Submitted:
29 September 2024
Posted:
30 September 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Current Detection Methods of Viral Infections
2.1. Current Detection Methods for Viral Infections
2.1.1. General Information on Detecting Viral Infections
Direct Methods
Indirect Methods
2.1.2. Nucleic Acid Amplification and Detection Methods
2.2. The Use of CRISPR-Cas Complexes as a New Means of Nucleic Acid Detection
2.2.1. Classification of CRISPR-Cas Systems and Complexes of Interest
2.2.2. SHERLOCK: Specific High Sensitivity Reporter Unlocking
2.2.3. Detection of Nucleic Acids by CRISPR-Cas13 without Gene Amplification
3. Electrolytic Gate Field Effect Transistors (EGFETs)
3.1. Introduction
3.2. Graphene-Based EGFETs
3.2.1. Graphene and Derivatives
3.2.2. Operating Modes of EGGFETs
3.2.3. Principle of Biosensing with EGGFETs
3.2.4. Using EGGFETs for Biosensing
4. CRISPR-Cas and Transistors
4.1. Exploiting Cis-Cleavage
4.2. Exploiting Trans-Cleavage
4.2.1. DNA Detection by Cas12
4.2.2. DNA Detection by Cas13
5. Conclusions
Funding
Conflicts of Interest
References
- Nichol, S.T.; Arikawa, J.; Kawaoka, Y. Emerging viral diseases. PNAS 2000, 97, 12411–12412. [Google Scholar] [CrossRef] [PubMed]
- Kumar, M.; Iyer, S.S. ASSURED-SQVM diagnostics for COVID-19 : addressing the why, when, where, who, what and how of testing ». Expert Rev. Mol. Diag. 2021, 21, 349–362. [Google Scholar] [CrossRef]
- Gootenberg, J.S.; Abudayyeh, O.O.; Lee, J.W.; Essletzbichler, P.; Dy, A.J.; Joung,J. ; Verdine,V.; Donghia, N.; Daringer, N.M.; Freije, C.A.; Myhrvold, C.; Bhattacharyya, R.P.; Livny, J.; Regev, A.; Koonin, E.V.; Hung, D.T.; Sabeti, P.C.; Collins, J.J.; Zhang, F. Nucleic acid detection with CRISPR-Cas13a/C2c2. Science 2017, 356, 438–442. [Google Scholar] [CrossRef] [PubMed]
- Ñamendys-Silva, S.A.; Rivero-Sigarroa, E.; Dominguez-Cherit, G. Acute Respiratory Distress Syndrome Induced by Pandemic H1N1 2009 Influenza A Virus Infection. Am. J. Resp. Crit. Care Med. 2015, 182, 857–858. [Google Scholar] [CrossRef] [PubMed]
- Cella, L.N.; Blackstock, D.; Yates, M.A.; Mulchandani, A.; Chen, W. Detection of RNA Viruses : Current Technologies and Future Perspectives. Critical Rev. Eukaryotic Gene Expres. 2013, 23, 125–137. [Google Scholar] [CrossRef]
- Kevadiya, B.D.; Machhi, J.; Herskovitz, J.; Oleynikov, M.D.; Blomberg, W.R.; Bajwa, N.; Soni, D.; Das, S.; Hasan, M.; Patel, M.K.; Senan, A.M.; Gorantla, S.; McMillan, J.; Edagwa, B.; Eisenberg, R.; Gurumurthy, C.B.; Reid, S.M.; Punyadeera, C.; Chang, L.; Gendelman, H.E. Diagnostics for SARS-CoV-2 infections. Nature Mater. 2021, 20, 593–605. [Google Scholar] [CrossRef]
- Lequin, R.M. Enzyme Immunoassay (EIA)/Enzyme-Linked Immunosorbent Assay (ELISA). Clinical Chem. 2005, 51, 2415–2418. [Google Scholar] [CrossRef]
- Li, G.; Chen, X.; Xu, A. Profile of Specific Antibodies to the SARS-Associated Coronavirus. New England J. Med. 2003, 349, 508–509. [Google Scholar] [CrossRef]
- Zhao, J.; Yuan, Q.; Wang, H.; Liu, W.; Liao, X.; Su, Y.; Wang, X.; Yuan, J.; Li, T.; Li, J.; Qian, S.; Hong, C.; Wang, F.; Liu, Y.; Wang, Z.; He, Q.; Li, Z.; He, B.; Zhang, T.; Fu, Y.; Ge, S.; Liu, L.; Zhang, J.; Xia, N.; Zhang, Z. Antibody Responses to SARS-CoV-2 in Patients With Novel Coronavirus Disease 2019. Clinical Infectious Diseases 2020, 71, 2027–2034. [Google Scholar] [CrossRef]
- Te Velthuis, A.J.W. Common and unique features of viral RNA-dependent polymerases. Cellular and Molecular Life Sciences 2014, 71, 4403–4420. [Google Scholar] [CrossRef]
- Pan, Y.; Zhang, D.; Yang, P.; Poon, L.L.M.; Wang, Q. Viral load of SARS-CoV-2 in clinical samples. The Lancet Infect. Diseases 2020, 20, 411–412. [Google Scholar] [CrossRef] [PubMed]
- Rodríguez-Lázaro, D.; Hernández, M. Real-time PCR in Food Science : Introduction. Cur. Issues Mol. Biol. 2013, 15, 25–38. [Google Scholar] [CrossRef]
- Piepenburg, O.; Williams, C.H.; Stemple, D.L.; Armes, N.A. DNA Detection Using Recombination Proteins. PLoS Biology 2006, 4, e204. [Google Scholar] [CrossRef]
- Notomi, T. Loop-mediated isothermal amplification of DNA. Nucleic Acids Res. 2000, 28, 63e–63. [Google Scholar] [CrossRef]
- Pardee, K.; Green, A.A.; Takahashi, M.K.; Braff, D.; Lambert, G.; Lee, J.W.; Ferrante, T.; Ma, D.; Donghia, N.; Fan, M.; Daringer, N.M.; Bosch, I.; Dudley, D.M.; O’Connor, D.H.; Gehrke, L.; Collins, J.J. Rapid, Low-Cost Detection of Zika Virus Using Programmable Biomolecular Components. Cell 2016, 165, 1255–1266. [Google Scholar] [CrossRef] [PubMed]
