Literature DB >> 29713032

A molecular multi-gene classifier for disease diagnostics.

Randolph Lopez1,2, Ruofan Wang3,4, Georg Seelig5,6,7.   

Abstract

Despite its early promise as a diagnostic and prognostic tool, gene expression profiling remains cost-prohibitive and challenging to implement in a clinical setting. Here, we introduce a molecular computation strategy for analysing the information contained in complex gene expression signatures without the need for costly instrumentation. Our workflow begins by training a computational classifier on labelled gene expression data. This in silico classifier is then realized at the molecular level to enable expression analysis and classification of previously uncharacterized samples. Classification occurs through a series of molecular interactions between RNA inputs and engineered DNA probes designed to differentially weigh each input according to its importance. We validate our technology with two applications: a classifier for early cancer diagnostics and a classifier for differentiating viral and bacterial respiratory infections based on host gene expression. Together, our results demonstrate a general and modular framework for low-cost gene expression analysis.

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Year:  2018        PMID: 29713032     DOI: 10.1038/s41557-018-0056-1

Source DB:  PubMed          Journal:  Nat Chem        ISSN: 1755-4330            Impact factor:   24.427


  17 in total

1.  Effective design principles for leakless strand displacement systems.

Authors:  Boya Wang; Chris Thachuk; Andrew D Ellington; Erik Winfree; David Soloveichik
Journal:  Proc Natl Acad Sci U S A       Date:  2018-12-13       Impact factor: 11.205

2.  Heterochiral Nucleic Acid Circuits.

Authors:  Adam M Kabza; Brian E Young; Nandini Kundu; Jonathan T Sczepanski
Journal:  Emerg Top Life Sci       Date:  2019-08-28

3.  Massively Parallel DNA Computing Based on Domino DNA Strand Displacement Logic Gates.

Authors:  Xin Chen; Xinyu Liu; Fang Wang; Sirui Li; Congzhou Chen; Xiaoli Qiang; Xiaolong Shi
Journal:  ACS Synth Biol       Date:  2022-06-30       Impact factor: 5.249

4.  Programming and training rate-independent chemical reaction networks.

Authors:  Marko Vasić; Cameron Chalk; Austin Luchsinger; Sarfraz Khurshid; David Soloveichik
Journal:  Proc Natl Acad Sci U S A       Date:  2022-06-09       Impact factor: 12.779

5.  DNA Strand-Displacement Temporal Logic Circuits.

Authors:  Anna P Lapteva; Namita Sarraf; Lulu Qian
Journal:  J Am Chem Soc       Date:  2022-07-02       Impact factor: 16.383

6.  A deep artificial neural network powered by enzymes.

Authors: 
Journal:  Nature       Date:  2022-10-19       Impact factor: 69.504

7.  Integrated bioinformatics analysis for the identification of potential key genes affecting the pathogenesis of clear cell renal cell carcinoma.

Authors:  Hao Cui; Lei Xu; Zhi Li; Ke-Zuo Hou; Xiao-Fang Che; Bo-Fang Liu; Yun-Peng Liu; Xiu-Juan Qu
Journal:  Oncol Lett       Date:  2020-06-05       Impact factor: 2.967

8.  DNA-based communication in populations of synthetic protocells.

Authors:  Alex Joesaar; Shuo Yang; Bas Bögels; Ardjan van der Linden; Pascal Pieters; B V V S Pavan Kumar; Neil Dalchau; Andrew Phillips; Stephen Mann; Tom F A de Greef
Journal:  Nat Nanotechnol       Date:  2019-03-04       Impact factor: 39.213

9.  DNA nanotechnology assisted nanopore-based analysis.

Authors:  Taoli Ding; Jing Yang; Victor Pan; Nan Zhao; Zuhong Lu; Yonggang Ke; Cheng Zhang
Journal:  Nucleic Acids Res       Date:  2020-04-06       Impact factor: 16.971

10.  Blood transcriptional biomarkers of acute viral infection for detection of pre-symptomatic SARS-CoV-2 infection: a nested, case-control diagnostic accuracy study.

Authors:  Rishi K Gupta; Joshua Rosenheim; Lucy C Bell; Aneesh Chandran; Jose A Guerra-Assuncao; Gabriele Pollara; Matthew Whelan; Jessica Artico; George Joy; Hibba Kurdi; Daniel M Altmann; Rosemary J Boyton; Mala K Maini; Aine McKnight; Jonathan Lambourne; Teresa Cutino-Moguel; Charlotte Manisty; Thomas A Treibel; James C Moon; Benjamin M Chain; Mahdad Noursadeghi
Journal:  Lancet Microbe       Date:  2021-07-06
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