Using host-responses and pathogen genomics to improve diagnostics for tuberculosis in the Philippines
Lead Research Organisation:
London School of Hygiene & Tropical Medicine
Department Name: Infectious and Tropical Diseases
Abstract
Tuberculosis disease (TB) is a major public health issue in the Philippines with over 300,000 cases and 22,000 deaths in 2016 alone. Worldwide, the World Health Organisation estimates that there are nine million new TB cases and nearly two million deaths each year. The increasing prevalence of multi-drug resistance strains is making disease control difficult. Until today, diagnosing active TB, especially in the early stages, is difficult and requires a sputum sample. In addition, current treatment takes more than 6 months of therapy, with diagnostics unable to help identify early treatment failure. An eventual diagnosis of drug resistance may mean extended further treatment for 2 years.
This project seeks to identify a new diagnostic assay that uses a small blood sample to measure the patient's response to the tuberculosis infection, instead of looking for the tuberculosis bacterium directly. This assay could be able to identify patients earlier and monitor their treatment response. This would allow earlier treatment and more rapid ability to alter therapy to a more appropriate regimen.
This project will link the Research Institute for Tropical Medicine with the London School of Hygiene and Tropical Medicine - two institutions at the forefront of infectious disease research - to enable world class research. The project will also allow for the training of Philippine researchers in genomic technologies and analysis to allow local capacity building.
This project seeks to identify a new diagnostic assay that uses a small blood sample to measure the patient's response to the tuberculosis infection, instead of looking for the tuberculosis bacterium directly. This assay could be able to identify patients earlier and monitor their treatment response. This would allow earlier treatment and more rapid ability to alter therapy to a more appropriate regimen.
This project will link the Research Institute for Tropical Medicine with the London School of Hygiene and Tropical Medicine - two institutions at the forefront of infectious disease research - to enable world class research. The project will also allow for the training of Philippine researchers in genomic technologies and analysis to allow local capacity building.
Technical Summary
Tuberculosis disease (TB), caused by M. tuberculosis (Mtb), is an important global public health issue. The Philippines remains one of the 22 high-TB burden countries in the world. Improving diagnostic tools for TB could assist the identification of active disease and evaluation of the response of anti-tuberculosis treatments, ultimately leading to disease control. Our study aims to use next-generation sequencing and bioinformatic techniques to characterise the human response to Mtb infection, which has previously been shown to offer an accurate and sensitive diagnostic for active TB. However, previous work has not assessed the impact of Mtb strain on diagnostic ability, or converted these signatures into useable in-house assays, such as PCR. In this project, we will seek to generate a human blood transcriptome based risk score, measured by a PCR assay that can be used in the Philippines across their strain diversity and local environments. Insights from this work could lead new diagnostics and control policy. This project will also capacity build in the Philippines for genomic technologies and analysis.
Planned Impact
The economy
Advances in sequencing technology now allow the genomic characterisation of Tuberculosis (TB) on an unprecedented scale, and have the potential to greatly accelerate research aimed at understanding the biology of the disease. The knowledge generated in the project and application of the research could ultimately benefit the pharmaceutical industry and those developing TB diagnostics and vaccines, as well as communities in the Philippines, UK, and other countries exposed to the disease. Ultimately, through reduced TB occurrence, the knowledge gained in this study could improve the health and wealth of the both participating nations and globally. The methods used in this project could have application beyond TB, so help more widely in the control and prevention of infectious diseases, with associated economic benefits.
The general public
TB kills ~2 million people globally each year, and drug resistant forms are making control difficult. The Philippines is a high-TB burden country, where TB affects predominantly the working population. Knowledge generated in the project could lead to better access to safer and more effective medicines, vaccines and improved methods of rapid diagnosis. Genomics insights could lead ultimately to improved control measures adopted globally. The project therefore specifically addresses the MRC strategic aim to impact positively on global health, and to assist with bringing the health impacts of fundamental research to people more quickly.
