth was significantly higher in the presence of hematite, an iron oxide mineral. In contrast,
M. chimaera
(but not
M. abscessus
) counts were significantly reduced in the presence of birnessite, a manganese-containing mineral. These studies shed new light on the mineralogic features that promote or inhibit the presence of Hawai’i NTM in Hawai’i soil.
IMPORTANCE
Globally and in the United States, the prevalence of NTM pulmonary disease—a potentially life-threatening but underdiagnosed chronic illness—is prominently rising. While NTM are ubiquitous in the environment, including in soil, the specific soil components that promote or inhibit NTM growth have not been elucidated. We hypothesized that NTM culture-positive soil contains minerals that promote NTM growth
in vitro
. Because Hawai’i is a hot spot for NTM and a unique geographic archipelago, we examined the composition of Hawai’i soil and identified individual clay, iron, and manganese minerals associated with NTM. Next, individual components were evaluated for their ability to directly modulate NTM growth in culture. In general, gibbsite and some manganese oxides were shown to decrease NTM, whereas iron-containing minerals were associated with higher NTM counts. These data provide new information to guide future analyses of soil-associated factors impacting persistence of these soil bacteria.</abstract><cop>Washington</cop><pub>American Society for Microbiology</pub><pmid>32859599</pmid><doi>10.1128/AEM.00121-20</doi><orcidid>https://orcid.org/0000-0002-4943-8738</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Aluminum Aluminum hydroxide Bayer process Bronchopulmonary infection Clay Disease hot spots Food sources Gibbsite Hematite Iron oxides Learning algorithms Machine learning Manganese Microbiomes Minerals Niches Public and Environmental Health Microbiology Soil chemistry Soil pH Soils |
title | Assessment of Soil Features on the Growth of Environmental Nontuberculous Mycobacterial Isolates from Hawai'i |
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