1
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Shi Q, Zhang Z, Liu S. Precision Sequence-Defined Polymers: From Sequencing to Biological Functions. Angew Chem Int Ed Engl 2024; 63:e202313370. [PMID: 37875462 DOI: 10.1002/anie.202313370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Revised: 10/20/2023] [Accepted: 10/24/2023] [Indexed: 10/26/2023]
Abstract
Precise sequence-defined polymers (SDPs) with uniform chain-to-chain structure including chain length, unit sequence, and end functionalities represent the pinnacle of sophistication in the realm of polymer science. For example, the absolute control over the unit sequence of SDPs allows for the bottom-up design of polymers with hierarchical microstructures and functions. Accompanied with the development of synthetic techniques towards precision SDPs, the decoding of SDP sequences and construction of advanced functions irreplaceable by other synthetic materials is of central importance. In this Minireview, we focus on recent advances in SDP sequencing techniques including tandem mass spectrometry (MS), chemically assisted primary MS, as well as other non-destructive sequencing methods such as nuclear magnetic resonance (NMR) spectroscopy, circular dichroism (CD), and nanopore sequencing. Additionally, we delve into the promising prospects of SDP functions in the area of cutting-edge biological research. Topics of exploration include gene delivery systems, the development of hybrid materials combining SDPs and nucleic acids, protein recognition and regulation, as well as the interplay between chirality and biological functions. A brief outlook towards the future directions of SDPs is also presented.
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Affiliation(s)
- Qiangqiang Shi
- Department of Pharmacy, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, and Key Laboratory of Precision and Intelligent Chemistry, Department of Polymer Science and Engineering, University of Science and Technology of China, 96 Jinzhai Road, Hefei, Anhui, 230026, China
| | - Zhengbiao Zhang
- State and Local Joint Engineering Laboratory for Novel Functional Polymeric Materials, College of Chemistry, Chemical Engineering and Materials Science, State Key Laboratory of Radiation Medicine and Protection, Soochow University, Suzhou, 215123, China
| | - Shiyong Liu
- Department of Pharmacy, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, and Key Laboratory of Precision and Intelligent Chemistry, Department of Polymer Science and Engineering, University of Science and Technology of China, 96 Jinzhai Road, Hefei, Anhui, 230026, China
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2
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Schutz T, Sergent I, Obeid G, Oswald L, Al Ouahabi A, Baxter PNW, Clément JL, Gigmes D, Charles L, Lutz JF. Conception and Evaluation of a Library of Cleavable Mass Tags for Digital Polymers Sequencing. Angew Chem Int Ed Engl 2023; 62:e202310801. [PMID: 37738223 DOI: 10.1002/anie.202310801] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 09/22/2023] [Accepted: 09/22/2023] [Indexed: 09/24/2023]
Abstract
A library of phosphoramidite monomers containing a main-chain cleavable alkoxyamine and a side-chain substituent of variable molar mass (i.e. mass tag) was prepared in this work. These monomers can be used in automated solid-phase phosphoramidite chemistry and therefore incorporated periodically as spacers inside digitally-encoded poly(phosphodiester) chains. Consequently, the formed polymers contain tagged cleavable sites that guide their fragmentation in mass spectrometry sequencing and enhance their digital readability. The spacers were all prepared via a seven steps synthetic procedure. They were afterwards tested for the synthesis and sequencing of model digital polymers. Uniform digitally-encoded polymers were obtained as major species in all cases, even though some minor defects were sometimes detected. Furthermore, the polymers were decoded in pseudo-MS3 conditions, thus confirming the reliability and versatility of the spacers library.
