{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,29]],"date-time":"2026-10-29T04:51:15Z","timestamp":1793249475723,"version":"4.5.0"},"reference-count":59,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2024,10,4]],"date-time":"2024-10-04T00:00:00Z","timestamp":1728000000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Microbiol."],"abstract":"<jats:sec><jats:title>Introduction<\/jats:title><jats:p>Antimicrobial resistance (AMR) in <jats:italic>Brucella melitensis<\/jats:italic>, the causative agent of brucellosis, is of growing concern, particularly in low and middle-income countries. This study aimed to explore the genetic basis of AMR in <jats:italic>B. melitensis<\/jats:italic> strains from India.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>Twenty-four isolates from humans and animals were subjected to antimicrobial susceptibility testing and whole-genome sequencing.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>Resistance to doxycycline (20.80%), ciprofloxacin (16.67%), cotrimoxazole (4.17%), and rifampicin (16.67%) was observed. Genome analysis revealed efflux-related genes like <jats:italic>mprF<\/jats:italic>, <jats:italic>bepG<\/jats:italic>, <jats:italic>bepF<\/jats:italic>, <jats:italic>bepC<\/jats:italic>, <jats:italic>bepE<\/jats:italic>, and <jats:italic>bepD<\/jats:italic> across all isolates, however, classical AMR genes were not detected. Mutations in key AMR-associated genes such as <jats:italic>rpoB<\/jats:italic>, <jats:italic>gyrA<\/jats:italic>, and <jats:italic>folP<\/jats:italic> were identified, intriguingly present in both resistant and susceptible isolates, suggesting a complex genotype\u2013phenotype relationship in AMR among <jats:italic>Brucella<\/jats:italic> spp. Additionally, mutations in efflux genes were noted in resistant and some susceptible isolates, indicating their potential role in resistance mechanisms. However, mutations in AMR-associated genes did not consistently align with phenotypic resistance, suggesting a multifactorial basis for resistance.<\/jats:p><\/jats:sec><jats:sec><jats:title>Discussion<\/jats:title><jats:p>The study underscores the complexity of AMR in <jats:italic>B. melitensis<\/jats:italic> and advocates for a holistic multi-omics approach to fully understand resistance mechanisms. These findings offer valuable insights into genetic markers associated with AMR, guiding future research and treatment strategies.<\/jats:p><\/jats:sec>","DOI":"10.3389\/fmicb.2024.1474957","type":"journal-article","created":{"date-parts":[[2024,10,4]],"date-time":"2024-10-04T15:16:46Z","timestamp":1728055006000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":12,"title":["Exploring genetic determinants of antimicrobial resistance in Brucella melitensis strains of human and animal origin from India"],"prefix":"10.3389","volume":"15","author":[{"given":"Haris","family":"Ayoub","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"M. Suman","family":"Kumar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rishabh","family":"Mehta","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Prasad","family":"Thomas","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Muskan","family":"Dubey","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Himani","family":"Dhanze","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ganavalli S.","family":"Ajantha","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"K. N.","family":"Bhilegaonkar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Harith M.","family":"Salih","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Charley A.","family":"Cull","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ravindra P.","family":"Veeranna","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Raghavendra G.","family":"Amachawadi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2024,10,4]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"W537","DOI":"10.1093\/nar\/gky379","article-title":"The galaxy platform for accessible, reproducible and collaborative biomedical analyses: 2018 update","volume":"46","author":"Afgan","year":"2018","journal-title":"Nucleic Acids Res."