The unprecedented rise of life-threatening antibiotic resistance (AR), combined with the unparalleled advances in DNA sequencing of genomes and metagenomes, has pushed the need for in silico detection of the resistance potential of clinical and environmental metagenomic samples through the quantification of AR genes (i.e., genes conferring antibiotic resistance). Therefore, determining an optimal methodology to quantitatively and accurately assess AR genes in a given environment is pivotal. Here, we optimized and improved existing AR detection methodologies from metagenomic datasets to properly consider AR-generating mutations in antibiotic target genes. Through comparative metagenomic analysis of previously published AR gene abundance in three publicly available metagenomes, we illustrate how mutation-generated resistance genes are either falsely assigned or neglected, which alters the detection and quantitation of the antibiotic resistome. In addition, we inspected factors influencing the outcome of AR gene quantification using metagenome simulation experiments, and identified that genome size, AR gene length, total number of metagenomics reads and selected sequencing platforms had pronounced effects on the level of detected AR. In conclusion, our proposed improvements in the current methodologies for accurate AR detection and resistome assessment show reliable results when tested on real and simulated metagenomic datasets.
机构:
San Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Cairo Univ, Fac Pharm, Dept Microbiol & Immunol, Cairo 11562, Egypt
Argonne Natl Lab, Comp Environm & Life Sci, Argonne, IL 60439 USASan Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Aziz, Ramy K.
;
Dwivedi, Bhakti
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机构:
Univ S Florida, Coll Marine Sci, St Petersburg, FL 33701 USASan Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Dwivedi, Bhakti
;
Akhter, Sajia
论文数: 0引用数: 0
h-index: 0
机构:
San Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USASan Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Akhter, Sajia
;
Breitbart, Mya
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Marine Sci, St Petersburg, FL 33701 USASan Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Breitbart, Mya
;
Edwards, Robert A.
论文数: 0引用数: 0
h-index: 0
机构:
San Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Argonne Natl Lab, Comp Environm & Life Sci, Argonne, IL 60439 USASan Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Chao, Yuanqing
;
Ma, Liping
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Ma, Liping
;
Yang, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Yang, Ying
;
Ju, Feng
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h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Ju, Feng
;
Zhang, Xu-Xiang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Nanjing Univ, Sch Environm, State Key Lab Pollut Control & Resource Reuse, Nanjing 210046, Jiangsu, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Zhang, Xu-Xiang
;
Wu, Wei-Min
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USAUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Wu, Wei-Min
;
Zhang, Tong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Chen, Baowei
;
Yang, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Yang, Ying
;
Liang, Ximei
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, South China Sea Inst Oceanol, Guangzhou 510301, Guangdong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Liang, Ximei
;
Yu, Ke
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Yu, Ke
;
Zhang, Tong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Zhang, Tong
;
Li, Xiangdong
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
机构:
San Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Cairo Univ, Fac Pharm, Dept Microbiol & Immunol, Cairo 11562, Egypt
Argonne Natl Lab, Comp Environm & Life Sci, Argonne, IL 60439 USASan Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Aziz, Ramy K.
;
Dwivedi, Bhakti
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Marine Sci, St Petersburg, FL 33701 USASan Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Dwivedi, Bhakti
;
Akhter, Sajia
论文数: 0引用数: 0
h-index: 0
机构:
San Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USASan Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Akhter, Sajia
;
Breitbart, Mya
论文数: 0引用数: 0
h-index: 0
机构:
Univ S Florida, Coll Marine Sci, St Petersburg, FL 33701 USASan Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Breitbart, Mya
;
Edwards, Robert A.
论文数: 0引用数: 0
h-index: 0
机构:
San Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
Argonne Natl Lab, Comp Environm & Life Sci, Argonne, IL 60439 USASan Diego State Univ, Dept Comp Sci, San Diego, CA 92182 USA
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Chao, Yuanqing
;
Ma, Liping
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Ma, Liping
;
Yang, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Yang, Ying
;
Ju, Feng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Ju, Feng
;
Zhang, Xu-Xiang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Nanjing Univ, Sch Environm, State Key Lab Pollut Control & Resource Reuse, Nanjing 210046, Jiangsu, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Zhang, Xu-Xiang
;
Wu, Wei-Min
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Civil & Environm Engn, Stanford, CA 94305 USAUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
Wu, Wei-Min
;
Zhang, Tong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R China
机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Chen, Baowei
;
Yang, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Yang, Ying
;
Liang, Ximei
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, South China Sea Inst Oceanol, Guangzhou 510301, Guangdong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Liang, Ximei
;
Yu, Ke
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Yu, Ke
;
Zhang, Tong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Environm Biotechnol Lab, Hong Kong, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Zhang, Tong
;
Li, Xiangdong
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China