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Chlamydia trachomatis (Ct) is an obligate intracellular human pathogen. It causes blinding trachoma and sexually transmitted disease such as chlamydia, pelvic inflammatory disease and lymphogranuloma venereum. Ct has a unique biphasic development cycle and replicates in an intracellular vacuole called inclusion. Normally it has two forms: the infectious form, elementary body (EB); and the non-infectious form, reticulate body (RB). Ct is not easily amenable to genetic manipulation. Hence, to understand the infection process, it is crucial to study how the metabolic activity of Ct exactly evolves in the host cell and what roles of EB and RB play differentially in Ct metabolism during infection. In addition, Ct was found regularly coinfected with other pathogens in patients who got sexually transmitted diseases (STDs). A lack of powerful methods to culture Ct outside of the host cell makes the detailed molecular mechanisms of coinfection difficult to study.
In this work, a genome-scale metabolic model with 321 metabolites and 277 reactions was first reconstructed by me to study Ct metabolic adaptation in the host cell during infection. This model was calculated to yield 84 extreme pathways, and metabolic flux strength was then modelled regarding 20hpi, 40hpi and later based on a published proteomics dataset. Activities of key enzymes involved in target pathways were further validated by RT-qPCR in both HeLa229 and HUVEC cell lines. This study suggests that Ct's major active pathways involve glycolysis, gluconeogenesis, glycerolphospholipid biosynthesis and pentose phosphate pathway, while Ct's incomplete tricarboxylic acid cycle and fatty acid biosynthesis are less active. EB is more activated in almost all these carbohydrate pathways than RB. Result suggests the survival of Ct generally requires a lot of acetyl-CoA from the host. Besides, both EB and RB can utilize folate biosynthesis to generate NAD(P)H but may use different pathways depending on the demands of ATP. When more ATP is available from both host cell and Ct itself, RB is more activated by utilizing energy providing chemicals generated by enzymes associated in the nucleic acid metabolism. The forming of folate also suggests large glutamate consumption, which is supposed to be converted from glutamine by the glutamine-fructose-6-phosphate transaminase (glmS) and CTP synthase (pyrG).
Then, RNA sequencing (RNA-seq) data analysis was performed by me in a coinfection study. Metatranscriptome from patient RNA-seq data provides a realistic overview. Thirteen patient samples were collected and sequenced by our collaborators. Six male samples were obtained by urethral swab, and seven female samples were collected by cervicovaginal lavage. All the samples were Neisseria gonorrhoeae (GC) positive, and half of them had coinfection with Ct. HISAT2 and Stringtie were used for transcriptomic mapping and assembly respectively, and differential expression analysis by DESeq2, Ballgown and Cuffdiff2 are parallelly processed for comparison. Although the measured transcripts were not sufficient to assemble Ct's transcriptome, the differential expression of genes in both the host and GC were analyzed by comparing Ct positive group (Ct+) against Ct-uninfected group. The results show that in the Ct+ group, the host MHC class II immune response was highly induced. Ct infection is associated with the regulation of DNA methylation, DNA double-strand damage and ubiquitination. The analysis also shows Ct infection enhances host fatty acid beta oxidation, thereby inducing mROS, and the host responds to reduce ceramide production and glycolysis. The coinfection upregulates GC's own ion transporters and amino acid uptake, while it downregulates GC's restriction and modification systems. Meanwhile, GC has the nitrosative and oxidative stress response and also increases the ability for ferric uptake especially in the Ct+ group compared to Ct-uninfected group.
In conclusion, methods in bioinformatics were used here in analyzing the metabolism of Ct itself, and the responses of the host and GC respectively in a coinfection study with and without Ct. These methods provide metabolic and metatranscriptomic details to study Ct metabolism during infection and Ct associated coinfection in the human microbiota.
Background: Integrase strand transfer inhibitors (INSTIs) are the latest addition to the array of antiretroviral compounds used to treat an infection with Human Immunodeficiency Virus (HIV). Due to their high efficacy and increased tolerability, INSTIs have become an integral part of first-line therapy in most high-income countries over the past years. However, little is known about HIV-1’s genetic inter- and intra-subtype diversity on the Integrase (IN)-gene and its impact on the emergence of INSTI-resistance. In the absence of a functional cure, long-term efficacy of first-line compounds remains paramount for reducing virological failure and curbing on-going HIV transmissions. South Africa, harbouring more than 20% of the global HIV burden (7.7 / 37.9 million people), requires international attention in order to globally pursue UNAIDS’ (Joint United Nations Programme on HIV/AIDS) 90-90-90 goals and the road to ending the HIV/AIDS (Acquired immunodeficiency syndrome) pandemic by 2030.
Methods: In this study, the prevalence of INSTI-resistance associated mutations (RAM) was investigated in a cohort of 169 archived drug-naïve blood samples from multiple collection sites around Cape Town, South Africa. Viral RNA was isolated from plasma samples, the integrase fragment amplified by RT-PCR and subsequently sequenced by Sanger-sequencing. Additionally, all publicly available drug-naïve, South African IN sequences, isolated before the availability of the first INSTIs in 2007, were retrieved from the Los Alamos HIV sequence database (n=284). All sequences were analysed for RAMs using the Stanford HIV Drug resistance database. The identification of polymorphism in the South African subtype C IN consensus sequence allowed for comparative analyses with global subtype B, as well as subtype C sequences, from countries other than South Africa.
Results: The IN gene could be amplified and sequenced in 95/169 samples (56%). Phylogenetic inference revealed close homology between three sequence-pairs, warranting the exclusion of 3/95 sequences from further analyses. Of the 92 samples used for mutational analyses, 86/92 (93.5%) belonged to subtype C, 5/92 (5.4%) to subtype B and 1/92 (1.1%) to subtype A. The prevalence of major and accessory INSTI RAMs was 0/92 (0%) and 1/91 (1.1%), respectively, similar to the observed rates of 8/284 (2.8%) and 8/284 (2.8%) in the database sequences (p = 0.2076 and p = 0.6944, Fisher’s exact test). Compared to subtype B IN sequences, 15 polymorphisms were significantly enriched in South African subtype C sequences (corrected p<0.0015. Fisher’s exact test, Bonferroni post-hoc procedure).
Compared to subtype C IN sequences isolated outside South Africa, four polymorphisms were significantly enriched in this study cohort (corrected p<0.0014, Fisher’s exact test, Bonferroni post-hoc procedure). The highest prevalence margin was observed for the polymorphism Met50Ile being present in 60.1% of South African subtype C sequences, compared to 37% in non-South African subtype C sequences.
Conclusions: The low prevalence of major and minor RAMs in all South African Integrase sequences predicts a high susceptibility to INSTIs, however, the presence of natural polymorphisms, in particular Met50Ile, in the majority of sequences warrants further monitoring under therapeutic pressure, as their role in mutational pathways leading to INSTI- resistance is yet to be determined. Additionally, this study revealed the presence of substantial inter- and intra-subtype diversity within the HIV-1 Subtype C IN-gene. These results implicate the need for more research on a regional, potentially patient-specific level, as mutational insights from other diverse backgrounds may not accurately represent the South African context. The implementation of a national pre-treatment INSTI-resistance screening program may provide necessary insights into the development of mutational pathways leading to INSTI-resistance under therapeutic pressure for the South African context and thereby bring South Africa one step closer to achieving UNAIDS 90-90-90 goals and ending the AIDS epidemic by 2030.