Academic and industrial organisations
New sequencing technologies have the ability to generate vast amounts of data, but there is a need to translate this information into knowledge useable by other research scientists and industry. Our work will provide tools useful for genomic data analysis, which can be utilized across diseases and in different settings. An understanding of genomic tools to uncover new diagnostics could lead to improved tests for detecting transmissible forms, and insights for academics involved in disease outbreaks and public health policy formulation (e.g. Philippine's National TB Control Program). Scientific developments arising would enhance the commercial private sector for the production of diagnostics, vaccines and other control measures. We have links with some of these companies (e.g. GSK) and will work through the technology transfer offices to ensure pipelines to translation tool production and exploitation are in place. Developing a basic understanding of the genomic pathways will not only be important for understanding TB, but also, any important findings and technology developed may have enormous implications for policy makers.
Training
The proposal will employ and train and develop scientists in the Philippines and UK with diverse experience with an 'omic mentality that can be applied in academia, the public sector and industry. The multidisciplinary project team will add to the Philippines and UK science base in an important and economically vital research area. The researchers working on the project will develop team working and project management skills, which they can apply in all employment sectors. Importantly, the scope for multidisciplinary interactions in this proposal should not be underestimated. The UK-based researchers employed to carry out the planned activities will have unique opportunities for engagement with experts (e.g. in the LSHTM TB Centre) in TB biology, biotechnology, clinical care, genomic epidemiology, and public health.
Advances in sequencing technology now allow the genomic characterisation of Tuberculosis (TB) on an unprecedented scale, and have the potential to greatly accelerate research aimed at understanding the biology of the disease. The knowledge generated in the project and application of the research could ultimately benefit the pharmaceutical industry and those developing TB diagnostics and vaccines, as well as communities in the Philippines, UK, and other countries exposed to the disease. Ultimately, through reduced TB occurrence, the knowledge gained in this study could improve the health and wealth of the both participating nations and globally. The methods used in this project could have application beyond TB, so help more widely in the control and prevention of infectious diseases, with associated economic benefits.
The general public
TB kills ~2 million people globally each year, and drug resistant forms are making control difficult. The Philippines is a high-TB burden country, where TB affects predominantly the working population. Knowledge generated in the project could lead to better access to safer and more effective medicines, vaccines and improved methods of rapid diagnosis. Genomics insights could lead ultimately to improved control measures adopted globally. The project therefore specifically addresses the MRC strategic aim to impact positively on global health, and to assist with bringing the health impacts of fundamental research to people more quickly.
Academic and industrial organisations
New sequencing technologies have the ability to generate vast amounts of data, but there is a need to translate this information into knowledge useable by other research scientists and industry. Our work will provide tools useful for genomic data analysis, which can be utilized across diseases and in different settings. An understanding of genomic tools to uncover new diagnostics could lead to improved tests for detecting transmissible forms, and insights for academics involved in disease outbreaks and public health policy formulation (e.g. Philippine's National TB Control Program). Scientific developments arising would enhance the commercial private sector for the production of diagnostics, vaccines and other control measures. We have links with some of these companies (e.g. GSK) and will work through the technology transfer offices to ensure pipelines to translation tool production and exploitation are in place. Developing a basic understanding of the genomic pathways will not only be important for understanding TB, but also, any important findings and technology developed may have enormous implications for policy makers.
Training
The proposal will employ and train and develop scientists in the Philippines and UK with diverse experience with an 'omic mentality that can be applied in academia, the public sector and industry. The multidisciplinary project team will add to the Philippines and UK science base in an important and economically vital research area. The researchers working on the project will develop team working and project management skills, which they can apply in all employment sectors. Importantly, the scope for multidisciplinary interactions in this proposal should not be underestimated. The UK-based researchers employed to carry out the planned activities will have unique opportunities for engagement with experts (e.g. in the LSHTM TB Centre) in TB biology, biotechnology, clinical care, genomic epidemiology, and public health.