- Walker, G.T.; Fraiser, M.S.; Schram, J.L.; Little, M.C.; Nadeau, J.H.; Malinowski, D.P. Strand displacement amplification—an isothermal, in vitro DNA amplification technique. Nucleic Acids Res. 1992, 20, 1691–1696. [Google Scholar] [CrossRef] [PubMed]
- Vincent, M.; Xu, Y.; Kong, H. Helicase-dependent isothermal DNA amplification. EMBO reports 2004, 5, 795–800. [Google Scholar] [CrossRef]
- Van Ness, J.; Van Ness, L.K.; Galas, D.J. Isothermal reactions for the amplification of oligonucleotides. PNAS 2003, 100, 4504–4509. [Google Scholar] [CrossRef]
- Kaminski, M.M.; Abudayyeh, O.O.; Gootenberg, J.S. Feng Zhang; Collins, J.J. CRISPR-based diagnostics. Nature Biomedical Engineering 2021, 5, 643–656. [Google Scholar] [CrossRef]
- Yang, S.; Rothman, R.E. PCR-based diagnostics for infectious diseases: uses, limitations, and future applications in acute-care settings. The Lancet Infec. Dis. 2004, 4, 337–348. [Google Scholar] [CrossRef]
- Ishino, Y.; Shinagawa, H.; Makino, K.; Amemura, M.; Nakata, A. Nucleotide sequence of the iap gene, responsible for alkaline phosphatase isozyme conversion in Escherichia coli, and identification of the gene product. J. Bacteriol. 1987, 169, 5429–5433. [Google Scholar] [CrossRef] [PubMed]
- Barrangou, R.; Fremaux, C.; Deveau, H.; Richards, M.; Boyaval, P.; Moineau, S.; Romero, D.A.; Horvath, P. CRISPR Provides Acquired Resistance Against Viruses in Prokaryotes. Science 2007, 315, 1709–1712. [Google Scholar] [CrossRef] [PubMed]
- Jansen, R.; van Embden, J.D.A.; Gaastra, W.; Schouls, L.M. Identification of genes that are associated with DNA repeats in prokaryotes. Mol. Microbiol. 2002, 43, 1565–1575. [Google Scholar] [CrossRef] [PubMed]
- Marraffini, L.A. CRISPR-Cas immunity in prokaryotes. Nature 2015, 526, 55–61. [Google Scholar] [CrossRef] [PubMed]
- Koonin, E.V.; Makarova, K.S.; Zhang, F. Diversity, classification and evolution of CRISPR-Cas systems. Current Opinion in Microbiology 2017, 37, 67–78. [Google Scholar] [CrossRef]
- Makarova, K.S.; Wolf, Y.I.; Alkhnbashi, O.S.; Costa, F.; Shah, S.A.; Saunders, S.J.; Barrangou, R.; Brouns, S.J.J.; Charpentier, E.; Haft, D.H.; Horvath, P.; Moineau, S.; Mojica, F.J.M.; Terns, R.M.; Terns, M.P.; White, M.F.; Yakunin, A.F.; Garrett, R.A.; van der Oost, J. , Backofen, R.; Koonin, E.V. An updated evolutionary classification of CRISPR–Cas systems. Nat. Rev. Microbiol. 2015, 13, 722–736. [Google Scholar] [CrossRef]
- Makarova, K.S.; Wolf, Y.I.; Iranzo, J.; Shmakov, S.A.; Alkhnbashi, O.S.; Brouns, S.J.J.; Charpentier, E.; Cheng, D.; Haft, D.H.; Horvath, P.; Moineau, S.; Mojica, F.J.M.; Scott, D.; Shah, S.A.; Siksnys, V.; Terns, M.P.; Venclovas, C.; White, M.F.; Yakunin, A.F.; Yan, W.; Zhang, F.; Garrett, R.A.; Backofen, R.; van der Oost, J.; Barrangou, R.; Koonin, E.V. Evolutionary classification of CRISPR–Cas systems : a burst of class 2 and derived variants. Nat. Rev. Microbiol. 2020, 18, 67–83. [Google Scholar] [CrossRef]
- Bhardwaj, P.; Kant, R.; Behera, S.P.; Dwivedi, G.R.; Singh, R. Next-Generation Diagnostic with CRISPR/Cas : Beyond Nucleic Acid Detection. Int. J. Mol. Sci. 2022, 23, 6052. [Google Scholar] [CrossRef]
- Jinek, M.; Chylinski, K.; Fonfara, I.; Hauer, M.; Doudna, J.A.; Charpentier, E. A Programmable Dual-RNA–Guided DNA Endonuclease in Adaptive Bacterial Immunity. Science 2012, 337, 816–821. [Google Scholar] [CrossRef]
- Silva, G.; Poirot, L.; Galetto, R.; Smith, J.; Montoya, G.; Duchateau, P.; Pâques, F. Meganucleases and Other Tools for Targeted Genome Engineering : Perspectives and Challenges for Gene Therapy. Current Gene Therapy 2011, 11, 11–27. [Google Scholar] [CrossRef]
- Carroll, D. Genome Engineering With Zinc-Finger Nucleases. Genetics 2011, 188, 773–782. [Google Scholar] [CrossRef] [PubMed]
- Christian, M.; Cermak, T.; Doyle, E.L.; Schmidt, C.; Zhang, F.; Hummel, A.; Bogdanove, A.J.; Voytas, D.F. Targeting DNA Double-Strand Breaks with TAL Effector Nucleases. Genetics 2010, 186, 757–761. [Google Scholar] [CrossRef] [PubMed]
- Guha, T.K.; Wai, A.; Hausner, G. Programmable Genome Editing Tools and their Regulation for Efficient Genome Engineering. Computational and Structural Biotechnol. J. 2017, 15, 146–160. [Google Scholar] [CrossRef]
- Adli, M. The CRISPR tool kit for genome editing and beyond. Nat. Commun. 2018, 9, 1911. [Google Scholar] [CrossRef] [PubMed]
