Antimicrobial-resistance genes (ARGs) are spread among bacteria by horizontal gene transfer (HGT), however, the effect of environmental factors on the dynamics of the ARG in water environments has not been very well understood. In this systematic review, we employed the regression tree algorithm to identify the environmental factors that facilitate/inhibit the transfer of ARGs via conjugation in planktonic/biofilm-formed bacterial cells based on the results of past relevant research. Escherichia coli strains were the most studied genus for conjugation experiments as donor/recipient in the intra-genera category. Conversely, Pseudomonas spp., Acinetobacter spp., and Salmonella spp. were studied primarily as recipients across inter-genera bacteria. The conjugation efficiency (ce) was found to be highly dependent on the incubation period. Some antibiotics, such as nitrofurantoin (at ≥ 0.2 µg ml -1) and kanamycin (at ≥ 9.5 mg l -1) as well as metallic compounds like mercury (II) chloride (HgCl2, ≥ 3 µmol l -1), and vanadium (III) chloride (VCl3, ≥ 50 µmol l -1) had enhancing effect on conjugation. The highest ce value (-0.90 log10) was achieved at 15–19 °C, with linoleic acid concentrations < 8 mg l -1, a recognized conjugation inhibitor. Identifying critical environmental factors affecting ARG dissemination in aquatic environments will accelerate strategies to control their proliferation and combat antibiotic resistance.