Cancer diagnosis with DNA molecular computation

被引:193
作者
Zhang, Chao [1 ]
Zhao, Yumeng [1 ]
Xu, Xuemei [1 ]
Xu, Rui [1 ]
Li, Haowen [1 ]
Teng, Xiaoyan [2 ]
Du, Yuzhen [2 ]
Miao, Yanyan [1 ]
Lin, Hsiao-chu [1 ]
Han, Da [1 ]
机构
[1] Shanghai Jiao Tong Univ, Shanghai Key Lab Nucle Acid Chem & Nanomed, State Key Lab Oncogenes & Related Genes, Inst Mol Med,Renji Hosp,Sch Med, Shanghai, Peoples R China
[2] Shanghai Jiao Tong Univ Affiliated Peoples Hosp 6, Dept Lab Med, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
MICRORNAS; BLOOD;
D O I
10.1038/s41565-020-0699-0
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Early and precise cancer diagnosis substantially improves patient survival. Recent work has revealed that the levels of multiple microRNAs in serum are informative as biomarkers for the diagnosis of cancers. Here, we designed a DNA molecular computation platform for the analysis of miRNA profiles in clinical serum samples. A computational classifier is first trained in silico using miRNA profiles from The Cancer Genome Atlas. This is followed by a computationally powerful but simple molecular implementation scheme using DNA, as well as an effective in situ amplification and transformation method for miRNA enrichment in serum without perturbing the original variety and quantity information. We successfully achieved rapid and accurate cancer diagnosis using clinical serum samples from 22 healthy people (8) and people with lung cancer (14) with an accuracy of 86.4%. We envision that this DNA computational platform will inspire more clinical applications towards inexpensive, non-invasive and rapid disease screening, classification and progress monitoring. A DNA molecular computation platform allows the rapid diagnosis of lung cancer with high accuracy by analysing specific miRNA levels in clinical serum samples.
引用
收藏
页码:709 / +
页数:10
相关论文
共 42 条
[1]   MOLECULAR COMPUTATION OF SOLUTIONS TO COMBINATORIAL PROBLEMS [J].
ADLEMAN, LM .
SCIENCE, 1994, 266 (5187) :1021-1024
[2]   Global surveillance of trends in cancer survival 2000-14 (CONCORD-3): analysis of individual records for 37 513 025 patients diagnosed with one of 18 cancers from 322 population-based registries in 71 countries [J].
Allemani, Claudia ;
Matsuda, Tomohiro ;
Di Carlo, Veronica ;
Harewood, Rhea ;
Matz, Melissa ;
Niksic, Maja ;
Bonaventure, Audrey ;
Valkov, Mikhail ;
Johnson, Christopher J. ;
Esteve, Jacques ;
Ogunbiyi, Olufemi J. ;
Azevedo e Silva, Gulnar ;
Chen, Wan-Qing ;
Eser, Sultan ;
Engholm, Gerda ;
Stiller, Charles A. ;
Monnereau, Alain ;
Woods, Ryan R. ;
Visser, Otto ;
Lim, Gek Hsiang ;
Aitken, Joanne ;
Weir, Hannah K. ;
Coleman, Michel P. .
LANCET, 2018, 391 (10125) :1023-1075
[3]   An autonomous molecular computer for logical control of gene expression [J].
Benenson, Y ;
Gil, B ;
Ben-Dor, U ;
Adar, R ;
Shapiro, E .
NATURE, 2004, 429 (6990) :423-429
[4]   RNA-Seq of Tumor-Educated Platelets Enables Blood-Based Pan-Cancer, Multiclass, and Molecular Pathway Cancer Diagnostics [J].
Best, Myron G. ;
Sol, Nik ;
Kooi, Irsan ;
Tannous, Jihane ;
Westerman, Bart A. ;
Rustenburg, Francois ;
Schellen, Pepijn ;
Verschueren, Heleen ;
Post, Edward ;
Koster, Jan ;
Ylstra, Bauke ;
Ameziane, Najim ;
Dorsman, Josephine ;
Smit, Egbert F. ;
Verheul, Henk M. ;
Noske, David P. ;
Reijneveld, Jaap C. ;
Nilsson, R. Jonas A. ;
Tannous, Bakhos A. ;
Wesseling, Pieter ;
Wurdinger, Thomas .
CANCER CELL, 2015, 28 (05) :666-676
[5]   Solution of a 20-variable 3-SAT problem on a DNA computer [J].
Braich, RS ;
Chelyapov, N ;
Johnson, C ;
Rothemund, PWK ;
Adleman, L .
SCIENCE, 2002, 296 (5567) :499-502
[6]   Knowledge-based analysis of microarray gene expression data by using support vector machines [J].
Brown, MPS ;
Grundy, WN ;
Lin, D ;
Cristianini, N ;
Sugnet, CW ;
Furey, TS ;
Ares, M ;
Haussler, D .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (01) :262-267
[7]   Disease Detection with Molecular Biomarkers: From Chemistry of Body Fluids to Nature-Inspired Chemical Sensors [J].
Broza, Yoav Y. ;
Zhou, Xi ;
Yuan, Miaomiao ;
Qu, Danyao ;
Zheng, Youbing ;
Vishinkin, Rotem ;
Khatib, Muhammad ;
Wu, Weiwei ;
Haick, Hossam .
CHEMICAL REVIEWS, 2019, 119 (22) :11761-11817
[8]   MicroRNA signatures in human cancers [J].
Calin, George A. ;
Croce, Carlo M. .
NATURE REVIEWS CANCER, 2006, 6 (11) :857-866
[9]   LIBSVM: A Library for Support Vector Machines [J].
Chang, Chih-Chung ;
Lin, Chih-Jen .
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2011, 2 (03)
[10]   Construction of a Multiple-Aptamer-Based DNA Logic Device on Live Cell Membranes via Associative Toehold Activation for Accurate Cancer Cell Identification [J].
Chang, Xu ;
Zhang, Chao ;
Lv, Cheng ;
Sun, Yang ;
Zhang, Mingzhi ;
Zhao, Yumeng ;
Yang, Linlin ;
Han, Da ;
Tan, Weihong .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2019, 141 (32) :12738-12743