Publications
Acford-Palmer H
(2023)
Identification of two insecticide resistance markers in Ethiopian Anopheles stephensi mosquitoes using a multiplex amplicon sequencing assay.
in Scientific reports
Ajawatanawong P
(2019)
A novel Ancestral Beijing sublineage of Mycobacterium tuberculosis suggests the transition site to Modern Beijing sublineages.
in Scientific reports
Benavente ED
(2021)
Distinctive genetic structure and selection patterns in Plasmodium vivax from South Asia and East Africa.
in Nature communications
Coll F
(2022)
PowerBacGWAS: a computational pipeline to perform power calculations for bacterial genome-wide association studies.
in Communications biology
Collins EL
(2022)
A next generation targeted amplicon sequencing method to screen for insecticide resistance mutations in Aedes aegypti populations reveals a rdl mutation in mosquitoes from Cabo Verde.
in PLoS neglected tropical diseases
De Lourdes Do Carmo Guimarães Diniz J
(2021)
Whole-genome sequencing as a tool for studying the microevolution of drug-resistant serial Mycobacterium tuberculosis isolates
in Tuberculosis
Deelder W
(2021)
Using deep learning to identify recent positive selection in malaria parasite sequence data.
in Malaria journal
Title | Additional file 1 of Large-scale genomic analysis of global Klebsiella pneumoniae plasmids reveals multiple simultaneous clusters of carbapenem-resistant hypervirulent strains |
Description | Additional file 1: Figure S1. Analysis work flow, jpg image. |
Type Of Art | Film/Video/Animation |
Year Produced | 2023 |
URL | https://springernature.figshare.com/articles/figure/Additional_file_1_of_Large-scale_genomic_analysi... |
Title | Additional file 1 of Large-scale genomic analysis of global Klebsiella pneumoniae plasmids reveals multiple simultaneous clusters of carbapenem-resistant hypervirulent strains |
Description | Additional file 1: Figure S1. Analysis work flow, jpg image. |
Type Of Art | Film/Video/Animation |
Year Produced | 2023 |
URL | https://springernature.figshare.com/articles/figure/Additional_file_1_of_Large-scale_genomic_analysi... |
Description | Insights into TB transmission hotspots in Manilla. We have developed electronic data capture systems, and trained local workers in genomic data generation and analysis. We have also recruited 90 TB patients for the study, with sample collection and follow-up data. The RNA and DNA has been extracted, with the generation of 'omics data underway, which will lead to the development of a blood-based molecular assay for TB diagnosis. |
Exploitation Route | The insights into TB transmission hotspots in Manilla will assist with the allocation of public health resources. The electronic data capture systems can be used by other studies, as well as for other RITM operations. The use of genomics tools can be applied to other infections and infectious diseases. There is scope to apply for additional research funding across these areas. The cohort of TB patients and their samples can be potentially used for other studies. The blood-based assay developed will be validated in a larger set of patients in a follow-up study, ultimately rolled-out by the Department of Health across hospitals and clinics. |
Sectors | Healthcare Government Democracy and Justice |
Description | They are assisting policy makers, including in the application of genomics for identifying hotspots of disease transmission and drug resistance, and therefore informing disease control. The recruitment of paediatric TB patients led to new protocols for diagnosis, which are now being used in the local hospitals and clinics. There is now capacity for whole genome sequence based diagnosis within the collaborating Department of Health laboratories. The ongoing development of the 'omics informed molecular assay for TB detection will lead to improved patient diagnosis within the Department of Health hospital and clinic network. |
First Year Of Impact | 2020 |
Sector | Healthcare,Government, Democracy and Justice |
Title | A pipeline for the analysis of RNAseq data |
Description | This is an analysis toolkit to identify human transcriptome signatures that allows for the differentiation between latent infections and active TB cases, as well as treatment outcomes (prognosis). |
Type Of Material | Improvements to research infrastructure |
Year Produced | 2019 |
Provided To Others? | No |
Impact | Differentiating between latent infections and active TB cases, as well as TB prognosis, will assist clinical management and disease control. The markers identified will lead to new diagnostic tools. |
Title | Algorithms to profile TB from genomic data |
Description | We have developed and migrated algorithms for the profiling of TB bacteria for drug resistance and outbreaks from genome sequencing data. |