- Uyhazi, K.E.; Bennett, J. A CRISPR view of the 2020 Nobel Prize in Chemistry. J. Clin. Invest. 2021, 131, e145214. [Google Scholar] [CrossRef]
- Kim, S.; Ji, S.; Koh, H.R. CRISPR as a diagnostic tool. In Biomolecules 2021, 11, 1162. [Google Scholar] [CrossRef]
- Liu, W.; Yu, H.; Zhou, X.; Xing, D. In vitro Evaluation of CRISPR/Cas9 Function by an Electrochemiluminescent Assay. Anal. Chem. 2016, 88, 8369–8374. [Google Scholar] [CrossRef]
- Harrington, L.B.; Burstein, D.; Chen, J.S.; Paez-Espino, D.; Ma, E.; Witte, I.P.; Cofsky, J.C.; Kyrpides, N.C.; Banfield, J.F.; Doudna, J.A. Programmed DNA destruction by miniature CRISPR-Cas14 enzymes. Science 2018, 362, 839–842. [Google Scholar] [CrossRef]
- Konermann, S.; Lotfy, P.; Brideau, N.J.; Oki, J.; Shokhirev, M.N.; Hsu, P.D. Transcriptome engineering with RNA-targeting Type VI-D CRISPR effectors. Cell 2018, 173, 665–676.e14. [Google Scholar] [CrossRef]
- Shmakov, S.; Abudayyeh, O.O.; Makarova, K.S.; Wolf, Y.I.; Gootenberg, J.S.; Semenova, E.; Minakhin, L.; Joung, J.; Konermann, S.; Severinov, K.; Zhang, F.; Koonin, E.V. Discovery and functional characterization of diverse Class 2 CRISPR-Cas systems. Mol. Cell 2015, 60, 385–397. [Google Scholar] [CrossRef]
- Zetsche, B.; Gootenberg, J.S.; Abudayyeh, O.O.; Slaymaker, I.M.; Makarova, K.S.; Essletzbichler, P.; Volz, S.E.; Joung, J.; van der Oost, J.; Regev, A.; Koonin, E.V.; Zhang, F. Cpf1 is a single RNA-guided endonuclease of a Class 2 CRISPR-Cas system. Cell 2015, 163, 759–771. [Google Scholar] [CrossRef] [PubMed]
- Liu, L.; Li, X.; Ma, J.; Li, Z.; You, L.; Wang, J.; Wang, M.; Zhang, X.; Wang, Y. The molecular architecture for RNA-guided RNA cleavage by Cas13a. Cell 2017, 170, 714–726.e10. [Google Scholar] [CrossRef] [PubMed]
- Li, Y.; Li, S.; Wang, J.; Liu, G. CRISPR/Cas systems towards next-generation biosensing. Trends Biotechnol. 2019, 37, 730–743. [Google Scholar] [CrossRef]
- Bhattacharyya, R.P.; Thakku, S.; Hung, D.T. Harnessing CRISPR Effectors for Infectious Disease Diagnostics. A.C.S. Infect. Dis. 2018, 4, 1278–1282. [Google Scholar] [CrossRef]
- Angelo, C. Batista et Luis G. C. Pacheco. Detecting pathogens with zinc-Finger, TALE and CRISPR- based programmable nucleic acid binding proteins ». J. Microbiol. Methods 2018, 152, 98–104. [Google Scholar] [CrossRef]
- Kellner, M.J.; Koob, J.G.; Gootenberg, J.S.; Abudayyeh, O.O.; Zhang, F. Sherlock: nucleic acid detection with CRISPR nucleases. Nat. Protoc. 2019, 14, 2986–3012. [Google Scholar] [CrossRef] [PubMed]
- Ackerman, C.M.; Myhrvold, C.; Thakku, S.G.; Freije, C.A.; Metsky, H.C.; Yang, D.K.; Ye, S.H.; Boehm, C.K.; Kosoko-Thoroddsen, T.F.; Kehe, J.; Nguyen, T.G.; Carter, A.; Kulesa, A.; Barnes, J.R.; Dugan, V.G.; Hung, D.T.; Blainey, P.C.; Sabeti, P.C. Massively multiplexed nucleic acid detection with Cas13. Nature 2020, 582, 277–282. [Google Scholar] [CrossRef]
- Rauch, J.N.; Valois, E.; Ponce-Rojas, J.C.; Aralis, Z.; Lach, R.S.; Zappa, F.; Audouard, M.; Solley, S.C.; Vaidya, C.; Costello, M.; Smith, H.; Javanbakht, A.; Malear, B.; Polito, L.; Comer, S.; Arn, K.; Kosik, K.S.; Acosta-Alvear, D.; Wilson, M.Z.; Fitzgibbons, L.; Arias, C. Rapid CRISPR-based surveillance of SARS-CoV-2 in asymptomatic college students captures the leading edge of a community-wide outbreak. JAMA Network open 2021, 4, e2037129. [Google Scholar] [CrossRef] [PubMed]
- Rauch, J.N.; Valois, E.; Solley, S.C.; Braig, F.; Lach, R.S.; Audouard, M.; Ponce-Rojas, J.C.; Costello, M.S.; Baxter, N.J.; Kosik, K.S.; Arias, C.; Acosta-Alvear, D.; Wilson, M.Z. A scalable, easy-to-deploy protocol for Cas13-based detection of SARSCoV-2 genetic material. J. Clin. Microbiol. 2021, 59, e02402–20. [Google Scholar] [CrossRef]
- Abudayyeh, O.O.; Gootenberg, J.S.; Konermann, S.; Joung, J.; Slaymaker, I.M.; Cox, D.B.T.; Shmakov, S.; Makarova, K.S.; Semenova, E.; Minakhin, L.; Severinov, K.; Regev, A.; Lander, E.S.; Koonin, E.V.; Zhang, F. C2c2 is a single-component programmable RNA-guided RNA-targeting CRISPR effector. Science 2016, 353, aaf5573. [Google Scholar] [CrossRef]
- East-Seletsky, A.; O’Connell, M.R.; Knight, S.C.; Burstein, D.; Cate, J.H.D.; Tjian, R.; Doudna, J.A. Two distinct RNase activities of CRISPR-C2c2 enable guide-RNA processing and RNA detection. Nature 2016, 538, 270–273. [Google Scholar] [CrossRef] [PubMed]
