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Li P, Liu Z. Glycan-specific molecularly imprinted polymers towards cancer diagnostics: merits, applications, and future perspectives. Chem Soc Rev 2024; 53:1870-1891. [PMID: 38223993 DOI: 10.1039/d3cs00842h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2024]
Abstract
Aberrant glycans are a hallmark of cancer states. Notably, emerging evidence has demonstrated that the diagnosis of cancers with tumour-specific glycan patterns holds great potential to address unmet medical needs, especially in improving diagnostic sensitivity and selectivity. However, despite vast glycans having been identified as potent markers, glycan-based diagnostic methods remain largely limited in clinical practice. There are several reasons that prevent them from reaching the market, and the lack of anti-glycan antibodies is one of the most challenging hurdles. With the increasing need for accelerating the translational process, numerous efforts have been made to find antibody alternatives, such as lectins, boronic acids and aptamers. However, issues concerning affinity, selectivity, stability and versatility are yet to be fully addressed. Molecularly imprinted polymers (MIPs), synthetic antibody mimics with tailored cavities for target molecules, hold the potential to revolutionize this dismal progress. MIPs can bind a wide range of glycan markers, even those without specific antibodies. This capacity effectively broadens the clinical applicability of glycan-based diagnostics. Additionally, glycoform-resolved diagnosis can also be achieved through customization of MIPs, allowing for more precise diagnostic applications. In this review, we intent to introduce the current status of glycans as potential biomarkers and critically evaluate the challenges that hinder the development of in vitro diagnostic assays, with a particular focus on glycan-specific recognition entities. Moreover, we highlight the key role of MIPs in this area and provide examples of their successful use. Finally, we conclude the review with the remaining challenges, future outlook, and emerging opportunities.
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Affiliation(s)
- Pengfei Li
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, Jiangsu, China.
| | - Zhen Liu
- State Key Laboratory of Analytical Chemistry for Life Science, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing 210023, Jiangsu, China.
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2
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Wimbles R, Melling LM, Cain B, Davies N, Doherty J, Johnson B, Shaw KJ. On-site genetic analysis for species identification using lab-on-a-chip. Ecol Evol 2021; 11:1535-1543. [PMID: 33613987 PMCID: PMC7882957 DOI: 10.1002/ece3.7053] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2019] [Revised: 10/22/2020] [Accepted: 11/02/2020] [Indexed: 12/17/2022] Open
Abstract
This paper presents a microfluidic device capable of performing genetic analysis on dung samples to identify White Rhinoceros (Ceratotherium simum). The development of a microfluidic device, which can be used in the field, offers a portable and cost-effective solution for DNA analysis and species identification to aid conservation efforts. Optimization of the DNA extraction processes produced equivalent yields compared to conventional kit-based methods within just 5 minutes. The use of a color-changing loop-mediated isothermal amplification reaction for simultaneous detection of the cytochrome B sequence of C. simum enabled positive results to be obtained within as little as 30 minutes. Field testing was performed at Knowsley Safari to demonstrate real-world applicability of the microfluidic device for testing of biological samples.
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Affiliation(s)
- Ryan Wimbles
- Department of Natural SciencesManchester Metropolitan UniversityManchesterUK
| | - Louise M. Melling
- Department of Natural SciencesManchester Metropolitan UniversityManchesterUK
| | - Bradley Cain
- Department of Natural SciencesManchester Metropolitan UniversityManchesterUK
| | | | | | | | - Kirsty J. Shaw
- Department of Natural SciencesManchester Metropolitan UniversityManchesterUK
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3
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Park DSW, Young BM, You BH, Singh V, Soper SA, Murphy MC. An integrated, optofluidic system with aligned optical waveguides, microlenses, and coupling prisms for fluorescence sensing. JOURNAL OF MICROELECTROMECHANICAL SYSTEMS : A JOINT IEEE AND ASME PUBLICATION ON MICROSTRUCTURES, MICROACTUATORS, MICROSENSORS, AND MICROSYSTEMS 2020; 29:600-609. [PMID: 39391841 PMCID: PMC11465942 DOI: 10.1109/jmems.2020.3004374] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/12/2024]
Abstract
An improved, laser-induced fluorescence-based micro-optical biosensor was designed and fabricated, with cyclic olefin copolymer (COC) optical waveguides, a poly(methyl methacrylate) (PMMA) fluidic substrate with an array of microlenses, and a COC coupling prism integrated with the waveguide substrate or cover plate. The double-sided hot embossed fluidic substrate had sampling zone microchannels on the bottom and microlenses on the top. Dissolved COC injected into polydimethylsiloxane (PDMS) lost molds embedded the waveguides in the PMMA cover plate and formed the integrated coupling prism. The embedded COC waveguide was flycut down to 50 μm. The cover plate and shallow, 1:20 aspect ratio, microchannels were thermal fusion bonded using a pressure-assisted boiling point control system, without sagging. The large COC prism coupled better to the waveguide. The highest intensity evanescent excitation of the waveguide was obtained near the critical angle. The maximum signal-to-noise ratio (SNR) was 119 and the lowest detection limit was 7.34 × 10-20 mol at a SNR of 2 for a 100 μm wide by 50 μm deep waveguide. The microlenses highly focused the fluorescent radiation in the sampling zone. The microfabricated waveguide enables rapid, low-cost detection of fluorescent samples with high SNR, a low detection limit, and high sampling efficiency.
