Development and evaluation of a rapid PLP-NASBA assay for TB resistance profiling in routine labs
Table Of Contents
Chapter ONE
INTRODUCTION
- 1.1Introduction
- 1.2Background of the Study
- 1.3Statement of the Problem
- 1.4Aim and Objectives of the Study
- 1.5Research Questions
- 1.6Research Hypotheses
- 1.7Significance of the Study
- 1.8Scope and Delimitation of the Study
- 1.9Limitations of the Study
- 1.10Organisation of the Study
- 1.11Operational Definition of Terms
Chapter TWO
LITERATURE REVIEW
- 2.1Conceptual Review: Principles of PLP-NASBA in TB Resistance Profiling
- 2.2Conceptual Framework: Spatial and Temporal Dynamics in Molecular Diagnostics
- 2.3Theoretical Framework: Diffusion of Innovations Theory in Laboratory Technology Adoption
- 2.4Theoretical Framework: Technology Acceptance Model in Point-of-Care Molecular Assays
- 2.5Conceptual Model for Rapid PLP-NASBA Implementation in Routine Labs
- 2.6Empirical Review: Current TB Genotypic Resistance Assays in Routine Labs
- 2.7Empirical Review: NASBA-Based Methods and their Diagnostic Performance
- 2.8Empirical Review: PLP Targets for Mycobacterium Tuberculosis Resistance Profiling
- 2.9Empirical Review: Turnaround Time and Cost-Effectiveness of Rapid Assays
- 2.10Empirical Review: Quality Control and External Quality Assessment in Molecular TB Testing
- 2.11Identified Gaps in the Literature: Limitations of Existing Rapid TB Resistance Profiling Methods
- 2.12Conceptual Model or Synthesis Diagram: Integrating PLP-NASBA into Routine Laboratory Workflow
Chapter THREE
RESEARCH METHODOLOGY
- 3.1Research Design: Design, Implementation, and Evaluation of a Rapid PLP-NASBA Assay
- 3.2Philosophical Paradigm: Pragmatism in Applied Diagnostic Innovation
- 3.3Population of the Study: Routine TB Diagnostics Repositories and Clinical Specimens
- 3.4Sample Size and Sampling Technique: Power Calculation for Diagnostic Test Evaluation
- 3.5Sources and Instruments of Data Collection: Specimen Collection, PLP-NASBA Kits, and Reference Methods
- 3.6Validity and Reliability of Instruments: Analytical and Clinical Validity Protocols
- 3.7Diagnostic Performance Metrics: Sensitivity, Specificity, PPV, NPV, LR+, LR?
- 3.8Analytical Framework: Data Capture, Processing, and Quality Controls
- 3.9Model Specification: Statistical and Computational Models for Agreement and Non-Inferiority
- 3.10Ethical Considerations: Informed Consent, Data Privacy, and Biosafety Compliance
- 3.11Study Protocol Governance: Trial Registration and Monitoring
Chapter FOUR
DATA PRESENTATION AND ANALYSIS
- ANALYSIS AND DISCUSSION OF FINDINGS
- 4.1Data Presentation: Overview of Collected Specimens and Assays Performed
- 4.2Descriptive Analysis: Demographics, Specimen Types, and Assay Run Characteristics
- 4.3Diagnostic Performance Findings: PLP-NASBA Versus Reference Methods
- 4.4Agreement Analysis: Kappa and Bland-Altman Assessments
- 4.5Hypotheses Testing: Sensitivity, Specificity, and Non-Inferiority Results
- 4.6Subgroup Analyses: Species, Specimen Type, and Resistance Mechanism Targets
- 4.7Turnaround Time and Operational Efficiency Findings
- 4.8Interpretation of Results: Clinical and Laboratory Implications
- 4.9Discussion in Relation to Reviewed Literature
- 4.10Limitations of the Findings and Mitigation Attempts
Chapter FIVE
SUMMARY, CONCLUSION AND RECOMMENDATIONS
- CONCLUSION AND RECOMMENDATIONS
- 5.1Summary of Findings Relevant to Objective Fulfillment
- 5.2Conclusion: Efficacy and Feasibility of Rapid PLP-NASBA in Routine Labs
- 5.3Contributions to Knowledge: Diagnostic Innovation in TB Resistance Profiling
- 5.4Practical Recommendations for Implementation in Routine Laboratories
- 5.5Recommendations for Policy and Training
- 5.6Suggestions for Further Studies
Thesis Abstract
The emergence of multidrug-resistant tuberculosis (MDR-TB) and extensively drug-resistant TB (XDR-TB) poses critical diagnostic delays and treatment failures in routine laboratory settings, underscoring the need for rapid, accurate resistance profiling that can be integrated into existing workflows. This study addresses the gap by developing and evaluating a rapid PLP-NASBA (pyrophosphate-locked Polymerase Chain Reaction–Nucleic Acid Sequence-Based Amplification) assay to profile TB drug resistance directly from clinical sputum specimens and decontaminated culture isolates, aiming to shorten turnaround times and improve therapeutic decision-making in routine laboratories. The primary aim is to determine the performance of the PLP-NASBA assay for detecting canonical mutations associated with isoniazid, rifampicin, fluoroquinolone, and second-line injectable drug resistance, and to compare its diagnostic accuracy with the standard phenotypic susceptibility testing (DST) and line probe assays (LPA). Specific objectives include (1) to optimize PLP-NASBA primer-probe sets targeting katG, inhA promoter, rpoB, gyrA, gyrB, embB, rrs, and eis loci; (2) to evaluate analytical sensitivity and specificity using quantified reference strains and a blinded panel of 300 clinical specimens (200 sputum samples and 100 culture isolates) representing varying resistance profiles; (3) to assess diagnostic concordance with MGIT DST and Xpert MTB/RIF Ultra as reference comparators; (4) to assess workflow metrics including total turnaround time, reagent costs, and ease of integration in routine laboratory settings; (5) to model the potential impact on treatment regimens using scenario analysis informed by Bayesian latent class models. The methodology adopts an explanatory sequential mixed-methods design anchored in the Technology Acceptance Model (TAM) and