},{"key":"ref2","author":"Alton","year":"1975"},{"key":"ref9001","first-page":"63","volume-title":"Techniques for the brucellosis Laboratory","author":"Alton","year":"1988"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1016\/j.ijantimicag.2008.03.017","article-title":"A bioinformatic approach to understanding antibiotic resistance in intracellular bacteria through whole genome analysis","volume":"32","author":"Biswas","year":"2008","journal-title":"Int. J. Antimicrob. Agents"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"3491","DOI":"10.1093\/jac\/dkaa345","article-title":"ResFinder 4.0 for predictions of phenotypes from genotypes","volume":"75","author":"Bortolaia","year":"2020","journal-title":"J. Antimicrob. Chemother."},{"key":"ref5","doi-asserted-by":"publisher","first-page":"2660","DOI":"10.1128\/jcm.32.11.2660-2666.1994","article-title":"Differentiation of Brucella abortus bv. 1, 2, and 4, Brucella melitensis, Brucella ovis, and Brucella suis bv. 1 by PCR","volume":"32","author":"Bricker","year":"1994","journal-title":"J. Clin. Microbiol."},{"key":"ref6","doi-asserted-by":"publisher","first-page":"i884","DOI":"10.1093\/bioinformatics\/bty560","article-title":"Fastp: an ultra-fast all-in-one FASTQ preprocessor","volume":"34","author":"Chen","year":"2018","journal-title":"Bioinformatics"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"e1005958","DOI":"10.1371\/journal.pcbi.1005958","article-title":"A phylogenetic method to perform genome-wide association studies in microbes that accounts for population structure and recombination","volume":"14","author":"Collins","year":"2018","journal-title":"PLoS Comput. Biol."},{"key":"ref8","author":"Corbel","year":"2006"},{"key":"ref9","doi-asserted-by":"publisher","first-page":"82","DOI":"10.3390\/pathogens12010082","article-title":"Determination of virulence-associated genes and antimicrobial resistance profiles in Brucella isolates recovered from humans and animals in Iran using NGS technology","volume":"12","author":"Dadar","year":"2023","journal-title":"Pathogens"},{"key":"ref10","first-page":"117","article-title":"Heat treatment of Bacteria: a simple method of DNA extraction for molecular technique","volume":"41","author":"Dashti","year":"2009","journal-title":"Med. J."},{"key":"ref11","doi-asserted-by":"publisher","first-page":"1505","DOI":"10.1016\/j.ajpath.2015.03.003","article-title":"Pathogenesis and Immunobiology of brucellosis","volume":"185","author":"de Figueiredo","year":"2015","journal-title":"Am. J. Pathol."},{"key":"ref12","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1186\/s12866-015-0458-9","article-title":"In vitro antimicrobial susceptibility testing of human Brucella melitensis isolates from Qatar between 2014\u2009-\u20092015","volume":"15","author":"Deshmukh","year":"2015","journal-title":"BMC Microbiol."},{"key":"ref13","first-page":"101","article-title":"In vitro antimicrobial susceptibility of Brucella species isolated from human and animals in India","volume":"3","author":"Doimari","year":"2018","journal-title":"J Antibioti Res"},{"key":"ref14","doi-asserted-by":"publisher","first-page":"D561","DOI":"10.1093\/nar\/gkz1010","article-title":"MEGARes 2.0: a database for classification of antimicrobial drug, biocide and metal resistance determinants in metagenomic sequence data","volume":"48","author":"Doster","year":"2020","journal-title":"Nucleic Acids Res."},{"key":"ref15","doi-asserted-by":"publisher","first-page":"e0262551","DOI":"10.1371\/journal.pone.0262551","article-title":"Proteomics-based screening and antibiotic resistance assessment of clinical and sub-clinical Brucella species: an evolution of brucellosis infection control","volume":"17","author":"Elbehiry","year":"2022","journal-title":"PLoS One"},{"key":"ref16","doi-asserted-by":"publisher","first-page":"124","DOI":"10.1016\/j.ijid.2018.04.3697","article-title":"Antibiotic susceptibility of Brucella melitensis in Markazi province of Iran","volume":"73","author":"Farazi","year":"2018","journal-title":"Int. J. Infect. Dis."