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Affiliation(s)
- Thibault Schutz
- Université de Strasbourg, CNRS, ISIS, 8 allée Gaspard Monge, 67000, Strasbourg, France
- Université de Strasbourg, CNRS, Institut Charles Sadron UPR22, 23 rue du Loess, 67034, Strasbourg Cedex 2, France
| | - Isaure Sergent
- Aix Marseille Université, CNRS, UMR 7273, Institute of Radical Chemistry, 13397, Marseille Cedex 20, France
| | - Georgette Obeid
- Université de Strasbourg, CNRS, ISIS, 8 allée Gaspard Monge, 67000, Strasbourg, France
| | - Laurence Oswald
- Université de Strasbourg, CNRS, Institut Charles Sadron UPR22, 23 rue du Loess, 67034, Strasbourg Cedex 2, France
| | - Abdelaziz Al Ouahabi
- Université de Strasbourg, CNRS, Institut Charles Sadron UPR22, 23 rue du Loess, 67034, Strasbourg Cedex 2, France
| | - Paul N W Baxter
- Université de Strasbourg, CNRS, ISIS, 8 allée Gaspard Monge, 67000, Strasbourg, France
- Université de Strasbourg, CNRS, Institut Charles Sadron UPR22, 23 rue du Loess, 67034, Strasbourg Cedex 2, France
| | - Jean-Louis Clément
- Aix Marseille Université, CNRS, UMR 7273, Institute of Radical Chemistry, 13397, Marseille Cedex 20, France
| | - Didier Gigmes
- Aix Marseille Université, CNRS, UMR 7273, Institute of Radical Chemistry, 13397, Marseille Cedex 20, France
| | - Laurence Charles
- Aix Marseille Université, CNRS, UMR 7273, Institute of Radical Chemistry, 13397, Marseille Cedex 20, France
| | - Jean-François Lutz
- Université de Strasbourg, CNRS, ISIS, 8 allée Gaspard Monge, 67000, Strasbourg, France
- Université de Strasbourg, CNRS, Institut Charles Sadron UPR22, 23 rue du Loess, 67034, Strasbourg Cedex 2, France
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3
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Pardi-Tóth V, Kuki Á, Kordován MÁ, Róth G, Nagy L, Zsuga M, Nagy T, Kéki S. Molecular data storage using direct analysis in real time (DART) ionization mass spectrometry for decoding. Sci Rep 2023; 13:16576. [PMID: 37789061 PMCID: PMC10547761 DOI: 10.1038/s41598-023-43658-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Accepted: 09/26/2023] [Indexed: 10/05/2023] Open
Abstract
Molecular data storage is becoming a viable alternative to traditional information storage systems. Here, we propose a method where the presence or absence of a given molecule in a mixture of compounds represents a bit of information. As a novel approach, direct analysis in real time (DART) ionization mass spectrometry is used to recover and decode the information stored at the molecular level. Nicotinic acid derivatives were synthesized and used as the 'bit compounds'. Their volatility and ease of ionization make these molecules especially suitable for DART-MS detection. The application of DART-MS as a method with an ambient ionization technique, enables the re-reading of digital chemical codes embedded in the material of ordinary objects. Our method is designed to store and read back short pieces of digital information, up to several hundred bits. These codes can have the function of barcodes or QR codes, as shown in our proof-of-principle applications. First, modelling a QR code as a link to our university's website, three solutions were prepared, each representing 22 bits. Proceeding further, the bit compounds were incorporated into a polymer matrix that is suitable for 3D printing, and a toy ship was created with a hidden barcode. In addition, decoding software was developed to process the DART-MS spectra. The nicotinic acid components representing the bits dominated the DART-MS spectra and error-free decoding was achieved.
