51
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Garafutdinov RR, Chemeris DA, Sakhabutdinova AR, Kiryanova OY, Mikhaylenko CI, Chemeris AV. Encoding of non-biological information for its long-term storage in DNA. Biosystems 2022; 215-216:104664. [PMID: 35301090 DOI: 10.1016/j.biosystems.2022.104664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2021] [Revised: 02/28/2022] [Accepted: 03/06/2022] [Indexed: 11/26/2022]
Abstract
In 2019, at the World Economic Forum, DNA data storage was indicated as one of the breakthroughs expected to radically impact the global socio-economic order. Indeed, dry DNA is a relatively stable substance and an extremely capacious information carrier. One gram of DNA can hold up to 455 exabytes, provided that one nucleotide encodes two bits of information. In this critical review, the main attention is paid to nucleinography, meaning the conversion of digital data into nucleotide sequences. The evolution and diversity of approaches intended for encoding data with nucleotides are demonstrated. The most noticeable examples of storing minor as well as considerable quantities of non-biological information in DNA are given. Some issues of DNA data storage are also reported.
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Affiliation(s)
- Ravil R Garafutdinov
- Institute of Biochemistry and Genetics, Ufa Federal Research Center, Russian Academy of Sciences, 450054, 71, prosp. Oktyabrya, Ufa, Bashkortostan, Russian Federation.
| | - Dmitry A Chemeris
- Institute of Biochemistry and Genetics, Ufa Federal Research Center, Russian Academy of Sciences, 450054, 71, prosp. Oktyabrya, Ufa, Bashkortostan, Russian Federation.
| | - Assol R Sakhabutdinova
- Institute of Biochemistry and Genetics, Ufa Federal Research Center, Russian Academy of Sciences, 450054, 71, prosp. Oktyabrya, Ufa, Bashkortostan, Russian Federation.
| | - Olga Yu Kiryanova
- Ufa State Petroleum Technological University, 450064, 1 Kosmonavtov st., Ufa, Bashkortostan, Russian Federation.
| | - Constantin I Mikhaylenko
- Mavlyutov Institute of Mechanics, Ufa Federal Research Center, Russian Academy of Sciences, 450054, 71, prosp. Oktyabrya, Ufa, Bashkortostan, Russia.
| | - Alexey V Chemeris
- Institute of Biochemistry and Genetics, Ufa Federal Research Center, Russian Academy of Sciences, 450054, 71, prosp. Oktyabrya, Ufa, Bashkortostan, Russian Federation.
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52
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Meiser LC, Nguyen BH, Chen YJ, Nivala J, Strauss K, Ceze L, Grass RN. Synthetic DNA applications in information technology. Nat Commun 2022; 13:352. [PMID: 35039502 PMCID: PMC8763860 DOI: 10.1038/s41467-021-27846-9] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Accepted: 12/13/2021] [Indexed: 02/08/2023] Open
Abstract
Synthetic DNA is a growing alternative to electronic-based technologies in fields such as data storage, product tagging, or signal processing. Its value lies in its characteristic attributes, namely Watson-Crick base pairing, array synthesis, sequencing, toehold displacement and polymerase chain reaction (PCR) capabilities. In this review, we provide an overview of the most prevalent applications of synthetic DNA that could shape the future of information technology. We emphasize the reasons why the biomolecule can be a valuable alternative for conventional electronic-based media, and give insights on where the DNA-analog technology stands with respect to its electronic counterparts.
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Affiliation(s)
- Linda C Meiser
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zurich, Vladimir-Prelog-Weg 1, CH-8093, Zurich, Switzerland
| | | | | | - Jeff Nivala
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, 98195, USA
| | | | - Luis Ceze
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, 98195, USA.
| | - Robert N Grass
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zurich, Vladimir-Prelog-Weg 1, CH-8093, Zurich, Switzerland.