the Diffusion of Innovations framework, ensuring that technical performance is evaluated alongside user acceptability and operational feasibility. A cross-sectional diagnostic accuracy study will be conducted in a tertiary reference laboratory, enrolling consecutive clinical specimens. Analytical validation will involve 50 synthetic positive controls and 50 negative controls to establish limit of detection, specificity, and cross-reactivity. Clinical validation will process 300 specimens, with PLP-NASBA results blinded to the reference test outcomes to avoid review bias. Data collection instruments include standardized PLP-NASBA reaction kits, validated DNA/RNA extraction protocols, and electronic data capture forms. Data analysis will use descriptive statistics to summarize performance characteristics, with sensitivity, specificity, positive and negative predictive values computed against composite reference standards. Cohen’s kappa will quantify agreement with MGIT DST and LPA; McNemar’s test will compare paired proportions. Regression analyses will quantify the relationship between parasite load and assay sensitivity, while time-to-result analyses will evaluate throughput improvements. A probabilistic sensitivity analysis will assess the robustness of results under varying pre-test probabilities. The study anticipates that the PLP-NASBA assay will demonstrate superior turnaround time (?6 hours from sample receipt) and high concordance (kappa >0.8) with established resistance profiles, particularly for rifampicin and isoniazid resistance, with variable performance for second-line markers depending on mutation prevalence. Expected findings include precise estimates of analytical sensitivity down to 10^2 CFU/mL for key loci, specificity exceeding 98%, and a reduction in overall diagnostic time by at least 48 hours compared with phenotypic DST. The study contributes to knowledge by providing a validated rapid molecular diagnostic tool tailored for routine laboratories, offering evidence on implementation feasibility, cost-effectiveness, and potential to inform timely, individualized therapy for TB patients. The conclusion will emphasize that PLP-NASBA can complement existing methods, enabling rapid initial resistance profiling and guiding early regimen optimization, with policy recommendations for integration into TB diagnostic algorithms and guidelines for training and quality assurance in diverse laboratory contexts. Recommendations will address scalability, external validation in high-burden settings, and ongoing surveillance of missing resistance mutations to maintain assay relevance.
Thesis Overview
This research explores a faster molecular test, called a PLP-NASBA assay, to quickly identify drug resistance in tuberculosis (TB) directly in routine clinical laboratories. The central idea is to replace or supplement current TB resistance tests with a method that detects resistance-related gene activity more rapidly and with simpler workflow, allowing clinicians to tailor treatment sooner and reduce transmission.
Why it matters: Delays in detecting TB drug resistance lead to ineffective therapy, ongoing spread, and worse patient outcomes. Existing tests can be slow, costly, or require specialized infrastructure. A rapid PLP-NASBA approach aims to deliver sensitive and specific resistance profiling using a streamlined protocol that fits routine lab settings.
What problem or knowledge gap it addresses: There is a need for faster, field-applicable molecular assays that can reliably indicate resistance patterns in Mycobacterium tuberculosis, especially in resource-limited labs. PLP-NASBA (probe-linked nucleic acid sequence-based amplification) has potential for rapid amplification and detection of resistance-associated transcripts, but its performance in real-world lab workflows and its diagnostic accuracy in routine conditions require systematic evaluation.
What the researcher will do, step by step:
- Design and optimize a PLP-NASBA protocol targeting key resistance markers associated with first-line and important second-line TB drugs.
- Establish study settings in routine clinical laboratories and recruit a representative sample of presumptive TB cases.
- Collect specimens (sputum and culture-positive samples) and process them using standard decontamination followed by PLP-NASBA testing in parallel with established reference methods (phenotypic drug susceptibility testing and whole-genome sequencing where feasible).
- Gather data on assay performance, including sensitivity, specificity, turnaround time, and ease of use in a routine lab workflow.
- Analyze data using descriptive statistics to summarize performance, and use McNemar tests or logistic regression to compare PLP-NASBA results with reference methods. Include cost and time efficiency comparisons.
- Assess operational feasibility via qualitative feedback from laboratory personnel to identify implementation barriers and facilitators.
What contribution the study will make: It will provide evidence on the diagnostic accuracy and practical viability of a rapid PLP-NASBA assay for TB resistance profiling in everyday lab settings, potentially enabling earlier targeted therapy and improved patient outcomes. It will offer guidance on deployment, including assay protocols, quality control, and training needs.
Expected outcome: The study is expected to demonstrate that PLP-NASBA offers substantially reduced turnaround times with comparable accuracy to conventional tests, and it will outline concrete recommendations for integrating the assay into routine TB diagnostic workflows.