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Grants
- TKP2021-NKTA-34 National Research, Development and Innovation Fund of Hungary
- TKP2021-NKTA-34 National Research, Development and Innovation Fund of Hungary
- TKP2021-NKTA-34 National Research, Development and Innovation Fund of Hungary
- TKP2021-NKTA-34 National Research, Development and Innovation Fund of Hungary
- TKP2021-NKTA-34 National Research, Development and Innovation Fund of Hungary
- TKP2021-NKTA-34 National Research, Development and Innovation Fund of Hungary
- TKP2021-NKTA-34 National Research, Development and Innovation Fund of Hungary
- TKP2021-NKTA-34 National Research, Development and Innovation Fund of Hungary
- FK-132385 National Research, Development and Innovation Office
- FK-132385 National Research, Development and Innovation Office
- FK-132385 National Research, Development and Innovation Office
- FK-132385 National Research, Development and Innovation Office
- FK-132385 National Research, Development and Innovation Office
- FK-132385 National Research, Development and Innovation Office
- FK-132385 National Research, Development and Innovation Office
- FK-132385 National Research, Development and Innovation Office
- GINOP-2.3.3-15-2016-00021 European Union and the European Regional Development Fund
- GINOP-2.3.3-15-2016-00021 European Union and the European Regional Development Fund
- GINOP-2.3.3-15-2016-00021 European Union and the European Regional Development Fund
- GINOP-2.3.3-15-2016-00021 European Union and the European Regional Development Fund
- GINOP-2.3.3-15-2016-00021 European Union and the European Regional Development Fund
- GINOP-2.3.3-15-2016-00021 European Union and the European Regional Development Fund
- GINOP-2.3.3-15-2016-00021 European Union and the European Regional Development Fund
- GINOP-2.3.3-15-2016-00021 European Union and the European Regional Development Fund
- BO/00212/20/7 Hungarian Academy of Sciences
- ÚNKP-22-05-DE-426 National Research, Development and Innovation Fund
- University of Debrecen
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Affiliation(s)
- Veronika Pardi-Tóth
- Department of Applied Chemistry, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, Debrecen, 4032, Hungary
- Doctoral School of Chemistry, University of Debrecen, Egyetem tér 1, Debrecen, 4032, Hungary
| | - Ákos Kuki
- Department of Applied Chemistry, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, Debrecen, 4032, Hungary
| | - Marcell Árpád Kordován
- Department of Applied Chemistry, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, Debrecen, 4032, Hungary
- Doctoral School of Chemistry, University of Debrecen, Egyetem tér 1, Debrecen, 4032, Hungary
| | - Gergő Róth
- Department of Applied Chemistry, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, Debrecen, 4032, Hungary
- Doctoral School of Chemistry, University of Debrecen, Egyetem tér 1, Debrecen, 4032, Hungary
| | - Lajos Nagy
- Department of Applied Chemistry, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, Debrecen, 4032, Hungary
| | - Miklós Zsuga
- Department of Applied Chemistry, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, Debrecen, 4032, Hungary
| | - Tibor Nagy
- Department of Applied Chemistry, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, Debrecen, 4032, Hungary.
| | - Sándor Kéki
- Department of Applied Chemistry, Faculty of Science and Technology, University of Debrecen, Egyetem tér 1, Debrecen, 4032, Hungary
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4
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Soete M, Mertens C, Badi N, Du Prez FE. Reading Information Stored in Synthetic Macromolecules. J Am Chem Soc 2022; 144:22378-22390. [PMID: 36454647 DOI: 10.1021/jacs.2c10316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
Abstract
The storage of information in synthetic (macro)molecules provides an attractive alternative for current archival storage media, and the advancements made within this area have prompted the investigation of such molecules for numerous other applications (e.g., anti-counterfeiting tags, steganography). While different strategies have been described for storing information at the molecular level, this Perspective aims to provide a critical overview of the most prominent approaches that can be utilized for retrieving the encoded information. The major part will focus on the sequence determination of synthetic macromolecules, wherein information is stored by the precise arrangement of constituting monomers, with an emphasis on chemically aided strategies, (tandem) mass spectrometry, and nanopore sensing. In addition, recent progress in utilizing (mixtures of) small molecules for information storage will be discussed. Finally, the closing remarks aim to highlight which strategy we believe is the most suitable for a series of specific applications, and will also touch upon the future research avenues that can be pursued for reading (macro)molecular information.