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53
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Nguyen BH, Takahashi CN, Gupta G, Smith JA, Rouse R, Berndt P, Yekhanin S, Ward DP, Ang SD, Garvan P, Parker HY, Carlson R, Carmean D, Ceze L, Strauss K. Scaling DNA data storage with nanoscale electrode wells. SCIENCE ADVANCES 2021; 7:eabi6714. [PMID: 34818035 PMCID: PMC8612674 DOI: 10.1126/sciadv.abi6714] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 10/05/2021] [Indexed: 05/21/2023]
Abstract
Synthetic DNA is an attractive medium for long-term data storage because of its density, ease of copying, sustainability, and longevity. Recent advances have focused on the development of new encoding algorithms, automation, preservation, and sequencing technologies. Despite progress in these areas, the most challenging hurdle in deployment of DNA data storage remains the write throughput, which limits data storage capacity. We have developed the first nanoscale DNA storage writer, which we expect to scale DNA write density to 25 × 106 sequences per square centimeter, three orders of magnitude improvement over existing DNA synthesis arrays. We show confinement of DNA synthesis to an area under 1 square micrometer, parallelized over millions of nanoelectrode wells and then successfully write and decode a message in DNA. DNA synthesis on this scale will enable write throughputs to reach megabytes per second and is a key enabler to a practical DNA data storage system.
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Affiliation(s)
- Bichlien H. Nguyen
- Microsoft Research, Redmond, WA, USA
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
- Corresponding author. (B.H.N.); (K.S.)
| | - Christopher N. Takahashi
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | | | - Jake A. Smith
- Microsoft Research, Redmond, WA, USA
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | | | | | | | - David P. Ward
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | | | | | | | | | | | - Luis Ceze
- Microsoft Research, Redmond, WA, USA
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Karin Strauss
- Microsoft Research, Redmond, WA, USA
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
- Corresponding author. (B.H.N.); (K.S.)
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54
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Zan X, Yao X, Xu P, Chen Z, Xie L, Li S, Liu W. A Hierarchical Error Correction Strategy for Text DNA Storage. Interdiscip Sci 2021; 14:141-150. [PMID: 34463928 DOI: 10.1007/s12539-021-00476-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 08/20/2021] [Accepted: 08/22/2021] [Indexed: 12/28/2022]
Abstract
DNA storage has been a thriving interdisciplinary research area because of its high density, low maintenance cost, and long durability for information storage. However, the complexity of errors in DNA sequences including substitutions, insertions and deletions hinders its application for massive data storage. Motivated by the divide-and-conquer algorithm, we propose a hierarchical error correction strategy for text DNA storage. The basic idea is to design robust codes for common characters which have one-base error correction ability including insertion and/or deletion. The errors are gradually corrected by the codes in DNA reads, multiple alignment of character lines, and finally word spelling. On one hand, the proposed encoding method provides a systematic way to design storage friendly codes, such as 50% GC content, no more than 2-base homopolymers, and robustness against secondary structures. On the other hand, the proposed error correction method not only corrects single insertion or deletion, but also deals with multiple insertions or deletions. Simulation results demonstrate that the proposed method can correct more than 98% errors when error rate is less than or equal to 0.05. Thus, it is more powerful and adaptable to the complicated DNA storage applications.
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Affiliation(s)
- Xiangzhen Zan
- Institution of Computational Science and Technology, Guangzhou University, Guangzhou, 510006, China
| | - Xiangyu Yao
- Institution of Computational Science and Technology, Guangzhou University, Guangzhou, 510006, China
| | - Peng Xu
- Institution of Computational Science and Technology, Guangzhou University, Guangzhou, 510006, China
| | - Zhihua Chen
- Institution of Computational Science and Technology, Guangzhou University, Guangzhou, 510006, China
| | - Lian Xie
- Institution of Huangpu Research, Guangzhou University, Guangzhou, 510006, China
| | - Shudong Li
- Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, 510006, China
| | - Wenbin Liu
- Institution of Computational Science and Technology, Guangzhou University, Guangzhou, 510006, China.