},{"key":"ref17","doi-asserted-by":"publisher","first-page":"12728","DOI":"10.1038\/s41598-021-91456-0","article-title":"AMRFinderPlus and the reference gene catalog facilitate examination of the genomic links among antimicrobial resistance, stress response, and virulence","volume":"11","author":"Feldgarden","year":"2021","journal-title":"Sci. Rep."},{"key":"ref18","doi-asserted-by":"publisher","first-page":"655","DOI":"10.1016\/S0923-2508(00)90130-X","article-title":"Genetic organisation of the lipopolysaccharide O-antigen biosynthesis region of Brucella melitensis 16M (wbk)","volume":"151","author":"Godfroid","year":"2000","journal-title":"Res. Microbiol."},{"key":"ref19","doi-asserted-by":"publisher","first-page":"1369","DOI":"10.3389\/fmicb.2018.01369","article-title":"The structural and functional basis for recurring sulfa drug resistance mutations in Staphylococcus aureus dihydropteroate synthase","volume":"9","author":"Griffith","year":"2018","journal-title":"Front. Microbiol."},{"key":"ref20","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1186\/s40001-021-00527-5","article-title":"Investigation of antibiotic susceptibilities of Brucella strains isolated from various clinical samples in eastern Turkey","volume":"26","author":"G\u00fcltekin","year":"2021","journal-title":"Eur. J. Med. Res."},{"key":"ref21","doi-asserted-by":"publisher","first-page":"212","DOI":"10.1128\/AAC.01310-13","article-title":"ARG-ANNOT, a new Bioinformatic tool to discover antibiotic resistance genes in bacterial genomes","volume":"58","author":"Gupta","year":"2014","journal-title":"Antimicrob. Agents Chemother."},{"key":"ref22","doi-asserted-by":"publisher","first-page":"1072","DOI":"10.1093\/bioinformatics\/btt086","article-title":"QUAST: quality assessment tool for genome assemblies","volume":"29","author":"Gurevich","year":"2013","journal-title":"Bioinformatics"},{"key":"ref23","doi-asserted-by":"publisher","first-page":"1035","DOI":"10.1292\/jvms.12-0163","article-title":"In vitro antimicrobial susceptibility of Brucella melitensis isolates from sheep in an area endemic for human brucellosis in Turkey","volume":"75","author":"Ilhan","year":"2013","journal-title":"J. Vet. Med. Sci."},{"key":"ref24","doi-asserted-by":"publisher","first-page":"gkw1004","DOI":"10.1093\/nar\/gkw1004","article-title":"CARD 2017: expansion and model-centric curation of the comprehensive antibiotic resistance database","volume":"45","author":"Jia","year":"2016","journal-title":"Nucleic Acids Res."},{"key":"ref25","doi-asserted-by":"publisher","first-page":"8538","DOI":"10.1038\/s41598-018-26906-3","article-title":"Whole-genome sequencing and antimicrobial resistance in Brucella melitensis from a Norwegian perspective","volume":"8","author":"Johansen","year":"2018","journal-title":"Sci. Rep."},{"key":"ref26","doi-asserted-by":"publisher","first-page":"698069","DOI":"10.3389\/fmicb.2021.698069","article-title":"Genome sequencing and comparative genomics of Indian isolates of Brucella melitensis","volume":"12","author":"Karthik","year":"2021","journal-title":"Front. Microbiol."},{"key":"ref27","doi-asserted-by":"crossref","first-page":"603","DOI":"10.3390\/microorganisms7120603","article-title":"Identification, genotyping and antimicrobial susceptibility testing of Brucella spp. isolated from livestock in Egypt","volume":"7","author":"Khan","year":"2019","journal-title":"Microorganisms"},{"key":"ref28","doi-asserted-by":"publisher","first-page":"4453","DOI":"10.1093\/bioinformatics\/btz305","article-title":"RAxML-NG: a fast, scalable and user-friendly tool for maximum likelihood phylogenetic inference","volume":"35","author":"Kozlov","year":"2019","journal-title":"Bioinformatics"},{"key":"ref29","doi-asserted-by":"publisher","first-page":"1789","DOI":"10.3201\/eid2909.230052","article-title":"Global estimate of human brucellosis incidence","volume":"29","author":"Laine","year":"2023","journal-title":"Emerg. Infect. Dis."},{"key":"ref30","doi-asserted-by":"publisher","first-page":"W242","DOI":"10.1093\/nar\/gkw290","article-title":"Interactive tree of life (iTOL) v3: an online tool for the display and annotation of phylogenetic and other trees","volume":"44","author":"Letunic","year":"2016","journal-title":"Nucleic Acids Res."