- Barnes, K.G.; Lachenauer, A.E.; Nitido, A.; Siddiqui, S.; Gross, R.; Beitzel, B.; Siddle, K.J.; Freije, C.A.; Dighero-Kemp, B.; Mehta, S.B.; Carter, A.; Uwanibe, J.; Ajogbasile, F.; Olumade, T.; Odia, I.; Sandi, J.D.; Momoh, M.; Metsky, H.C.; Boehm, C.K.; Lin, A.E.; Kemball, M.; Park, D.J.; Branco, L.; Boisen, M.; Sullivan, B.; Amare, M.F.; Tiamiyu, A.B.; Parker, Z.F.; Iroezindu, M.; Grant, D.S.; Modjarrad, K.; Myhrvold, C.; Garry, R.F.; Palacios, G.; Hensley, L.E.; Schaffner, S.F.; Happi, C.T.; Colubri, A.; Sabeti, P.C. Deployable CRISPR-Cas13a diagnostic tools to detect and report Ebola and Lassa virus cases in real-time. Nat. Commun. 2020, 11, 4131. [Google Scholar] [CrossRef] [PubMed]
- Lee, R.A.; Puig, H.D.; Nguyen, P.Q.; Angenent-Mari, N.M.; Donghia, N.M.; McGee, J.P.; Dvorin, J.D.; Klapperich, C.M.; Pollock, N.R.; Collins, J.J. Ultrasensitive CRISPR-based diagnostic for field-applicable detection of Plasmodium species in symptomatic and asymptomatic malaria. Proc. Natl. Acad. Sci. U. S. A. 2020, 117, 25722–25731. [Google Scholar] [CrossRef] [PubMed]
- Ganbaatar, U.; Liu, C. CRISPR-Based COVID-19 Testing: Toward Next-Generation Point-of-Care Diagnostics. Front. Cell. Infect. Microbiol. 2021, 11, 663949. [Google Scholar] [CrossRef]
- Gootenberg, J.S.; Abudayyeh, O.O.; Kellner, M.J.; Joung, J.; Collins, J.J.; Zhang, F. Multiplexed and portable nucleic acid detection platform with Cas13, Cas12a, and Csm6. Science 2018, 360, 439–444. [Google Scholar] [CrossRef]
- Myhrvold, C.; Freije, C.A.; Gootenberg, J.S.; Abudayyeh, O.O.; Metsky, H.C.; Durbin, A.F.; Kellner, M.J.; Tan, A.L.; Paul, L.M.; Parham, L.A.; Garcia, K.F.; Barnes, K.G.; Chak, B.; Mondini, A.; Nogueira, M.L.; Isern, S.; Michael, S.F.; Lorenzana, I.; Yozwiak, N.L.; MacInnis, B.L.; Bosch, I.; Gehrke, L.; Zhang, F.; Sabeti, P.C. Field-deployable viral diagnostics using CRISPR-Cas13. Science 2018, 360, 444–448. [Google Scholar] [CrossRef]
- Freije, C.A.; Myhrvold, C.; Boehm, C.K.; Lin, A.E.; Welch, N.L.; Carter, A.; Metsky, H.C.; Luo, C.Y.; Abudayyeh, O.O.; Gootenberg, J.S.; Yozwiak, N.L.; Zhang, F.; Sabeti, P.C. Programmable inhibition and detection of RNA viruses using Cas13. Mol. Cell 2019, 76, 826–837. [Google Scholar] [CrossRef]
- Li, S.Y.; Cheng, Q.X.; Wang, J.M.; Li, X.Y.; Zhang, Z.L.; Gao, S.; Cao, R.B.; Zhao, G.P.; Wang, J. CRISPR-Cas12a-assisted nucleic acid detection. Cell Discov. 2018, 4, 20. [Google Scholar] [CrossRef] [PubMed]
- Bai, J.; Lin, H.; Li, H.; Zhou, Y.; Liu, J.; Zhong, G.; Wu, L.; Jiang, W.; Du, H.; Yang, J.; Xie, Q.; Huang, L. Cas12a-based On-Site and rapid nucleic acid detection of African swine fever. Front. Microbiol. 2019, 10, 2830. [Google Scholar] [CrossRef]
- Brandsma, E.; Verhagen, H.J.M.P.; van de Laar, T.J.W.; Claas, E.C.J.; Cornelissen, M.; van den Akker, E. Rapid, sensitive, and specific severe acute respiratory syndrome coronavirus 2 detection: A multicenter comparison between standard quantitative reverse-transcriptase polymerase chain reaction and CRISPR-based DETECTR. J. Infect. Dis. 2021, 223, 206–213. [Google Scholar] [CrossRef]
- Broughton, J.P.; Deng, X.; Yu, G.; Fasching, C.L.; Servellita, V.; Singh, J.; Miao, X.; Streithorst, J.A.; Granados, A.; Sotomayor-Gonzalez, A.; Zorn, K.; Gopez, A.; Hsu, E.; Gu, W.; Miller, S.; Pan, C.Y.; Guevara, H.; Wadford, D.A.; Chen, J.S.; Chiu, C.Y. CRISPR–Cas12-based detection of SARS-CoV-2. Nat. Biotechnol. 2020, 38, 870–874. [Google Scholar] [CrossRef] [PubMed]
- Chen, J.S.; Ma, E.; Harrington, L.B.; Da Costa, M.; Tian, X.; Palefsky, J.M.; Doudna, J.A. CRISPR-Cas12a target binding unleashes indiscriminate single-stranded DNase activity. Science 2018, 360, 436–439. [Google Scholar] [CrossRef] [PubMed]
- Huang, M.; Zhou, X.; Wang, H.; Xing, D. Clustered regularly interspaced short palindromic repeats/Cas9 triggered isothermal amplification for site-specific nucleic acid detection. Anal. Chem. 2018, 90, 2193–2200. [Google Scholar] [CrossRef] [PubMed]
- Zhou, B.; Yang, R.; Sohail, M.; Kong, X.; Zhang, X.; Fu, N.; Li, B. CRISPR/Cas14 provides a promising platform in facile and versatile aptasensing with improved sensitivity. Talanta 2023, 254, 124120. [Google Scholar] [CrossRef]
- Yang, J.; Song, Y.; Deng, X.; Vanegas, J.A.; You, Z.; Zhang, Y.; Weng, Z.; Avery, L.; Dieckhaus, K.D.; Peddi, A.; Gao, Y.; Zhang, Y.; Gao, X. Engineered LwaCas13a with enhanced collateral activity for nucleic acid detection. Nat. Chem. Biol. 2023, 19, 45–54. [Google Scholar] [CrossRef]
- Kim, M.; Shin, H.H. Next-generation Molecular Diagnostic Technology for Infectious Disease: CRISPR-Cas System. KSBB J. 2023, 38, 77–89. [Google Scholar] [CrossRef]