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55
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Lietard J, Leger A, Erlich Y, Sadowski N, Timp W, Somoza MM. Chemical and photochemical error rates in light-directed synthesis of complex DNA libraries. Nucleic Acids Res 2021; 49:6687-6701. [PMID: 34157124 PMCID: PMC8266620 DOI: 10.1093/nar/gkab505] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Revised: 05/24/2021] [Accepted: 06/17/2021] [Indexed: 11/30/2022] Open
Abstract
Nucleic acid microarrays are the only tools that can supply very large oligonucleotide libraries, cornerstones of the nascent fields of de novo gene assembly and DNA data storage. Although the chemical synthesis of oligonucleotides is highly developed and robust, it is not error free, requiring the design of methods that can correct or compensate for errors, or select for high-fidelity oligomers. However, outside the realm of array manufacturers, little is known about the sources of errors and their extent. In this study, we look at the error rate of DNA libraries synthesized by photolithography and dissect the proportion of deletion, insertion and substitution errors. We find that the deletion rate is governed by the photolysis yield. We identify the most important substitution error and correlate it to phosphoramidite coupling. Besides synthetic failures originating from the coupling cycle, we uncover the role of imperfections and limitations related to optics, highlight the importance of absorbing UV light to avoid internal reflections and chart the dependence of error rate on both position on the array and position within individual oligonucleotides. Being able to precisely quantify all types of errors will allow for optimal choice of fabrication parameters and array design.
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Affiliation(s)
- Jory Lietard
- Institute of Inorganic Chemistry, University of Vienna, Althanstraße 14, 1090 Vienna, Austria
| | - Adrien Leger
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | | | - Norah Sadowski
- Johns Hopkins University, Department of Molecular Biology and Genetics, Baltimore, MD, USA
| | - Winston Timp
- Johns Hopkins University, Department of Molecular Biology and Genetics, Baltimore, MD, USA.,Johns Hopkins University, Departments of Biomedical Engineering, Molecular Biology and Genetics and Medicine, Division of Infectious Disease, Baltimore, MD, USA
| | - Mark M Somoza
- Institute of Inorganic Chemistry, University of Vienna, Althanstraße 14, 1090 Vienna, Austria.,Chair of Food Chemistry and Molecular Sensory Science, Technical University of Munich, Lise-Meitner-Straße 34, 85354 Freising, Germany.,Leibniz-Institute for Food Systems Biology at the Technical University of Munich, Lise-Meitner-Straße 34, 85354 Freising, Germany
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56
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Kapustina Ž, Jasponė A, Dubovskaja V, Mackevičius G, Lubys A. Enzymatic Synthesis of Chimeric DNA Oligonucleotides by in Vitro Transcription with dTTP, dCTP, dATP, and 2'-Fluoro Modified dGTP. ACS Synth Biol 2021; 10:1625-1632. [PMID: 34110794 DOI: 10.1021/acssynbio.1c00112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Efficient ways to produce single-stranded DNA are of great interest for diverse applications in molecular biology and nanotechnology. In the present study, we selected T7 RNA polymerase mutants with reduced substrate specificity to employ an in vitro transcription reaction for the synthesis of chimeric DNA oligonucleotides, either individually or in pools. We performed in vitro evolution based on fluorescence-activated droplet sorting and identified mutations V783M, V783L, V689Q, and G555L as novel variants leading to relaxed substrate discrimination. Transcribed chimeric oligonucleotides were tested in PCR, and the quality of amplification products as well as fidelity of oligonucleotide synthesis were assessed by NGS. We concluded that enzymatically produced chimeric DNA transcripts contain significantly fewer deletions and insertions compared to chemically synthesized counterparts and can successfully serve as PCR primers, making the evolved enzymes superior for simple and cheap one-pot synthesis of multiple chimeric DNA oligonucleotides in parallel using a plethora of premixed templates.