},{"key":"ref31","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1186\/s12879-018-2947-6","article-title":"In vitro antimicrobial susceptibility testing of human Brucella melitensis isolates from Ulanqab of Inner Mongolia, China","volume":"18","author":"Liu","year":"2018","journal-title":"BMC Infect. Dis."},{"key":"ref32","doi-asserted-by":"publisher","first-page":"152","DOI":"10.1016\/j.vetmic.2011.06.035","article-title":"New Bruce-ladder multiplex PCR assay for the biovar typing of Brucella suis and the discrimination of Brucella suis and Brucella canis","volume":"154","author":"L\u00f3pez-Go\u00f1i","year":"2011","journal-title":"Vet. Microbiol."},{"key":"ref33","doi-asserted-by":"publisher","first-page":"3484","DOI":"10.1128\/JCM.00837-08","article-title":"Evaluation of a multiplex PCR assay (Bruce-ladder) for molecular typing of all Brucella species, including the vaccine strains","volume":"46","author":"L\u00f3pez-Go\u00f1i","year":"2008","journal-title":"J. Clin. Microbiol."},{"key":"ref34","first-page":"75","article-title":"A multicenter therapeutic study of 1100 children with brucellosis","volume":"8","author":"Lubani","year":"1989","journal-title":"Pediatr. Infect. Dis. J."},{"key":"ref35","first-page":"39","article-title":"Human brucellosis in Kuwait: a prospective study of 400 cases","volume":"66","author":"Lulu","year":"1988","journal-title":"QJM Int. J. Med."},{"key":"ref36","doi-asserted-by":"publisher","first-page":"1137932","DOI":"10.3389\/fmicb.2023.1137932","article-title":"Molecular characterization and antimicrobial susceptibility of human Brucella in Northeast China","volume":"14","author":"Ma","year":"2023","journal-title":"Front. Microbiol."},{"key":"ref37","doi-asserted-by":"publisher","first-page":"860","DOI":"10.1016\/j.micinf.2005.10.008","article-title":"Molecular characterization of the rpoB gene in Brucella species: new potential molecular markers for genotyping","volume":"8","author":"Marianelli","year":"2006","journal-title":"Microbes Infect."},{"key":"ref38","doi-asserted-by":"publisher","first-page":"2923","DOI":"10.1128\/JCM.00822-07","article-title":"Molecular epidemiological and antibiotic susceptibility characterization of Brucella isolates from humans in Sicily, Italy","volume":"45","author":"Marianelli","year":"2007","journal-title":"J. Clin. Microbiol."},{"key":"ref39","doi-asserted-by":"publisher","first-page":"2530","DOI":"10.1128\/JB.01198-08","article-title":"Interplay between two RND systems mediating antimicrobial resistance in Brucella suis","volume":"191","author":"Martin","year":"2009","journal-title":"J. Bacteriol."},{"key":"ref40","doi-asserted-by":"publisher","first-page":"701","DOI":"10.1128\/jb.175.3.701-705.1993","article-title":"Presence of two independent chromosomes in the Brucella melitensis 16M genome","volume":"175","author":"Michaux","year":"1993","journal-title":"J. Bacteriol."},{"key":"ref41","doi-asserted-by":"publisher","first-page":"e0043823","DOI":"10.1128\/jcm.00438-23","article-title":"If You\u2019re not confused, You\u2019re not paying attention: Ochrobactrum is not Brucella","volume":"61","author":"Moreno","year":"2023","journal-title":"J. Clin. Microbiol."},{"key":"ref42","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1016\/j.ijantimicag.2005.06.001","article-title":"New approaches to the antibiotic treatment of brucellosis","volume":"26","author":"Pappas","year":"2005","journal-title":"Int. J. Antimicrob. Agents"},{"key":"ref43","doi-asserted-by":"publisher","first-page":"101777","DOI":"10.1016\/j.genrep.2023.101777","article-title":"Genomic investigation of antimicrobial resistance in Brucella abortus strains isolated from cattle in Brazil","volume":"31","author":"Pereira","year":"2023","journal-title":"Gene Rep."},{"key":"ref44","doi-asserted-by":"publisher","first-page":"647","DOI":"10.1007\/s00249-017-1238-2","article-title":"Efflux drug transporters at the forefront of antimicrobial resistance","volume":"46","author":"Rahman","year":"2017","journal-title":"Eur. Biophys. J."},{"key":"ref45","doi-asserted-by":"publisher","first-page":"104635","DOI":"10.1016\/j.meegid.2020.104635","article-title":"Genomic insights into Brucella","volume":"87","author":"Rajendhran","year":"2021","journal-title":"Infect. Genet. Evol."