Next-Generation Sequencing as Input for Chemometrics in Differential Sensing Routines†
Sara Goodwin
Cold Spring Harbor Laboratory, Cold Spring Harbor, NY (USA)
Search for more papers by this authorAlexandra M. Gade
Department of Chemistry A1590, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorMichelle Byrom
Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorBaine Herrera
Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorCamille Spears
Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorCorresponding Author
Dr. Eric V. Anslyn
Department of Chemistry A1590, The University of Texas at Austin, Austin, TX 78712 (USA)
Eric V. Anslyn, Department of Chemistry A1590, The University of Texas at Austin, Austin, TX 78712 (USA)
Andrew D. Ellington, Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorCorresponding Author
Dr. Andrew D. Ellington
Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Eric V. Anslyn, Department of Chemistry A1590, The University of Texas at Austin, Austin, TX 78712 (USA)
Andrew D. Ellington, Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorSara Goodwin
Cold Spring Harbor Laboratory, Cold Spring Harbor, NY (USA)
Search for more papers by this authorAlexandra M. Gade
Department of Chemistry A1590, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorMichelle Byrom
Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorBaine Herrera
Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorCamille Spears
Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorCorresponding Author
Dr. Eric V. Anslyn
Department of Chemistry A1590, The University of Texas at Austin, Austin, TX 78712 (USA)
Eric V. Anslyn, Department of Chemistry A1590, The University of Texas at Austin, Austin, TX 78712 (USA)
Andrew D. Ellington, Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorCorresponding Author
Dr. Andrew D. Ellington
Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Eric V. Anslyn, Department of Chemistry A1590, The University of Texas at Austin, Austin, TX 78712 (USA)
Andrew D. Ellington, Institute for Cell and Molecular Biology, The University of Texas at Austin, Austin, TX 78712 (USA)
Search for more papers by this authorWe gratefully acknowledge support from both the NIH (R01-GM065515) and the Welch Foundation (F.1151).
Abstract
Differential sensing (DS) methods traditionally use spatially arrayed receptors and optical signals to create score plots from multivariate data which classify individual analytes or complex mixtures. Herein, a new approach is described, in which nucleic acid sequences and sequence counts are used as the multivariate data without the necessity of a spatial array. To demonstrate this approach to DS, previously selected aptamers, identified from the literature, were used as semi-specific receptors, Next-Gen DNA sequencing was used to generate data, and cell line differentiation was the test-bed application. The study of a principal component analysis loading plot revealed cross-reactivity between the aptamers. The technique generates high-dimensionality score plots, and should be applicable to any mixture of complex and subtly different analytes for which nucleic acid-based receptors exist.
Supporting Information
As a service to our authors and readers, this journal provides supporting information supplied by the authors. Such materials are peer reviewed and may be re-organized for online delivery, but are not copy-edited or typeset. Technical support issues arising from supporting information (other than missing files) should be addressed to the authors.
Filename | Description |
---|---|
ange_201501822_sm_miscellaneous_information.pdf347.5 KB | miscellaneous_information |
Please note: The publisher is not responsible for the content or functionality of any supporting information supplied by the authors. Any queries (other than missing content) should be directed to the corresponding author for the article.
References
- 1K. Albert, N. Lewis, C. Schauer, G. Sotzing, S. Stitzel, T. Vaid, D. Walt, Chem. Rev. 2000, 100, 2595–2626.
- 2E. Anslyn, J. Org. Chem. 2007, 72, 687–699; A. Umali, S. LeBoeuf, R. Newberry, S. Kim, L. Tran, W. Rome, T. Tian, D. Taing, J. Hong, M. Kwan, Chem. Sci. 2011, 2, 439–445.
- 3C. Zhang, K. Suslick, J. Am. Chem. Soc. 2005, 127, 11548–11549.
- 4
- 4aA. Bajaj, O. Miranda, I. Kim, R. Phillips, D. Jerry, U. Bunz, V. Rotello, Proc. Natl. Acad. Sci. USA 2009, 106, 10912–10916;
- 4bA. Bajaj, S. Rana, O. Miranda, J. Yawe, D. Jerry, U. Bunz, V. Rotello, Chem. Sci. 2010, 1, 134–138;
- 4cS. Rana, A. Singla, A. Bajaj, S. Elci, O. Miranda, R. Mout, B. Yan, F. Jirik, V. Rotello, ACS Nano 2012, 6, 8233–8240;
- 4dQ. Liu, Y. Yeh, S. Rana, Y. Jiang, L. Guo, V. Rotello, Cancer Lett. 2013, 334, 196–201;
- 4eK. El-Boubbou, D. Zhu, C. Vasileiou, B. Borhan, D. Prosperi, W. Li, X. Huang, J. Am. Chem. Soc. 2010, 132, 4490–4499.