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Affiliation(s)
- Daniel S-W Park
- Center for BioModular Multiscale Systems for Precision Medicine, Department of Mechanical and Industrial Engineering, Louisiana State University, Baton Rouge, LA 70803, USA
| | - Brandon M Young
- Joint Department of Biomedical Engineering, University of North Carolina at Chapel Hill and North Carolina State University, NC, USA and is now with the Center for BioModular Multiscale Systems for Precision Medicine, at the University of Kansas, Lawrence, KS 66045
| | - Byoung H You
- Department of Engineering Technology, Texas State University, San Marcos, TX 78666, USA
| | - Varshni Singh
- Center for Advanced Microstructures and Devices (CAMD), Louisiana State University, Baton Rouge, LA 70806, USA
| | - Steven A Soper
- Center for BioModular Multiscale Systems for Precision Medicine, Departments of Chemistry and Mechanical Engineering, University of Kansas, Lawrence, KS, 66045, USA
| | - Michael C Murphy
- Center for BioModular Multiscale Systems for Precision Medicine, Department of Mechanical and Industrial Engineering, Louisiana State University, Baton Rouge, LA 70803, USA
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4
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Huang SH, Chang YS, Juang JMJ, Chang KW, Tsai MH, Lu TP, Lai LC, Chuang EY, Huang NT. An automated microfluidic DNA microarray platform for genetic variant detection in inherited arrhythmic diseases. Analyst 2019; 143:1367-1377. [PMID: 29423467 DOI: 10.1039/c7an01648d] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
In this study, we developed an automated microfluidic DNA microarray (AMDM) platform for point mutation detection of genetic variants in inherited arrhythmic diseases. The platform allows for automated and programmable reagent sequencing under precise conditions of hybridization flow and temperature control. It is composed of a commercial microfluidic control system, a microfluidic microarray device, and a temperature control unit. The automated and rapid hybridization process can be performed in the AMDM platform using Cy3 labeled oligonucleotide exons of SCN5A genetic DNA, which produces proteins associated with sodium channels abundant in the heart (cardiac) muscle cells. We then introduce a graphene oxide (GO)-assisted DNA microarray hybridization protocol to enable point mutation detection. In this protocol, a GO solution is added after the staining step to quench dyes bound to single-stranded DNA or non-perfectly matched DNA, which can improve point mutation specificity. As proof-of-concept we extracted the wild-type and mutant of exon 12 and exon 17 of SCN5A genetic DNA from patients with long QT syndrome or Brugada syndrome by touchdown PCR and performed a successful point mutation discrimination in the AMDM platform. Overall, the AMDM platform can greatly reduce laborious and time-consuming hybridization steps and prevent potential contamination. Furthermore, by introducing the reciprocating flow into the microchannel during the hybridization process, the total assay time can be reduced to 3 hours, which is 6 times faster than the conventional DNA microarray. Given the automatic assay operation, shorter assay time, and high point mutation discrimination, we believe that the AMDM platform has potential for low-cost, rapid and sensitive genetic testing in a simple and user-friendly manner, which may benefit gene screening in medical practice.
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Affiliation(s)
- Shu-Hong Huang
- Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan University, Taipei, Taiwan.