- Alexandra, East-Seletsky; et al. RNA targeting by functionally orthogonal Type VI-A CRISPR-Cas enzymes. Mol. Cell 2017, 66, 373–383. [Google Scholar]
- Qin, P.; Park, M.; Alfson, K.J.; Tamhankar, M.; Carrion, R.; Patterson, J.L.; Griffiths, A.; He, Q.; Yildiz, A.; Mathies, R.; Du, K. Rapid and fully microfluidic Ebola virus detection with CRISPR-Cas13a. A.C.S. Sens. 2019, 4, 1048–1054. [Google Scholar] [CrossRef]
- Fozouni, P.; Son, S.; Díaz de León Derby, M.; Knott, G.J.; Gray, C.N.; D’Ambrosio, M.V.; Zhao, C.; Switz, N.A.; Kumar, G.R.; Stephens, S.I.; Boehm, D.; Tsou, C.L.; Shu, J.; Bhuiya, A.; Armstrong, M.; Harris, A.R.; Chen, P.Y.; Osterloh, J.M.; Meyer-Franke, A.; Joehnk, B.; Walcott, K.; Sil, A.; Langelier, C.; Pollard, K.S.; Crawford, E.D.; Puschnik, A.S.; Phelps, M.; Kistler, A.; DeRisi, J.L.; Doudna, J.A.; Fletcher, D.A.; Ott, M. Amplification-free detection of SARS-CoV-2 with CRISPR-Cas13a and mobile phone microscopy. Cell 2021, 184, 323–333.e9. [Google Scholar] [CrossRef]
- Katzmeier, F.; Aufinger, L.; Dupin, A.; Quintero, J.; Lenz, M.; Bauer, L.; Klumpe, S.; Sherpa, D.; Dürr, B.; Honemann, M.; Styazhkin, I.; Simmel, F.C.; Heymann, M. A low-cost fluorescence reader for in vitro transcription and nucleic acid detection with Cas13a. PLOS ONE 2019, 14, e0220091. [Google Scholar] [CrossRef]
- Johnston, M.; Ceren Ates, H.; Glatz, R.T.; Mohsenin, H.; Schmachtenberg, R.; Göppert, N.; Huzly, D.; Urban, G.A.; Weber, W.; Dincer, C. Multiplexed biosensor for point-of-care COVID-19 monitoring: CRISPRpowered unamplified RNA diagnostics and protein-based therapeutic drug management. Mater. Today 2022, 61, 129–138. [Google Scholar] [CrossRef] [PubMed]
- Van Dongen, J.E.; Berendsen, J.T.W.; Steenbergen, R.D.M.; Wolthuis, R.M.F.; Eijkel, J.C.T.; Segerink, L.I. Point-of-care CRISPR/Cas nucleic acid detection: recent advances, challenges and opportunities. Biosens. Bioelectron. 2020, 166, 112445. [Google Scholar] [CrossRef]
- Torricelli, F.; Adrahtas, D.Z.; Bao, Z.; Berggren, M.; Biscarini, F.; Bonfiglio, A.; Bortolotti, C.A.; Frisbie, C.D.; Macchia, E.; Malliaras, G.G.; McCulloch, I.; Moser, M.; Nguyen, T.Q.; Owens, R.M.; Salleo, A.; Spanu, A.; Torsi, L. Electrolyte-gated transistors for enhanced performance bioelectronics. Nat. Rev. Methods Primers 2021, 1, 66. [Google Scholar] [CrossRef] [PubMed]
- Chennit, K.; Delavari, N.; Mekhmoukhen, S.; Boukraa, R.; Fillaud, L.; Zrig, S.; Battaglini, N.; Piro, B.; Noël, V.; Zozoulenko, I.; Mattana, G. Inkjet-printed, coplanar electrolyte-gated organic field-effect transistors on flexible substrates: fabrication, modeling, and applications in biodetection. Adv. Mater. Technol. 2023, 8, 2200300. [Google Scholar] [CrossRef]
- Takeya, J.; Yamada, K.; Hara, K.; Shigeto, K.; Tsukagoshi, K.; Ikehata, S.; Aoyagi, Y. High-density electrostatic carrier doping in organic single-crystal transistors with polymer gel electrolyte. Appl. Phys. Lett. 2006, 88, 112102. [Google Scholar] [CrossRef]
- Panzer, M.J.; Newman, C.R.; Frisbie, C.D. Low-voltage operation of a pentacene field-effect transistor with a polymer electrolyte gate dielectric. Appl. Phys. Lett. 2005, 86, 103503. [Google Scholar] [CrossRef]
- Rivnay, J.; Inal, S.; Salleo, A.; Owens, R.M.; Berggren, M.; Malliaras, G.G. Organic electrochemical transistors. Nat. Rev. Mater. 2018, 3, 17086. [Google Scholar] [CrossRef]
- Kim, D.J.; Lee, N.E.; Park, J.S.; Park, I.J.; Kim, J.G.; Cho, H.J. Organic electrochemical transistor based immunosensor for prostate specific antigen (PSA) detection using gold nanoparticles for signal amplification. Biosens. Bioelectron. 2010, 25, 2477–2482. [Google Scholar] [CrossRef]
- Liu, J.; Agarwal, M.; Varahramyan, K. Glucose sensor based on organic thin film transistor using glucose oxidase and conducting polymer. Sens. Actuators B 2008, 135, 195–199. [Google Scholar] [CrossRef]
- He, R.X.; Zhang, M.; Tan, F.; Leung, P.H.M.; Zhao, X.Z.; Chan, H.L.W.; Yang, M.; Yan, F. Detection of bacteria with organic electrochemical transistors. J. Mater. Chem. 2012, 22, 22072. [Google Scholar] [CrossRef]
- Hai, W.; Goda, T.; Takeuchi, H.; Yamaoka, S.; Horiguchi, Y.; Matsumoto, A.; Miyahara, Y. Human influenza virus detection using sialyllactose-functionalized organic electrochemical transistors. Sens. Actuators B 2018, 260, 635–641. [Google Scholar] [CrossRef]