},{"key":"ref46","first-page":"21","article-title":"Etiology: the genus Brucella","author":"Saavedra","year":"2019","journal-title":"Brucell. Goats Sheep Endem."},{"key":"ref47","doi-asserted-by":"publisher","first-page":"e00175","DOI":"10.1128\/genomeA.00175-18","article-title":"Complete genome sequence of the live attenuated vaccine strain Brucella melitensis rev.1","volume":"6","author":"Salmon-Divon","year":"2018","journal-title":"Genome Announc."},{"key":"ref48","doi-asserted-by":"publisher","first-page":"2068","DOI":"10.1093\/bioinformatics\/btu153","article-title":"Prokka: rapid prokaryotic genome annotation","volume":"30","author":"Seemann","year":"2014","journal-title":"Bioinformatics"},{"key":"ref49","doi-asserted-by":"publisher","first-page":"3210","DOI":"10.1093\/bioinformatics\/btv351","article-title":"BUSCO: assessing genome assembly and annotation completeness with single-copy orthologs","volume":"31","author":"Sim\u00e3o","year":"2015","journal-title":"Bioinformatics"},{"key":"ref50","doi-asserted-by":"publisher","first-page":"7749","DOI":"10.3390\/ijms21207749","article-title":"Brucella genomics: macro and micro evolution","volume":"21","author":"Su\u00e1rez-Esquivel","year":"2020","journal-title":"Int. J. Mol. Sci."},{"key":"ref51","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1186\/s12864-015-1294-x","article-title":"Full genome SNP-based phylogenetic analysis reveals the origin and global spread of Brucella melitensis","volume":"16","author":"Tan","year":"2015","journal-title":"BMC Genomics"},{"key":"ref52","doi-asserted-by":"publisher","first-page":"524","DOI":"10.1186\/s13059-014-0524-x","article-title":"The harvest suite for rapid core-genome alignment and visualization of thousands of intraspecific microbial genomes","volume":"15","author":"Treangen","year":"2014","journal-title":"Genome Biol."},{"key":"ref53","doi-asserted-by":"publisher","first-page":"6.4.18","DOI":"10.1128\/microbiolspec.ARBA-0029-2017","article-title":"Antimicrobial resistance in Leptospira, Brucella, and other rarely investigated veterinary and zoonotic pathogens","volume":"6","author":"Trott","year":"2018","journal-title":"Microbiol. Spectr."},{"key":"ref54","doi-asserted-by":"publisher","first-page":"100255","DOI":"10.1016\/j.onehlt.2021.100255","article-title":"Molecular characterization and antimicrobial susceptibility testing of clinical and non-clinical Brucella melitensis and Brucella abortus isolates from Egypt","volume":"13","author":"Wareth","year":"2021","journal-title":"One Health"},{"key":"ref55","doi-asserted-by":"publisher","first-page":"e1005595","DOI":"10.1371\/journal.pcbi.1005595","article-title":"Unicycler: resolving bacterial genome assemblies from short and long sequencing reads","volume":"13","author":"Wick","year":"2017","journal-title":"PLoS Comput. Biol."},{"key":"ref56","author":"Xavier","year":"2010"},{"key":"ref57","doi-asserted-by":"publisher","first-page":"CD007179","DOI":"10.1002\/14651858.CD007179.pub2","article-title":"Antibiotics for treating human brucellosis","volume":"2019","author":"Yousefi-Nooraie","year":"2012","journal-title":"Cochrane Database Syst. Rev."},{"key":"ref58","doi-asserted-by":"publisher","first-page":"2640","DOI":"10.1093\/jac\/dks261","article-title":"Identification of acquired antimicrobial resistance genes","volume":"67","author":"Zankari","year":"2012","journal-title":"J. Antimicrob. Chemother."}],"container-title":["Frontiers in Microbiology"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fmicb.2024.1474957\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,4]],"date-time":"2024-10-04T15:16:49Z","timestamp":1728055009000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fmicb.2024.1474957\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,4]]},"references-count":59,"alternative-id":["10.3389\/fmicb.2024.1474957"],"URL":"https:\/\/doi.org\/10.3389\/fmicb.2024.1474957","relation":{},"ISSN":["1664-302X"],"issn-type":[{"value":"1664-302X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,10,4]]},"article-number":"1474957"}}