Type Of Material | Improvements to research infrastructure |
Year Produced | 2020 |
Provided To Others? | Yes |
Impact | It has enabled the RITM to identify drug resistance mutations and transmission hotspots in the Philippines, thereby assisting disease control and policy stakeholders. |
Title | Bioinformatic pipelines and statistical methods |
Description | These bioinformatic methods cover the analysis of TB sequence data that is being routined generated, leading to a joint manuscript under review which covers transmission patterns in The Philippines. Also, we developed statistical pipelines that processes epidemiological data from their large databases, and infers risk factors for drug resistance. A manuscript is in preparation. |
Type Of Material | Improvements to research infrastructure |
Year Produced | 2023 |
Provided To Others? | No |
Impact | It will strengthen capacity at the RITM for subsequent analysis. |
Title | Statistical models and biomarkers for predicting patient outcome |
Description | A statistical model that predicts treatments outcomes and patient groups (e.g. latent infection vs. active disease) using RNA seq data. |
Type Of Material | Improvements to research infrastructure |
Year Produced | 2022 |
Provided To Others? | No |
Impact | If validated, the bio-signatures could be used in the clinic. Ongoing work is attempting to implement a PCR-based detection approach of the biomarkers. |
Title | Tools for electronic data capture using tablets or mobile technologies |
Description | We have developed electronic forms for the project, enabling the rapid and accurate capture of data from clinics and patients in the study. |
Type Of Material | Technology assay or reagent |
Year Produced | 2020 |
Provided To Others? | Yes |
Impact | This is enabling the rapid analysis and tracking of study data. Therefore assisting with study project management and providing more timely insights into transmission patterns. The forms and technologies will be made available to other studies. |
Title | Additional file 1: of Integrating informatics tools and portable sequencing technology for rapid detection of resistance to anti-tuberculous drugs |
Description | Data S1. Mutations in the library (CSV 51 kb) |
Type Of Material | Database/Collection of data |
Year Produced | 2019 |
Provided To Others? | Yes |
URL | https://springernature.figshare.com/articles/Additional_file_1_of_Integrating_informatics_tools_and_... |
Title | Additional file 1: of Integrating informatics tools and portable sequencing technology for rapid detection of resistance to anti-tuberculous drugs |
Description | Data S1. Mutations in the library (CSV 51 kb) |
Type Of Material | Database/Collection of data |
Year Produced | 2019 |
Provided To Others? | Yes |
URL | https://springernature.figshare.com/articles/Additional_file_1_of_Integrating_informatics_tools_and_... |
Title | Additional file 2 of Large-scale genomic analysis of global Klebsiella pneumoniae plasmids reveals multiple simultaneous clusters of carbapenem-resistant hypervirulent strains |
Description | Additional file 2: Data S1. Samples AMR profile. Data S2. Plasmid sequences and their distribution. Data S3. Assignments of samples to clusters. Data S4. Contig IDs and Replicons. Data S5. Murray Collection Replicons |
Type Of Material | Database/Collection of data |
Year Produced | 2023 |
Provided To Others? | Yes |
URL | https://springernature.figshare.com/articles/dataset/Additional_file_2_of_Large-scale_genomic_analys... |
Title | Additional file 2 of Large-scale genomic analysis of global Klebsiella pneumoniae plasmids reveals multiple simultaneous clusters of carbapenem-resistant hypervirulent strains |
Description | Additional file 2: Data S1. Samples AMR profile. Data S2. Plasmid sequences and their distribution. Data S3. Assignments of samples to clusters. Data S4. Contig IDs and Replicons. Data S5. Murray Collection Replicons |
Type Of Material | Database/Collection of data |
Year Produced | 2023 |
Provided To Others? | Yes |
URL | https://springernature.figshare.com/articles/dataset/Additional_file_2_of_Large-scale_genomic_analys... |
Title | High clustering rate and genotypic drug-susceptibility screening for the newly recommended anti-tuberculosis drugs among global extensively drug-resistant Mycobacterium tuberculosis isolates |