- Tao, W.; Lin, P.; Hu, J.; Ke, S.; Song, J.; Zeng, X. A sensitive DNA sensor based on an organic electrochemical transistor using a peptide nucleic acid-modified nanoporous gold gate electrode. R.S.C. Adv. 2017, 7, 52118–52124. [Google Scholar] [CrossRef]
- Peng, J.; He, T.; Sun, Y.; Liu, Y.; Cao, Q.; Wang, Q.; Tang, H. An organic electrochemical transistor for determination of microRNA21 using gold nanoparticles and a capture DNA probe. Mikrochim. Acta 2018, 185, 408. [Google Scholar] [CrossRef]
- Sensi, M.; Migatti, G.; Beni, V.; Marchesi D'Alvise, T.; Weil, T.; Berto, M.; Greco, P.; Imbriano, C.; Biscarini, F.; Bortolotti, C.A. Monitoring DNA Hybridization with Organic Electrochemical Transistors Functionalized with Polydopamine. Macromol. Mater. Eng. 2022, 307, 2100880. [Google Scholar] [CrossRef]
- Lin, P.; Yan, F.; Yu, J.; Chan, H. L. W.; Yang, M. Organic Electrochemical Transistors Integrated in Flexible Microfluidic Systems and Used for Label-Free DNA Sensing. Adv. Mater. 2011, 23, 4035–4040. [Google Scholar] [CrossRef]
- Novoselov, K. S.; Geim, A. K.; Morozov, S. V.; Jiang, D.; Zhang, Y.; Dubonos, S. V.; Grigorieva, I. V.; Firsov, A. A. Electric Field Effect in Atomically Thin Carbon Films. Science 2004, 306, 666–669. [Google Scholar] [CrossRef] [PubMed]
- Berger, C.; Song, Z.; Li, T.; Li, X.; Ogbazghi, A. Y.; Feng, R.; Dai, Z.; Marchenkov, A. N.; Conrad, E. H.; First, P. N.; de Heer, W. A. Ultrathin Epitaxial Graphite: 2D Electron Gas Properties and a Route toward Graphene-based Nanoelectronics. J. Phys. Chem. B 2004, 108, 19912–19916. [Google Scholar] [CrossRef]
- Schwierz, F. Graphene Transistors. Nat. Nanotechnol. 2010, 5, 487–496. [Google Scholar] [CrossRef]
- Wallace, P. R. The Band Theory of Graphite. Phys. Rev. 1947, 71, 622–634. [Google Scholar] [CrossRef]
- Novoselov, K. S.; Geim, A. K.; Morozov, S. V.; Jiang, D.; Katsnelson, M. I.; Grigorieva, I. V.; Dubonos, S. V.; Firsov, A. A. Two-Dimensional Gas of Massless Dirac Fermions in Graphene. Nature 2005, 438, 197–200. [Google Scholar] [CrossRef]
- Castro Neto, A. H.; Guinea, F.; Peres, N. M. R.; Novoselov, K. S.; Geim, A. K. The Electronic Properties of Graphene. Rev. Mod. Phys. 2009, 81, 109–162. [Google Scholar] [CrossRef]
- Lotya, M.; King, P. J.; Khan, U.; De, S.; Coleman, J. N. High-Concentration, Surfactant-Stabilized Graphene Dispersions. ACS Nano 2010, 4, 3155–3162. [Google Scholar] [CrossRef]
- Geim, A. K.; Novoselov, K. S.; Novoselov, K. S. The Rise of Graphene. Nat. Mater. 2007, 6, 183–191. [Google Scholar] [CrossRef]
- Ławkowska, K.; Jabłońska-Trypuć, A.; Antonowicz, B.; Wołosiak, S.; Kocira, S.; Skórka-Majewicz, M. Application of Graphene in Tissue Engineering of the Nervous System. Int. J. Mol. Sci. 2021, 23, 33. [Google Scholar] [CrossRef] [PubMed]
- Dröscher, S.; Roulleau, P.; Molitor, F.; Güttinger, J.; Stampfer, C.; Ihn, T.; Ensslin, K. Quantum Capacitance and Density of States of Graphene. Appl. Phys. Lett. 2010, 96, 152104. [Google Scholar] [CrossRef]
- Vasilijević, S. Printed Graphene Field-Effect Transistors: Chemical and Electrochemical Control of Graphene’s Electronic Properties and Applications in Biosensing. Ph.D. Thesis, 2021.
- Vasilijević, S.; Wang, W.; Tatsi, E.; Arenal, R.; Happy, H.; Noël, V.; Noël, V. Electrochemical Tuning of Reduced Graphene Oxide in Printed Electrolyte-Gated Transistors: Impact on Charge Transport Properties. Electrochim. Acta 2021, 371, 137819. [Google Scholar] [CrossRef]
- Salvo, P.; Calisi, N.; Melai, B.; Cortigiani, B.; Mannini, M.; Caneschi, A.; Chiellini, F.; Di Francesco, F. Graphene-Based Devices for Measuring pH. Sens. Actuators B Chem. 2018, 256, 976–991. [Google Scholar] [CrossRef]
- Gao, J.; Zhu, L.; Tang, H.; Zhang, Z.; Wang, M.; Zhang, Y.; Liu, X.; Wang, Q. Ultrasensitive Label-Free miRNA Sensing Based on a Flexible Graphene Field-Effect Transistor without Functionalization. ACS Appl. Electron. Mater. 2020, 2, 1090–1098. [Google Scholar] [CrossRef]
- Seo, G.; Lee, G.; Kim, M. J.; Baek, S.-H.; Choi, M.; Ku, K. B.; Lee, C.-S.; Jun, S.; Park, D.; Kim, H. G.; Kim, S. J.; Lee, J.-O.; Kim, B. T.; Park, E. C.; Kim, S. I. Rapid Detection of COVID-19 Causative Virus (SARS-CoV-2) in Human Nasopharyngeal Swab Specimens Using Field-Effect Transistor-Based Biosensor. ACS Nano 2020, 14, 5135–5142. [Google Scholar] [CrossRef]
- Tian, M.; Wang, Y.; Zhang, M.; Zhang, L.; Zhang, L. Highly-Sensitive Graphene Field-Effect Transistor Biosensor Using PNA and DNA Probes for RNA Detection. Appl. Surf. Sci. 2020, 527, 146839. [Google Scholar] [CrossRef]