- 5“Uses of Differential Sensing and Arrays in Chemical Analysis”: M. Adams, L. Joyce, E. Anslyn in Supramolecular Chemistry: From Molecules to Nanomaterials, Vol. 2 (Eds.: ), Wiley, Chichester, 2012, pp. 709–732.
- 6It is very common in DS routines to obtain multiple absorbance values for each individual host. Inherently, these often co-vary and therefore do not contribute to differentiation along the factor axes.
- 7J. Nolan, L. Sklar, Trends Biotechnol. 2002, 20, 9–12.
- 8
- 8aH. Kong, D. Liu, S. Zhang, X. Zhang, Anal. Chem. 2011, 83, 1867–1870;
- 8bY. Lu, Y. Liu, S. Zhang, S. Wang, S. Zhang, X. Zhang, Anal. Chem. 2013, 85, 6571–6574.
- 9A. Bajaj, O. Miranda, R. Phillips, I.-B. Kim, D. Jerry, U. Bunz, V. Rotello, J. Am. Chem. Soc. 2010, 132, 1018–1022.
- 10NGS for concentration of proteins, not classification. D. Turner, R. Tuytten, K. Janssen, J. Lammertyn, J. Wuyts, J. Pollet, S. Eyckerman, C. Brown, K. Kas, Anal. Chem. 2011, 83, 666–670.
- 11
- 11aS. Jayasena, Clin. Chem. 1999, 45, 1628–1650;
- 11bS. Nimjee, C. Rusconi, B. Sullenger, Annu. Rev. Med. 2005, 56, 555–583;
- 11cD. Proske, M. Blank, R. Buhmann, A. Resch, Appl. Microbiol. Biotechnol. 2005, 69, 367–374;
- 11dZ. Xiao, D. Shangguan, Z. Cao, X. Fang, W. Tan, Chem. Eur. J. 2008, 14, 1769–1775;
- 11eA. Keefe, S. Pai, A. Ellington, Nat. Rev. Drug Discovery 2010, 9, 537–550.
- 12N. Li, J. Ebright, G. Stovall, X. Chen, H. Nguyen, A. Singh, A. Syrett, A. Ellington, J. Proteome Res. 2009, 8, 2438–2448.
- 13S. Stewart, A. Syrett, A. Pothukuchy, S. Bhadra, A. Ellington, E. Anslyn, ChemBioChem 2011, 12, 2021–2024.
- 14
- 14aA. Kawasaki, M. Casper, S. Freier, E. Lesnik, M. Zounes, L. Cummins, C. Gonzalez, P. Cook, J. Med. Chem. 1993, 36, 831–841;
- 14bS. Green, D. Jellinek, C. Bell, L. Beebe, B. Feistner, S. Gill, F. Jucker, N. Janjíc, Chem. Biol. 1995, 2, 683–695;
- 14cC. Bell, E. Lynam, D. Landfair, N. Janjic, M. Wiles, In Vitro Cell. Dev. Biol. Anim. 1999, 35, 533–542.
- 15L. Cerchia, P. Giangrande, J. McNamara, V. de Franciscis in Nucleic Acid and Peptide Aptamers (Ed.: ), Humana, New York, 2009, pp. 59–78.
10.1007/978-1-59745-557-2_5 Google Scholar
- 16A. Ullrich, L. Coussens, J. Hayflick, T. Dull, A. Gray, A. Tam, J. Lee, Y. Yarden, T. Liebermann, J. Schlessinger, et al., Nature 1984, 309, 418–425.
- 17S. Kempiak, S. Yip, Q. Wang, G. Zhang, J. Drebin, R. Murali, M. Greene, J. Cell Biol. 2003, 162, 781–788.
- 18N. Li, H. Nguyen, M. Byrom, A. Ellington, PLoS One 2011, 6, e 20299.
- 19M. Magalhães, M. Byrom, A. Yan, L. Kelly, N. Li, R. Furtado, D. Palliser, M. Levy, Mol. Ther. 2012, 20, 616–624.
- 20J. Madsen, D. Dupont, T. Andersen, A. Nielsen, L. Sang, D. Brix, J. Jensen, T. Broos, M. Hendrickx, A. Christensen, et al., Biochemistry 2010, 49, 4103–4115.
- 21Y. Liu, C. Kuan, J. Mi, X. Zhang, B. Clary, D. Bigner, B. Sullenger, Biol. Chem. 2009, 390, 137–144.
- 22S. Lupold, B. Hicke, Y. Lin, D. Coffey, Cancer Res. 2002, 62, 4029–4033.
- 23S. Stewart, M. Ivy, E. Anslyn, Chem. Soc. Rev. 2014, 43, 70–84.
- 24T. Chu, Ph.D. thesis, The University of Texas at Austin (USA), 2006.
Citing Literature
This is the
German version
of Angewandte Chemie.
Note for articles published since 1962:
Do not cite this version alone.
Take me to the International Edition version with citable page numbers, DOI, and citation export.
We apologize for the inconvenience.