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5
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Yin J, Hu J, Sun J, Wang B, Mu Y. A fast nucleic acid extraction system for point-of-care and integration of digital PCR. Analyst 2019; 144:7032-7040. [DOI: 10.1039/c9an01067j] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
This work showcases a PTFE-based nucleic acid extraction system for point-of-care and integration of digital PCR.
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Affiliation(s)
- Juxin Yin
- Research Centre for Analytical Instrumentation
- Institute of Cyber-Systems and Control
- State Key Laboratory of Industrial Control Technology
- Zhejiang University
- Hangzhou
| | - Jiumei Hu
- Research Centre for Analytical Instrumentation
- Institute of Cyber-Systems and Control
- State Key Laboratory of Industrial Control Technology
- Zhejiang University
- Hangzhou
| | - Jingjing Sun
- Research Centre for Analytical Instrumentation
- Institute of Cyber-Systems and Control
- State Key Laboratory of Industrial Control Technology
- Zhejiang University
- Hangzhou
| | - Ben Wang
- Cancer Institute (Key Laboratory of Cancer Prevention and Intervention
- National Ministry of Education)
- The Second Affiliated Hospital
- Zhejiang University School of Medicine
- Hangzhou
| | - Ying Mu
- Research Centre for Analytical Instrumentation
- Institute of Cyber-Systems and Control
- State Key Laboratory of Industrial Control Technology
- Zhejiang University
- Hangzhou
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6
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Petralia S, Sciuto EL, Conoci S. A novel miniaturized biofilter based on silicon micropillars for nucleic acid extraction. Analyst 2017; 142:140-146. [DOI: 10.1039/c6an02049f] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
New miniaturised microfluidic biofilter (BF) devices based on silicon micropillars have been developed and tested regarding their ability to extract HBV (Hepatitis B Virus) bacterial DNA from biological sample solutions.
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Affiliation(s)
| | | | - Sabrina Conoci
- STMicroelectronics Stradale Primosole
- 50 - 95121 Catania
- Italy
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7
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Wimbles R, Melling LM, Shaw KJ. Combining Electro-Osmotic Flow and FTA ® Paper for DNA Analysis on Microfluidic Devices. MICROMACHINES 2016; 7:E119. [PMID: 30404292 PMCID: PMC6190317 DOI: 10.3390/mi7070119] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/05/2016] [Revised: 07/01/2016] [Accepted: 07/07/2016] [Indexed: 11/16/2022]
Abstract
FTA® paper can be used to protect a variety of biological samples prior to analysis, facilitating ease-of-transport to laboratories or long-term archive storage. The use of FTA® paper as a solid phase eradicates the need to elute the nucleic acids from the matrix prior to DNA amplification, enabling both DNA purification and polymerase chain reaction (PCR)-based DNA amplification to be performed in a single chamber on the microfluidic device. A disc of FTA® paper, containing a biological sample, was placed within the microfluidic device on top of wax-encapsulated DNA amplification reagents. The disc containing the biological sample was then cleaned up using Tris-EDTA (TE) buffer, which was passed over the disc, via electro-osmotic flow, in order to remove any potential inhibitors of downstream processes. DNA amplification was successfully performed (from buccal cells, whole blood and semen) using a Peltier thermal cycling system, whereupon the stored PCR reagents were released during the initial denaturing step due to the wax barrier melting between the FTA® disc and PCR reagents. Such a system offers advantages in terms of a simple sample introduction interface and the ability to process archived samples in an integrated microfluidic environment with minimal risk of contamination.
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Affiliation(s)
- Ryan Wimbles
- Faculty of Science and Engineering, Manchester Metropolitan University, Chester Street, Manchester M1 5GD, UK.
| | - Louise M Melling
- Faculty of Science and Engineering, Manchester Metropolitan University, Chester Street, Manchester M1 5GD, UK.
| | - Kirsty J Shaw
- Faculty of Science and Engineering, Manchester Metropolitan University, Chester Street, Manchester M1 5GD, UK.