- Chan, C.; Liu, Y.; Chia, W. S.; Tan, S. Y.; Yao, K.; Tan, L. P.; Verma, C.; Deng, J.; Wang, Y.; Liesbet, L.; Lim, C. T. A Microfluidic Flow-Through Chip Integrated with Reduced Graphene Oxide Transistor for Influenza Virus Gene Detection. Sensors and Actuators B: Chemical 2017, 251, 927–933. [Google Scholar] [CrossRef]
- Hensel, R. C.; Braun, M.; Klepper, C.; Langlois, A.; Adelhelm, P.; Hauke, F.; Hirsch, A. Graphene Acetic Acid-Based Hybrid Supercapacitor and Liquid-Gated Transistor. Adv. Electron. Mater. 2024, 10, 2300685. [Google Scholar] [CrossRef]
- Flauzino, J. M. R.; Chagas, R. C. R.; Vicentini, F. C.; Janegitz, B. C. Label-Free and Reagentless Electrochemical Genosensor Based on Graphene Acid for Meat Adulteration Detection. Biosens. Bioelectron. 2022, 195, 113628. [Google Scholar] [CrossRef] [PubMed]
- Shi, Y.; Dong, X.; Chen, P.; Wang, J.; Li, L.-J. Work Function Engineering of Graphene Electrode via Chemical Doping. ACS Nano 2010, 4, 2689–2694. [Google Scholar] [CrossRef] [PubMed]
- Cai, B.; Wang, S.; Huang, L.; Ning, Y.; Zhang, Z.; Zhang, G.-J. Gold Nanoparticles-Decorated Graphene Field-Effect Transistor Biosensor for Femtomolar MicroRNA Detection. Biosens. Bioelectron. 2015, 74, 329–334. [Google Scholar] [CrossRef] [PubMed]
- Li, S.; Cheng, R.; Lin, W.; Liu, Y.; Wei, L.; Gao, J.; Li, Y.; Fan, Q.; Li, H. Highly Sensitive Solution-Gated Graphene Transistors for Label-Free DNA Detection. Biosens. Bioelectron. 2019, 136, 91–96. [Google Scholar] [CrossRef]
- Hajian, R.; Balderston, S.; Tran, T.; DeBoer, T.; Etienne, J.; Sandhu, M.; Warden, A. R.; Langelier, C.; Peytavi, R.; Humphries, R. M.; Murthy, N.; Sahoo, M. K.; Hibbs, S.; Stevens, M. M.; Puschnik, A. S.; Fletcher, D. A.; Pellegrini, M.; Nair, V.; Hajian, B.; Aran, K. Detection of Unamplified Target Genes via CRISPR–Cas9 Immobilized on a Graphene Field-Effect Transistor. Nat. Biomed. Eng. 2019, 3, 427–437. [Google Scholar] [CrossRef]
- Ohshima, H.; Ohki, S. Donnan Potential and Surface Potential of a Charged Membrane. Biophys. J. 1985, 47, 673–678. [Google Scholar] [CrossRef]
- Kaisti, M. Detection Principles of Biological and Chemical FET Sensors. Biosens. Bioelectron. 2017, 98, 437–448. [Google Scholar] [CrossRef]
- Balderston, S.; Taulbee, J. J.; Celaya, E.; Lukianitskiy, A.; McMahan, S.; Liu, G.; Johnson, E.; Torrente-Rodríguez, R. M.; Tran, T.; Aran, K. Discrimination of Single-Point Mutations in Unamplified Genomic DNA via Cas9 Immobilized on a Graphene Field-Effect Transistor. Nat. Biomed. Eng. 2021, 5, 713–725. [Google Scholar] [CrossRef]
- Yu, H.; He, X.; Wang, L.; Ma, J.; Zhang, Y.; He, L.; Liu, Y.; Wang, P.; Liu, G. Rapid and Unamplified Detection of SARS-CoV-2 RNA via CRISPR-Cas13a-Modified Solution-Gated Graphene Transistors. ACS Sens. 2022, 7, 3923–3932. [Google Scholar] [CrossRef] [PubMed]
- Zhang, H.; Zhang, X.; Wang, C.; Zhang, Y.; Wang, P.; Liu, G. Unamplified and Label-Free Detection of HPV16 DNA Using CRISPR-Cas12a-Functionalized Solution-Gated Graphene Transistors. Adv. Healthc. Mater. 2023, 12, 2300563. [Google Scholar] [CrossRef]
- Dai, Y.; Somoza, R. A.; Wang, L.; Welter, J. F.; Li, Y.; Caplan, A. I.; Liu, C. C. Exploring the Trans-Cleavage Activity of CRISPR-Cas12a (Cpf1) for the Development of a Universal Electrochemical Biosensor. Angew. Chem. Int. Ed. 2019, 58, 17399–17405. [Google Scholar] [CrossRef] [PubMed]
- Zhang, D.; Yan, Y.; Que, H.; Yang, Y.; Yang, Q.; Chen, J. CRISPR/Cas12a-Mediated Interfacial Cleaving of Hairpin DNA Reporter for Electrochemical Nucleic Acid Sensing. ACS Sens. 2020, 5, 557–562. [Google Scholar] [CrossRef]
- Kashefi-Kheyrabadi, L.; Mehrgardi, M. A.; Sheikhnejad, Y.; Baradaran, B.; Mobaraki, N.; Wen, Y. Ultrasensitive and Amplification-Free Detection of SARS-CoV-2 RNA Using an Electrochemical Biosensor Powered by CRISPR/Cas13a. Bioelectrochemistry 2023, 150, 108364. [Google Scholar] [CrossRef] [PubMed]
- Heo, W.; Shin, S.; Park, J. Y.; Kim, M.-I.; Kim, Y.-R. Electrochemical Biosensor for Nucleic Acid Amplification-Free and Sensitive Detection of Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) RNA via CRISPR/Cas13a Transcleavage Reaction. Biosens. Bioelectron. 2022, 201, 113960. [Google Scholar] [CrossRef] [PubMed]
- Kashefi-Kheyrabadi, L.; Mehrgardi, M. A.; Sheikhnejad, Y.; Wen, Y. Rapid, Multiplexed, and Nucleic Acid Amplification-Free Detection of SARS-CoV-2 RNA Using an Electrochemical Biosensor. Biosens. Bioelectron. 2022, 195, 113649. [Google Scholar] [CrossRef]