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Affiliation(s)
- Matthieu Soete
- Polymer Chemistry Research Group, Centre of Macromolecular Chemistry (CMaC), Department of Organic and Macromolecular Chemistry, Faculty of Sciences, Ghent University, B-9000 Ghent, Belgium
| | - Chiel Mertens
- Polymer Chemistry Research Group, Centre of Macromolecular Chemistry (CMaC), Department of Organic and Macromolecular Chemistry, Faculty of Sciences, Ghent University, B-9000 Ghent, Belgium
| | - Nezha Badi
- Polymer Chemistry Research Group, Centre of Macromolecular Chemistry (CMaC), Department of Organic and Macromolecular Chemistry, Faculty of Sciences, Ghent University, B-9000 Ghent, Belgium
| | - Filip E Du Prez
- Polymer Chemistry Research Group, Centre of Macromolecular Chemistry (CMaC), Department of Organic and Macromolecular Chemistry, Faculty of Sciences, Ghent University, B-9000 Ghent, Belgium
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5
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Zwillinger M, Fischer L, Sályi G, Szabó S, Csékei M, Huc I, Kotschy A. Isotope Ratio Encoding of Sequence-Defined Oligomers. J Am Chem Soc 2022; 144:19078-19088. [PMID: 36206533 DOI: 10.1021/jacs.2c08135] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Information storage at the molecular level commonly entails encoding in the form of ordered sequences of different monomers and subsequent fragmentation and tandem mass spectrometry analysis to read this information. Recent approaches also include the use of mixtures of distinct molecules noncovalently bonded to one another. Here, we present an alternate isotope ratio encoding approach utilizing deuterium-labeled monomers to produce hundreds of oligomers endowed with unique isotope distribution patterns. Mass spectrometric recognition of these patterns then allowed us to directly readout encoded information with high fidelity. Specifically, we show that all 256 tetramers composed of four different monomers of identical constitution can be distinguished by their mass fingerprint using mono-, di-, tri-, and tetradeuterated building blocks. The method is robust to experimental errors and does not require the most sophisticated mass spectrometry instrumentation. Such isotope ratio-encoded oligomers may serve as tags that carry information, but the method mainly opens up the capability to write information, for example, about molecular identity, directly into a pure compound via its isotopologue distribution obviating the need for additional tagging and avoiding the use of mixtures of different molecules.
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Affiliation(s)
- Márton Zwillinger
- Servier Research Institute of Medicinal Chemistry, H-1031 Budapest, Hungary.,Hevesy György PhD School of Chemistry, Eötvös Loránd University, H-1053 Budapest, Hungary
| | - Lucile Fischer
- CBMN UMR5248, University of Bordeaux-CNRS-IPB, F-33600 Pessac, France
| | - Gergő Sályi
- Servier Research Institute of Medicinal Chemistry, H-1031 Budapest, Hungary
| | - Soma Szabó
- Servier Research Institute of Medicinal Chemistry, H-1031 Budapest, Hungary
| | - Márton Csékei
- Servier Research Institute of Medicinal Chemistry, H-1031 Budapest, Hungary
| | - Ivan Huc
- Department of Pharmacy and Center for Integrated Protein Science, Ludwig-Maximilians-University, D-81377 Munich, Germany
| | - András Kotschy
- Servier Research Institute of Medicinal Chemistry, H-1031 Budapest, Hungary
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6
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Dahlhauser S, Wight CD, Moor SR, Scanga RA, Ngo P, York JT, Vera MS, Blake KJ, Riddington IM, Reuther JF, Anslyn EV. Molecular Encryption and Steganography Using Mixtures of Simultaneously Sequenced, Sequence-Defined Oligourethanes. ACS CENTRAL SCIENCE 2022; 8:1125-1133. [PMID: 36032764 PMCID: PMC9413831 DOI: 10.1021/acscentsci.2c00460] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Molecular encoding in abiotic sequence-defined polymers (SDPs) has recently emerged as a versatile platform for information and data storage. However, the storage capacity of these sequence-defined polymers remains underwhelming compared to that of the information storing biopolymer DNA. In an effort to increase their information storage capacity, herein we describe the synthesis and simultaneous sequencing of eight sequence-defined 10-mer oligourethanes. Importantly, we demonstrate the use of different isotope labels, such as halogen tags, as a tool to deconvolute the complex sequence information found within a heterogeneous mixture of at least 96 unique molecules, with as little as four micromoles of total material. In doing so, relatively high-capacity data storage was achieved: 256 bits in this example, the most information stored in a single sample of abiotic SDPs without the use of long strands. Within the sequence information, a 256-bit cipher key was stored and retrieved. The key was used to encrypt and decrypt a plain text document containing The Wonderful Wizard of Oz. To validate this platform as a medium of molecular steganography and cryptography, the cipher key was hidden in the ink of a personal letter, mailed to a third party, extracted, sequenced, and deciphered successfully in the first try, thereby revealing the encrypted document.