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8
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Gumus A, Ahsan S, Dogan B, Jiang L, Snodgrass R, Gardner A, Lu Z, Simpson K, Erickson D. Solar-thermal complex sample processing for nucleic acid based diagnostics in limited resource settings. BIOMEDICAL OPTICS EXPRESS 2016; 7:1974-84. [PMID: 27231636 PMCID: PMC4871096 DOI: 10.1364/boe.7.001974] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/11/2016] [Revised: 04/04/2016] [Accepted: 04/19/2016] [Indexed: 05/06/2023]
Abstract
The use of point-of-care (POC) devices in limited resource settings where access to commonly used infrastructure, such as water and electricity, can be restricted represents simultaneously one of the best application fits for POC systems as well as one of the most challenging places to deploy them. Of the many challenges involved in these systems, the preparation and processing of complex samples like stool, vomit, and biopsies are particularly difficult due to the high number and varied nature of mechanical and chemical interferents present in the sample. Previously we have demonstrated the ability to use solar-thermal energy to perform PCR based nucleic acid amplifications. In this work demonstrate how the technique, using similar infrastructure, can also be used to perform solar-thermal based sample processing system for extracting and isolating Vibrio Cholerae nucleic acids from fecal samples. The use of opto-thermal energy enables the use of sunlight to drive thermal lysing reactions in large volumes without the need for external electrical power. Using the system demonstrate the ability to reach a 95°C threshold in less than 5 minutes and maintain a stable sample temperature of +/- 2°C following the ramp up. The system is demonstrated to provide linear results between 10(4) and 10(8) CFU/mL when the released nucleic acids were quantified via traditional means. Additionally, we couple the sample processing unit with our previously demonstrated solar-thermal PCR and tablet based detection system to demonstrate very low power sample-in-answer-out detection.
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Affiliation(s)
- Abdurrahman Gumus
- School of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA
| | - Syed Ahsan
- Applied and Engineering Physics, Cornell University, Ithaca, NY, USA
| | - Belgin Dogan
- College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - Li Jiang
- Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY, USA
| | - Ryan Snodgrass
- Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY, USA
| | - Andrea Gardner
- Department of Biomedical Engineering, Cornell University, Ithaca, NY, USA
| | - Zhengda Lu
- Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY, USA
| | - Kenneth Simpson
- College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - David Erickson
- Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY, USA
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9
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Kim YT, Lee D, Heo HY, Kim DH, Seo TS. An integrated slidable and valveless microdevice with solid phase extraction, polymerase chain reaction, and immunochromatographic strip parts for multiplex colorimetric pathogen detection. LAB ON A CHIP 2015; 15:4148-4155. [PMID: 26394907 DOI: 10.1039/c5lc00801h] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
A total integrated genetic analysis microsystem was developed, which consisted of solid phase extraction (SPE), polymerase chain reaction (PCR), and immunochromatographic strip (ICS) parts for multiplex colorimetric detection of pathogenic Staphylococcus aureus (S. aureus) and Escherichia coli O157:H7 (E. coli O157:H7) on a portable genetic analyzer. Utilizing a slidable chamber, which is a movable glass wafer, complex microvalves could be eliminated for fluidic control in the microchannel, which could simplify the chip design and chip operation. The integrated slidable microdevice was composed of 4 layers: a 4-point Pt/Ti resistance temperature detector (RTD) wafer, a micro-patterned channel wafer, a 2 μL volume slidable chamber, and an ICS. The entire process from the DNA extraction in the SPE chamber to the detection of the target gene expression by the ICS was serially performed by simply sliding the slidable chamber from one part to another functional part. The total process for multiplex pathogenic S. aureus and E. coli O157:H7 detection on the integrated slidable microdevice was accomplished within 55 min with a detection limit of 5 cells. Furthermore, spiked bacteria samples in milk were also successfully analysed on the portable genetic analysis microsystem with sample-in-answer-out capability. The proposed total integrated microsystem is adequate for point-of-care DNA testing in that no microvalves and complex tubing systems are required due to the use of the slidable chamber and the bulky and expensive fluorescence or electrochemical detectors are not necessary due to the ICS based colorimetric detection.
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Affiliation(s)
- Yong Tae Kim
- Department of Chemical and Biomolecular Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 305-701, Korea.
