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Programmable design of isothermal nucleic acid diagnostic assays through abstraction-based models.

ABSTRACT: Accelerating the design of nucleic acid amplification methods remains a critical challenge in the development of molecular tools to identify biomarkers to diagnose both infectious and non-communicable diseases. Many of the principles that underpin these mechanisms are often complex and can require iterative optimisation. Here we focus on creating a generalisable isothermal nucleic acid amplification methodology, describing the systematic implementation of abstraction-based models for the algorithmic design and application of assays. We demonstrate the simplicity, ease and flexibility of our approach using a software tool that provides amplification schemes de novo, based upon a user-input target sequence. The abstraction of reaction network predicts multiple reaction pathways across different strategies, facilitating assay optimisation for specific applications, including the ready design of multiplexed tests for short nucleic acid sequence miRNAs or for difficult pathogenic targets, such as highly mutating viruses.

SUBMITTER: Xu G

PROVIDER: S-EPMC8960814 | biostudies-literature | 2022 Mar

REPOSITORIES: biostudies-literature

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Programmable design of isothermal nucleic acid diagnostic assays through abstraction-based models.

Xu Gaolian G Reboud Julien J Guo Yunfei Y Yang Hao H Gu Hongchen H Fan Chunhai C Qian Xiaohua X Cooper Jonathan M JM

Nature communications 20220328 1

Accelerating the design of nucleic acid amplification methods remains a critical challenge in the development of molecular tools to identify biomarkers to diagnose both infectious and non-communicable diseases. Many of the principles that underpin these mechanisms are often complex and can require iterative optimisation. Here we focus on creating a generalisable isothermal nucleic acid amplification methodology, describing the systematic implementation of abstraction-based models for the algorit ...[more]

PMID: 35347157

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Project description:IntroductionThe diagnosis and detection of pathogens such as Rickettsia and Orientia is a cause of major concern among the public health community. Unavailability of rapid, cost-effective diagnostic assays contributes to delayed diagnosis and timely treatment. Using the methodology of systematic reviewing and meta-analysis, the study aimed to synthesize and compare the diagnostic performances of all the available isothermal assays for the detection of classical rickettsial diseases.MethodsStudies were retrieved from PubMed and Scopus, and selection and screening were conducted using pre-determined inclusion and exclusion criteria. Analysis was performed using Meta-DiSc 2.0 for the assessment and comparison of diagnostic performance of the isothermal assays.ResultsOverall, six studies were selected as a part of this systematic review. All the selected studies (n = 6) optimized LAMP as their index test to detect scrub typhus. The quality assessment of the selected studies revealed only (n = 1) study to be of poor quality with a QUADAS-2 score of (<2). Meta-analysis revealed the pooled sensitivity of LAMP to be 66% [95% CI (0.40-0.85)] with a pooled specificity of 94% [95% CI (0.81-0.98)]. LAMP was estimated with a positive likelihood ratio of 8.3 [95% CI (3.8-18.1)] and a negative likelihood ratio of 0.3 [95% CI (0.2-0.7)] with a false positivity rate of 0.07 [95% CI (0.02-0.2)]. The diagnostic odds ratio was reported to be 21.96 [95% CI (10.2-47.3)]. Due to severe heterogeneity in the body of evidence (I 2 = 0.77), a meta-regression was performed with certain covariates to explore the potential causes. A case-control design was found to exaggerate the sensitivity {0.84 [95% CI (0.5-0.9)]} and specificity {0.73 [95% CI (0.6-0.8)]}.ConclusionThe findings reveal subpar performance of LAMP for the detection of scrub typhus. Active research and development focused on optimization of novel molecular diagnosis that are efficient, rapid, and cost-effective shall foster timely diagnosis and aid in reduction of the overall burden of scrub typhus.Protocol and registrationA detailed protocol of this review is registered and available in Prospero at: https://www.crd.york.ac.uk/prospero/. (registration number CRD42024511706).

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Programmable design of isothermal nucleic acid diagnostic assays through abstraction-based models.

Publications

Programmable design of isothermal nucleic acid diagnostic assays through abstraction-based models.

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