Table 1.
Ref. | Country(ies) | Sample size | Method(s) | ARG (N)a | Pipeline(s) | Reference Database(s) | Key findings | Limitations | |
---|---|---|---|---|---|---|---|---|---|
4 | Canada | 24 | SeqMeta | 13,218 | RAY Meta 2.2.1 | MERGEM | Culture-enrichment in prior to sequencing allows identification of core and accessory ARGs in rare gut microbial species. | Enrichment step has eliminated otherwise prevalent Akkermansia and Prevotella. | |
5 | Demark, Spain | 663 | SeqMeta | 6,095 | Prodigal, CD-HIT v4.5.7 | Resfinder, ARG-ANNOT, Lahey Clinic, RED-DB | The predicted ARGs had 29.8% amino acid identity to known ARGs, supporting ARG transfer between microbes is rare. | ARGs in the subdominant microbial species and that non-homologous to the known ARG classes may be missed. | |
6 | Tanzania, Italy | 38 | SeqMeta | 2,570 | TBLASTN | ARDB; ResFams | The gut resistome of the Hadza hunter-gatherer resembles the soil, with less syntenic mobile elements than that of the Italian. | Survey of ARGs was limited to known genes. Functional validation was not performed. | |
7 | Syria, Iraq, Iran, Eritrea, Afghanistan, Germany | 606 | Mf-PCR | 42 | NA | NA | Refugees had more than five ARGs, with high prevalence of blaCTX-M, blaSHV, blaoxa-1, vanC1, and qnrB. German had three or less ARGs. | Mobility of the ARGs were not investigated and thus their transferability was unclear. | |
8 | China, Denmark, Spain | 162 | SeqMeta; FunMeta | 1,093 | BLASTx | ARDB | Chinese had the highest abundance of ARGs, which are phylogenetically distant from others. | The limited samples may not reflect population-wide profile. | |
13 | USA, China, Spain, Denmark | 1,267 | SeqMeta | 112 | BLASTx, SOAP | ARDB, ARG-ANNOT | ARG composition was similar among all population studied. Chinese had the highest ARG abundance than others. | Insufficient epidemiologic data that supported gut ARG being affected by antibiotic policy. | |
14 | The Netherlands | 122 | PCR | 10 | NA | NCBI | The prevalence of blaCTX-M, qnrB and qnrS increased from 6.6% to 9% before travel to 33.6% to 55.7% after international travel. | Small study population size precluded risk analysis. | |
15 | China | 77 | Microarray | 2,915 | NA | ARDB | ARG diversity is related to age. | False-positive or -negative hybridization signals may exist. | |
16 | The Netherlands | 10 | Mf-PCR | 81 | NA | ResFinder, NCBI | The catA and tetW genes were more abundant in healthy subjects than the critically ill. | The findings may not apply to countries where resistant bacteria is prevalent. | |
17 | Canada | 70 | Microarray | 254 | NA | CARD, ResFinder, ARG-ANNOT | Gut resistome in healthy adults showed prompt recovery to baseline in one week after antibiotic perturbation. | The microarray did not include all known ARGs. | |
18 | The Netherlands | 1,179 | SeqMeta | 11 | ShortBRED | CARD | Females had higher diversity of ARGs and prevalence of lnu genes. | Small number of male subjects may be underpowered. | |
19 | Peru | 263 | SeqMeta | 1,100 | ShortBRED | CARD, Lahey | The resistome from human gut and their associated animals and environment are shared | No functional validation of the ARGs identified. | |
20 | China, Europe, USA | 2,768 | SeqMeta | 19,569 | SOAP-denovo | ResFinder | Mobile resistomes are mainly found, in order of frequency, in Proteobacteria (399 genes), Firmicutes (86), Bacteroidetes (46), and Actinobacteria (40). | Nucleotide identity cutoff was set at 95% against ResFinder. | |
21 | Caucasian male | 12 | SeqMeta | NA | CARD-RGI | CARD, ResFams, |
Healthy subjects with glycopeptide or aminoglycoside resistance genes were prone to de novo colonization upon antibiotic exposure. | The annotation algorithm was conservative. | |
22 | UK, France, Italy, Finland, Norway, Scotland | 22 | Microarray; FunMeta | NA | Chromas, DNAMAN | NCBI | The tet(W) gene and transposons Tn4451 and Tn1549 were highly prevalent in fecal metagenomes. | Only tetracycline and erythromycin resistance genes were investigated. | |
23 | Finland, France, Italy, Norway, UK | 100 | PCR; Microarray; FunMeta | 97 | NA | NA | ARGs identified by microarray were not recovered by functional screen. Combining these methods increase the identifiable ARG repertoire. | The cloned ARG in functional screen needs to be expressive in the heterologous host. | |
25 | 11 countries | 180 | SeqMeta | 1,209 | ARGs-OAP | SARG | The ermF was the representative macrolide resistant gene in the Chinese population. | Bacterial hosts of ARGs were predicted by network analysis. | |
28 | Denmark, Spain, USA | 252 | SeqMeta | 3,496 | MOCAT | ARDB | The most prevalent human gut ARGs were those that encoded resistance to antibiotics used in animals in a country-specific manner. | Only three developed countries were involved. | |
29 | USA | 2 | FunMeta | NA | NA | NCBI | Half of the resistance genes recovered from aerobic gut isolates were identical to that in pathogens. | The majority of gut commensals was anaerobic. | |
30 | Germany | 2 | SeqMeta | NA | DIAMOND | CARD | The gut resistome in two persons changed differently in response to ciprofloxacin treatment. | Given sequence reads did not span the whole ARG length, its frequency could not be identified. | |
31 | USA | 29 | SeqMeta | 21 | Prodigal, BLASTP | DeepARG | Sixty four ARGs were shared amongst the gut resistomes from chickens, pigs and humans. | The genetic contexts of the ARGs were unclear. | |
32 | Malawi, USA, Venezuela | 110 | SeqMeta | 70 | BLAST+ | ARDB, ResFams | Antibiotic resistance and virulence genes are correlated and may be co-selected. | Results were based on sequence analysis without downstream laboratory validation. |
aNumber of antibiotic resistance genes (ARG) surveyed or annotated; FunMeta, functional metagenomics; Marilyn, Marilyn Robert’s website for macrolides and tetracycline resistance genes; MERGEM, Mobile Elements and Resistance Genes Enhanced for Metagenomics; Mf-PCR, microfluidic PCR; PATRIC, Pathosystems Resource Integration Center; Ref, reference; SeqMeta, sequence-based metagenomics; SOAP, short oligonucleotide analysis package.