Description | Multidrug-resistant tuberculosis (MDR-TB) and extensively drug-resistant tuberculosis (XDR-TB) make TB difficult to control. Global susceptibility data for six newly recommended anti-TB drugs against M/XDR-TB are still limited. Using publicly available whole-genome sequences, we determined the proportion of 513 phenotypically XDR-TB isolates that carried mutations associated with resistance against these drugs (bedaquiline, clofazimine, linezolid, delamanid, pretomanid and cycloserine). Mutations of Rv0678 and Rv1979c were detected in 69/513 isolates (13.5%) for bedaquiline resistance and 79/513 isolates (15.4%) for clofazimine resistance with additional mmpL5 mutations. Mutations conferring resistance to delamanid were detected in fbiB and ddn genes for 11/513 isolates (2.1%). For pretomanid, a mutation was detected in the ddn gene for 3/513 isolates (0.6%). Nineteen mutations of pykA, cycA, ald, and alr genes, conferring resistance to cycloserine, were found in 153/513 isolates (29.8%). No known mutations associated with linezolid resistance were detected. Cluster analysis showed that 408/513 isolates fell within 99 clusters and that 354 of these isolates were possible primary drug-resistant TB (292 XDR-TB, 57 pre-XDR-TB and 5 MDR-TB). Clonal transmission of primary XDR isolates might contribute significantly to the high prevalence of DR-TB globally. |
Type Of Material | Database/Collection of data |
Year Produced | 2022 |
Provided To Others? | Yes |
URL | https://tandf.figshare.com/articles/dataset/High_clustering_rate_and_genotypic_drug-susceptibility_s... |
Title | High clustering rate and genotypic drug-susceptibility screening for the newly recommended anti-tuberculosis drugs among global extensively drug-resistant Mycobacterium tuberculosis isolates |
Description | Multidrug-resistant tuberculosis (MDR-TB) and extensively drug-resistant tuberculosis (XDR-TB) make TB difficult to control. Global susceptibility data for six newly recommended anti-TB drugs against M/XDR-TB are still limited. Using publicly available whole-genome sequences, we determined the proportion of 513 phenotypically XDR-TB isolates that carried mutations associated with resistance against these drugs (bedaquiline, clofazimine, linezolid, delamanid, pretomanid and cycloserine). Mutations of Rv0678 and Rv1979c were detected in 69/513 isolates (13.5%) for bedaquiline resistance and 79/513 isolates (15.4%) for clofazimine resistance with additional mmpL5 mutations. Mutations conferring resistance to delamanid were detected in fbiB and ddn genes for 11/513 isolates (2.1%). For pretomanid, a mutation was detected in the ddn gene for 3/513 isolates (0.6%). Nineteen mutations of pykA, cycA, ald, and alr genes, conferring resistance to cycloserine, were found in 153/513 isolates (29.8%). No known mutations associated with linezolid resistance were detected. Cluster analysis showed that 408/513 isolates fell within 99 clusters and that 354 of these isolates were possible primary drug-resistant TB (292 XDR-TB, 57 pre-XDR-TB and 5 MDR-TB). Clonal transmission of primary XDR isolates might contribute significantly to the high prevalence of DR-TB globally. |
Type Of Material | Database/Collection of data |
Year Produced | 2022 |
Provided To Others? | Yes |
URL | https://tandf.figshare.com/articles/dataset/High_clustering_rate_and_genotypic_drug-susceptibility_s... |
Title | Whole genome sequencing and drug resistance database |
Description | This includes whole genome sequencing and drug assay data from >18,000 TB samples |
Type Of Material | Database/Collection of data |
Year Produced | 2018 |
Provided To Others? | Yes |
Impact | The identification of drug resistance markers will personalise the care of TB patents. |
Description | TB Clinics in Manilla |
Organisation | Government of the Republic of the Philippines |
Department | Research Institute for Tropical Medicine (RITM) Phillippines |
Country | Philippines |
Sector | Public |
PI Contribution | Training in genomic sequencing. The transfer of algorithms for genomic data analysis. The development of electronic forms for data capture. |
Collaborator Contribution | The recruitment of individuals from clinics, and collection of samples for 'omics analysis. |
Impact | This is multi-disciplinary (clinical, genomics, informatics, statistics and epidemiology). The outputs include: genomics data, upskilling in the local workforce leading to onsite data generation, electronic data capture systems, and the development of a database to assist decision making. |
Start Year | 2019 |
Description | Asian TB Network meeting in Manilla |
Form Of Engagement Activity | A formal working group, expert panel or dialogue |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Study participants or study members |
Results and Impact | This was a meeting of Southeast Asian TB researchers and policy makers, with an interest in applying genomic tools for diagnosis, as well as the development of a joint genomic database across the region to assist with identifying important mutations for drug resistance and transmission. The meeting was hosted by the RITM in Manilla (March 2019). |
Year(s) Of Engagement Activity | 2019 |