- Li, H.; Zhang, H.; Li, Y.; Zhang, C.; Wang, P.; Liu, G. Amplification-Free Detection of SARS-CoV-2 and Respiratory Syncytial Virus Using CRISPR Cas13a and Graphene Field-Effect Transistors. Angew. Chem. Int. Ed. 2022, 61, e202203826. [Google Scholar] [CrossRef]
- Wang, L.; Liu, Y.; Zhang, C.; Yu, H.; Li, Y.; Liu, G. Rapid and Ultrasensitive Detection of Mpox Virus Using CRISPR/Cas12b-Empowered Graphene Field-Effect Transistors. Appl. Phys. Rev. 2023, 10, 031409. [Google Scholar] [CrossRef]
- Weng, Z.; Li, Z.; Zhang, M.; Peng, Y.; Sun, L.; Li, Y.; Liu, G. CRISPR-Cas12a Biosensor Array for Ultrasensitive Detection of Unamplified DNA with Single-Nucleotide Polymorphic Discrimination. ACS Sens. 2023, 8, 1489–1499. [Google Scholar] [CrossRef]
- Wang, H.; Zhang, C.; Liu, Y.; Wang, L.; Wang, P.; Liu, G. Unamplified System for Sensitive and Typing Detection of ASFV by the Cascade Platform That CRISPR-Cas12a Combined with Graphene Field-Effect Transistor. Biosens. Bioelectron. 2023, 240, 115637. [Google Scholar] [CrossRef] [PubMed]
- Li, J.; Wang, C.; Wang, C.; Yang, Q.; Liu, G.; Zhang, Y.; Liu, Y.; Fan, X.; Li, H.; Sun, L. Tandem Cas13a/crRNA-Mediated CRISPR-FET Biosensor: A One-for-All Check Station for Virus without Amplification. ACS Sens. 2022, 7, 2680–2690. [Google Scholar] [CrossRef] [PubMed]
- Li, H.; Fan, X.; Sun, L.; Liu, Y.; Liu, G. Amplification-Free CRISPR/Cas Detection Technology: Challenges, Strategies, and Perspectives. Chem. Soc. Rev. 2023, 52, 361–382. [Google Scholar] [CrossRef] [PubMed]
- Ban, D. K.; Abdel-Rahman, M.; Sandwell, D.; Skrypka, A. V.; Hill, E. H.; Kudr, J.; Kostesha, N.; Englebienne, P.; Smith, A. A Single Multiomics Transistor for Electronic Detection of SARS-CoV-2 Variants Antigen and Viral RNA Without Amplification. Adv. Mater. Technol. 2023, 8, 2201945. [Google Scholar] [CrossRef]
- Sun, Y.; Li, H.; Zhang, C.; Liu, Y.; Wang, P.; Liu, G. High-Intensity Vector Signals for Detecting SARS-CoV-2 RNA Using CRISPR/Cas13a Coupled with Stabilized Graphene Field-Effect Transistor. Biosens. Bioelectron. 2022, 222, 114979. [Google Scholar] [CrossRef]
- Chen, D.; Han, Y.; Zhang, Y.; Zhang, F.; Zhang, H.; Liu, Y.; Wang, P.; Liu, G. CRISPR-Mediated Profiling of Viral RNA at Single-Nucleotide Resolution. Angew. Chem. Int. Ed. 2023, 62, e202304298. [Google Scholar] [CrossRef]


























| Method | PCR | RPA | LAMP | NASBA |
| Temperature (°C) | 40-95 | 37-42 | 60-65 | 40-55 |
| Reaction time (minutes) |
60-180 | 20-60 | 20-60 | 60-120 |
| Proteins implied | TAQpolymerase | Recombinase, Single-stranded binding protein, Strand-displacement DNA polymerase |
Strand-displacement DNA polymerase | Inverse-transcriptase inverse, RNAse H, T7 RNA polymerase |
| References | [20] | [13] | [14] | [3,15] |
| Enzyme | Name of the method | Pathogen | Preamplification | Measurement | LOD | Refs |
| CRISPRCas13 | SHERLOCK | ZIKV, DENV | RT-RPA | Fluorescence | 10 aM | [3] |
| SHERLOCKv2 | ZIKV, DENV | RT-RPA | Fluorescence | 8 zM | [55] | |
| Colorimetric strip | 2 aM | [55] | ||||
| - | Bacteriophage RNA, Human RNA |
None | Fluorescence | 1 pM | [50,51] | |
| - | ZIKV, DENV | None | Fluorescence | 50 fM | [3] | |
| - | Ebola | None | Fluorescence | 10 fM | [68] | |
| - | Not specified | None | Fluorescence | 10 fM | [62] | |
| - | SARS-CoV-2 | Naone | Fluorescence on smartphone | 1 fM | [69] | |
| - | SARS-Cov-2 (Gene E) | None | Electrochemical 4 fM | [71] | ||
| Enzyme | Target | Functionnalisation area | Grafting scheme | LOD | Reaction time | Refs |
| dCas9 | ADN | Channel | Graphene/PBA/Cas | 1.7 fM | 15 min | [108,111] |
| Cas12a | ADN | Gate | Au/SAM/Cas | 8.3 aM | 20 min | [113] |
| Cas13a | ARN | Gate | Au/SAM/Dextran/Cas | 13 aM | 10 min | [112] |
| Enzyme | Target | Transistor | Temperature | LOD | Reaction time | Refs |
| Cas12b | MPXV | Graphene-EGFET | 52°C | 1 aM | 20 min | [120] |
| Cas12a | AFSV | Graphene-EGFET | TA | 0.5 aM | 30 min | [122] |
| Cas12a | HPV-16 | Graphene-EGFET | TA | 1 aM | 30 min | [121] |
| Cas13a | SARS-CoV-2 HCV | rGO-EGFET | 37°C | 1.56 aM | 30 min | [123] |
| Cas13a | SARS-CoV-2 | Graphene-EGFET | 37°C | 0.25 aM | 120 min | [126] |
| Cas13a | SARS-CoV-2 RSV | Graphene-EGFET | 37°C | 1 aM | 30 min | [119] |
| Cas13a | SARS-CoV-2 | Graphene-EGFET | TA | 65 aM | 30 min | [125] |
| Cas13a | SARS-CoV-2 | IGZO-EGFET | TA | 1.7 aM | 20 min | [127] |
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