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Affiliation(s)
- Samuel
D. Dahlhauser
- Department
of Chemistry, The University of Texas at
Austin, Austin, Texas 78712, United States
| | - Christopher D. Wight
- Department
of Chemistry, The University of Texas at
Austin, Austin, Texas 78712, United States
| | - Sarah R. Moor
- Department
of Chemistry, The University of Texas at
Austin, Austin, Texas 78712, United States
| | - Randall A. Scanga
- Department
of Chemistry, University of Massachusetts
Lowell, Lowell, Massachusetts 01854, United States
| | - Phuoc Ngo
- Department
of Chemistry, The University of Texas at
Austin, Austin, Texas 78712, United States
| | - Jordan T. York
- Department
of Chemistry, The University of Texas at
Austin, Austin, Texas 78712, United States
| | - Marissa S. Vera
- Department
of Chemistry, The University of Texas at
Austin, Austin, Texas 78712, United States
| | - Kristin J. Blake
- Department
of Chemistry, The University of Texas at
Austin, Austin, Texas 78712, United States
| | - Ian M. Riddington
- Department
of Chemistry, The University of Texas at
Austin, Austin, Texas 78712, United States
| | - James F. Reuther
- Department
of Chemistry, University of Massachusetts
Lowell, Lowell, Massachusetts 01854, United States
| | - Eric V. Anslyn
- Department
of Chemistry, The University of Texas at
Austin, Austin, Texas 78712, United States
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7
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Bohn P, Weisel MP, Wolfs J, Meier MAR. Molecular data storage with zero synthetic effort and simple read-out. Sci Rep 2022; 12:13878. [PMID: 35974033 PMCID: PMC9381582 DOI: 10.1038/s41598-022-18108-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 08/05/2022] [Indexed: 11/21/2022] Open
Abstract
Compound mixtures represent an alternative, additional approach to DNA and synthetic sequence-defined macromolecules in the field of non-conventional molecular data storage, which may be useful depending on the target application. Here, we report a fast and efficient method for information storage in molecular mixtures by the direct use of commercially available chemicals and thus, zero synthetic steps need to be performed. As a proof of principle, a binary coding language is used for encoding words in ASCII or black and white pixels of a bitmap. This way, we stored a 25 × 25-pixel QR code (625 bits) and a picture of the same size. Decoding of the written information is achieved via spectroscopic (1H NMR) or chromatographic (gas chromatography) analysis. In addition, for a faster and automated read-out of the data, we developed a decoding software, which also orders the data sets according to an internal "ordering" standard. Molecular keys or anticounterfeiting are possible areas of application for information-containing compound mixtures.
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Affiliation(s)
- Philipp Bohn
- Laboratory of Applied Chemistry, Institute of Organic Chemistry (IOC), Karlsruhe Institute of Technology (KIT), Straße am Forum 7, 76131, Karlsruhe, Germany
| | - Maximilian P Weisel
- Laboratory of Applied Chemistry, Institute of Organic Chemistry (IOC), Karlsruhe Institute of Technology (KIT), Straße am Forum 7, 76131, Karlsruhe, Germany
| | - Jonas Wolfs
- Laboratory of Applied Chemistry, Institute of Organic Chemistry (IOC), Karlsruhe Institute of Technology (KIT), Straße am Forum 7, 76131, Karlsruhe, Germany
| | - Michael A R Meier
- Laboratory of Applied Chemistry, Institute of Organic Chemistry (IOC), Karlsruhe Institute of Technology (KIT), Straße am Forum 7, 76131, Karlsruhe, Germany.