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Affiliation(s)
- Žana Kapustina
- UAB Thermo Fisher Scientific Baltics, Research and Development, V. A. Graičiu̅no str. 8, Vilnius 02241, Lithuania
- Institute of Biosciences, Life Sciences Center, Vilnius University, Saulėtekio al. 7, Vilnius 10257, Lithuania
| | - Aistė Jasponė
- UAB Thermo Fisher Scientific Baltics, Research and Development, V. A. Graičiu̅no str. 8, Vilnius 02241, Lithuania
| | - Varvara Dubovskaja
- UAB Thermo Fisher Scientific Baltics, Research and Development, V. A. Graičiu̅no str. 8, Vilnius 02241, Lithuania
| | - Gytis Mackevičius
- UAB Thermo Fisher Scientific Baltics, Research and Development, V. A. Graičiu̅no str. 8, Vilnius 02241, Lithuania
| | - Arvydas Lubys
- UAB Thermo Fisher Scientific Baltics, Research and Development, V. A. Graičiu̅no str. 8, Vilnius 02241, Lithuania
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57
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Schaudy E, Lietard J, Somoza MM. Sequence Preference and Initiator Promiscuity for De Novo DNA Synthesis by Terminal Deoxynucleotidyl Transferase. ACS Synth Biol 2021; 10:1750-1760. [PMID: 34156829 PMCID: PMC8291772 DOI: 10.1021/acssynbio.1c00142] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
![]()
The untemplated activity
of terminal deoxynucleotidyl transferase
(TdT) represents its most appealing feature. Its use is well established
in applications aiming for extension of a DNA initiator strand, but
a more recent focus points to its potential in enzymatic de
novo synthesis of DNA. Whereas its low substrate specificity
for nucleoside triphosphates has been studied extensively, here we
interrogate how the activity of TdT is modulated by the nature of
the initiating strands, in particular their length, chemistry, and
nucleotide composition. Investigation of full permutational libraries
of mono- to pentamers of d-DNA, l-DNA, and 2′O-methyl-RNA
of differing directionality immobilized to glass surfaces, and generated via photolithographic in situ synthesis,
shows that the efficiency of extension strongly depends on the nucleobase
sequence. We also show TdT being catalytically active on a non-nucleosidic
substrate, hexaethylene glycol. These results offer new perspectives
on constraints and strategies for de novo synthesis
of DNA using TdT regarding the requirements for initiation of enzymatic
generation of DNA.
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Affiliation(s)
- Erika Schaudy
- Institute of Inorganic Chemistry, Faculty of Chemistry, University of Vienna, Althanstraße 14, 1090 Vienna, Austria
| | - Jory Lietard
- Institute of Inorganic Chemistry, Faculty of Chemistry, University of Vienna, Althanstraße 14, 1090 Vienna, Austria
| | - Mark M. Somoza
- Institute of Inorganic Chemistry, Faculty of Chemistry, University of Vienna, Althanstraße 14, 1090 Vienna, Austria
- Chair of Food Chemistry and Molecular Sensory Science, Technical University of Munich, Lise-Meitner-Straße 34, 85354 Freising, Germany
- Leibniz-Institute for Food Systems Biology at the Technical University of Munich, Lise-Meitner-Straße 34, 85354 Freising, Germany
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58
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Xu C, Zhao C, Ma B, Liu H. Uncertainties in synthetic DNA-based data storage. Nucleic Acids Res 2021; 49:5451-5469. [PMID: 33836076 PMCID: PMC8191772 DOI: 10.1093/nar/gkab230] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Revised: 02/16/2021] [Accepted: 03/22/2021] [Indexed: 12/12/2022] Open
Abstract
Deoxyribonucleic acid (DNA) has evolved to be a naturally selected, robust biomacromolecule for gene information storage, and biological evolution and various diseases can find their origin in uncertainties in DNA-related processes (e.g. replication and expression). Recently, synthetic DNA has emerged as a compelling molecular media for digital data storage, and it is superior to the conventional electronic memory devices in theoretical retention time, power consumption, storage density, and so forth. However, uncertainties in the in vitro DNA synthesis and sequencing, along with its conjugation chemistry and preservation conditions can lead to severe errors and data loss, which limit its practical application. To maintain data integrity, complicated error correction algorithms and substantial data redundancy are usually required, which can significantly limit the efficiency and scale-up of the technology. Herein, we summarize the general procedures of the state-of-the-art DNA-based digital data storage methods (e.g. write, read, and preservation), highlighting the uncertainties involved in each step as well as potential approaches to correct them. We also discuss challenges yet to overcome and research trends in the promising field of DNA-based data storage.