- Institute of Biological and Chemical Systems - Functional Molecular Systems (IBCS-FMS), Karlsruhe Institute of Technology (KIT), Hermann-von-Helmholtz-Platz 1, 76344, Eggenstein-Leopoldshafen, Germany.
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8
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Shi Q, Miao T, Liu Y, Hu L, Yang H, Shen H, Piao M, Huang Z, Zhang Z. Fabrication and Decryption of a Microarray of Digital Dithiosuccinimide Oligomers. Macromol Rapid Commun 2022; 43:e2200029. [PMID: 35322486 DOI: 10.1002/marc.202200029] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2022] [Revised: 03/11/2022] [Indexed: 11/11/2022]
Abstract
Digital polymer with precisely arranged binary units provides an important option for information storage. This is especially true if the digital polymers are assembled in a device, as it would be of great benefit to data writing and reading in practice. Herein, inspired by DNA microarray technique, the programmable information storing and reading on a mass spectrometry target plate is proposed. First, an array of 4-bit sequence-coded dithiosuccinimide oligomers was efficiently built through sequential thiol-maleimide Michael couplings with good sequence readability by tandem mass spectrometry (MS/MS). Then, toward engineering microarray for information storage, a programmed robotic arm was specifically designed for precisely loading sequence-coded oligomers onto the target plate, and a decoding software was developed for efficient readout of the data from MS/MS sequencing. Notably, short sequence-coded oligomers chains can be used to write long strings of information, and extra error-correction codes are not required as usual due to the inherent concomitant fragmentation signals. Not only text but also bitimages can be automatically stored and decoded with excellent accuracy. This work provides a promising platform of digital polymers for programmable information storing and reading. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Qiunan Shi
- Q. Shi, T. Miao, Y. Liu, Prof. H. Shen, Prof. Z. Huang, College of Chemistry, Chemical Engineering and Materials Science, Soochow University, Suzhou, 215123, China
| | - Tengfei Miao
- Q. Shi, T. Miao, Y. Liu, Prof. H. Shen, Prof. Z. Huang, College of Chemistry, Chemical Engineering and Materials Science, Soochow University, Suzhou, 215123, China
| | - Yuxin Liu
- Q. Shi, T. Miao, Y. Liu, Prof. H. Shen, Prof. Z. Huang, College of Chemistry, Chemical Engineering and Materials Science, Soochow University, Suzhou, 215123, China
| | - Lihua Hu
- Dr. L. Hu, Analysis and Testing Center, Soochow University, Suzhou, 215123, China
| | - Hai Yang
- H. Yang, Eurosmart Intelligent Technology Research Institute, Nanjing, 211106, China
| | - Hang Shen
- Q. Shi, T. Miao, Y. Liu, Prof. H. Shen, Prof. Z. Huang, College of Chemistry, Chemical Engineering and Materials Science, Soochow University, Suzhou, 215123, China
| | - Minghao Piao
- Prof. M. Piao, Collaborative Innovation Center of Novel Software Technology and Industrialization, School of Computer Science and Technology, Soochow University, Suzhou, 215123, China
| | - Zhihao Huang
- Q. Shi, T. Miao, Y. Liu, Prof. H. Shen, Prof. Z. Huang, College of Chemistry, Chemical Engineering and Materials Science, Soochow University, Suzhou, 215123, China
| | - Zhengbiao Zhang
- Prof. Z. Zhang, College of Chemistry, Chemical Engineering and Materials Science, State Key Laboratory of Radiation Medicine and Protection, Soochow University, Suzhou, 215123, China
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