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Affiliation(s)
- Chengtao Xu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, Jiangsu 210096, China
| | - Chao Zhao
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, Jiangsu 210096, China
| | - Biao Ma
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, Jiangsu 210096, China
| | - Hong Liu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, Jiangsu 210096, China
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59
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Jeong J, Park SJ, Kim JW, No JS, Jeon HH, Lee JW, No A, Kim S, Park H. Cooperative Sequence Clustering and Decoding for DNA Storage System with Fountain Codes. Bioinformatics 2021; 37:3136-3143. [PMID: 33904574 DOI: 10.1093/bioinformatics/btab246] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 03/03/2021] [Accepted: 04/13/2021] [Indexed: 11/12/2022] Open
Abstract
MOTIVATION In DNA storage systems, there are tradeoffs between writing and reading costs. Increasing the code rate of error-correcting codes may save writing cost, but it will need more sequence reads for data retrieval. There is potentially a way to improve sequencing and decoding processes in such a way that the reading cost induced by this tradeoff is reduced without increasing the writing cost. In past researches, clustering, alignment, and decoding processes were considered as separate stages but we believe that using the information from all these processes together may improve decoding performance. Actual experiments of DNA synthesis and sequencing should be performed because simulations cannot be relied on to cover all error possibilities in practical circumstances. RESULTS For DNA storage systems using fountain code and Reed-Solomon (RS) code, we introduce several techniques to improve the decoding performance. We designed the decoding process focusing on the cooperation of key components: Hamming-distance based clustering, discarding of abnormal sequence reads, RS error correction as well as detection, and quality score-based ordering of sequences. We synthesized 513.6KB data into DNA oligo pools and sequenced this data successfully with Illumina MiSeq instrument. Compared to Erlich's research, the proposed decoding method additionally incorporates sequence reads with minor errors which had been discarded before, and thuswas able to make use of 10.6-11.9% more sequence reads from the same sequencing environment, this resulted in 6.5-8.9% reduction in the reading cost. Channel characteristics including sequence coverage and read-length distributions are provided as well. AVAILABILITY The raw data files and the source codes of our experiments are available at: https://github.com/jhjeong0702/dna-storage.
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Affiliation(s)
- Jaeho Jeong
- Department of Electrical and Computer Engineering, Seoul National University, Seoul, Korea
| | - Seong-Joon Park
- Department of Electrical and Computer Engineering, Seoul National University, Seoul, Korea
| | - Jae-Won Kim
- Department of Electronic Engineering, Gyeongsang National University, Jinju, Korea
| | - Jong-Seon No
- Department of Electrical and Computer Engineering, Seoul National University, Seoul, Korea
| | - Ha Hyeon Jeon
- Department of Chemical Engineering, POSTECH, Pohang, Korea
| | - Jeong Wook Lee
- Department of Chemical Engineering, POSTECH, Pohang, Korea
| | - Albert No
- Department of Electronic and Electrical Engineering, Hongik University, Seoul, Korea
| | - Sunghwan Kim
- School of Electrical Engineering, University of Ulsan, Ulsan, Korea
| | - Hosung Park
- Department of Computer Engineering and Department of ICT Convergence System Engineering, Chonnam National University, Gwangju, Korea
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60
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Lim CK, Nirantar S, Yew WS, Poh CL. Novel Modalities in DNA Data Storage. Trends Biotechnol 2021; 39:990-1003. [PMID: 33455842 DOI: 10.1016/j.tibtech.2020.12.008] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2020] [Revised: 12/14/2020] [Accepted: 12/15/2020] [Indexed: 10/22/2022]
Abstract
The field of storing information in DNA has expanded exponentially. Most common modalities involve encoding information from bits into synthesized nucleotides, storage in liquid or dry media, and decoding via sequencing. However, limitations to this paradigm include the cost of DNA synthesis and sequencing, along with low throughput. Further unresolved questions include the appropriate media of storage and the scalability of such approaches for commercial viability. In this review, we examine various storage modalities involving the use of DNA from a systems-level perspective. We compare novel methods that draw inspiration from molecular biology techniques that have been devised to overcome the difficulties posed by standard workflows and conceptualize potential applications that can arise from these advances.
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Affiliation(s)
- Cheng Kai Lim
- NUS Graduate School of Integrative Sciences and Engineering, National University of Singapore, Singapore 119077, Singapore; NUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), Centre for Life Sciences, National University of Singapore, Singapore 117456, Singapore
| | | | - Wen Shan Yew
- Department of Biochemistry, Faculty of Medicine, National University of Singapore, Singapore 117597, Singapore; NUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), Centre for Life Sciences, National University of Singapore, Singapore 117456, Singapore
| | - Chueh Loo Poh
- Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore 117583, Singapore; NUS Synthetic Biology for Clinical and Technological Innovation (SynCTI), Centre for Life Sciences, National University of Singapore, Singapore 117456, Singapore.
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