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10
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Hsieh K, Ferguson BS, Eisenstein M, Plaxco KW, Soh HT. Integrated electrochemical microsystems for genetic detection of pathogens at the point of care. Acc Chem Res 2015; 48:911-20. [PMID: 25785632 DOI: 10.1021/ar500456w] [Citation(s) in RCA: 103] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
The capacity to achieve rapid, sensitive, specific, quantitative, and multiplexed genetic detection of pathogens via a robust, portable, point-of-care platform could transform many diagnostic applications. And while contemporary technologies have yet to effectively achieve this goal, the advent of microfluidics provides a potentially viable approach to this end by enabling the integration of sophisticated multistep biochemical assays (e.g., sample preparation, genetic amplification, and quantitative detection) in a monolithic, portable device from relatively small biological samples. Integrated electrochemical sensors offer a particularly promising solution to genetic detection because they do not require optical instrumentation and are readily compatible with both integrated circuit and microfluidic technologies. Nevertheless, the development of generalizable microfluidic electrochemical platforms that integrate sample preparation and amplification as well as quantitative and multiplexed detection remains a challenging and unsolved technical problem. Recognizing this unmet need, we have developed a series of microfluidic electrochemical DNA sensors that have progressively evolved to encompass each of these critical functionalities. For DNA detection, our platforms employ label-free, single-step, and sequence-specific electrochemical DNA (E-DNA) sensors, in which an electrode-bound, redox-reporter-modified DNA "probe" generates a current change after undergoing a hybridization-induced conformational change. After successfully integrating E-DNA sensors into a microfluidic chip format, we subsequently incorporated on-chip genetic amplification techniques including polymerase chain reaction (PCR) and loop-mediated isothermal amplification (LAMP) to enable genetic detection at clinically relevant target concentrations. To maximize the potential point-of-care utility of our platforms, we have further integrated sample preparation via immunomagnetic separation, which allowed the detection of influenza virus directly from throat swabs and developed strategies for the multiplexed detection of related bacterial strains from the blood of septic mice. Finally, we developed an alternative electrochemical detection platform based on real-time LAMP, which not is only capable of detecting across a broad dynamic range of target concentrations, but also greatly simplifies quantitative measurement of nucleic acids. These efforts represent considerable progress toward the development of a true sample-in-answer-out platform for genetic detection of pathogens at the point of care. Given the many advantages of these systems, and the growing interest and innovative contributions from researchers in this field, we are optimistic that iterations of these systems will arrive in clinical settings in the foreseeable future.
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Affiliation(s)
- Kuangwen Hsieh
- Department of Mechanical Engineering, ‡Institute
for Collaborative Biotechnologies, §Interdepartmental Program in Biomolecular
Science and Engineering, ∥Department of Chemistry and Biochemistry, and ⊥Materials
Department, University of California, Santa Barbara, Santa Barbara, California 93106, United States
| | - B. Scott Ferguson
- Department of Mechanical Engineering, ‡Institute
for Collaborative Biotechnologies, §Interdepartmental Program in Biomolecular
Science and Engineering, ∥Department of Chemistry and Biochemistry, and ⊥Materials
Department, University of California, Santa Barbara, Santa Barbara, California 93106, United States
| | - Michael Eisenstein
- Department of Mechanical Engineering, ‡Institute
for Collaborative Biotechnologies, §Interdepartmental Program in Biomolecular
Science and Engineering, ∥Department of Chemistry and Biochemistry, and ⊥Materials
Department, University of California, Santa Barbara, Santa Barbara, California 93106, United States
| | - Kevin W. Plaxco
- Department of Mechanical Engineering, ‡Institute
for Collaborative Biotechnologies, §Interdepartmental Program in Biomolecular
Science and Engineering, ∥Department of Chemistry and Biochemistry, and ⊥Materials
Department, University of California, Santa Barbara, Santa Barbara, California 93106, United States
| | - H. Tom Soh
- Department of Mechanical Engineering, ‡Institute
for Collaborative Biotechnologies, §Interdepartmental Program in Biomolecular
Science and Engineering, ∥Department of Chemistry and Biochemistry, and ⊥Materials
Department, University of California, Santa Barbara, Santa Barbara, California 93106, United States
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Spiess AN, Deutschmann C, Burdukiewicz M, Himmelreich R, Klat K, Schierack P, Rödiger S. Impact of smoothing on parameter estimation in quantitative DNA amplification experiments. Clin Chem 2014; 61:379-88. [PMID: 25477537 DOI: 10.1373/clinchem.2014.230656] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
BACKGROUND Quantification cycle (Cq) and amplification efficiency (AE) are parameters mathematically extracted from raw data to characterize quantitative PCR (qPCR) reactions and quantify the copy number in a sample. Little attention has been paid to the effects of preprocessing and the use of smoothing or filtering approaches to compensate for noisy data. Existing algorithms largely are taken for granted, and it is unclear which of the various methods is most informative. We investigated the effect of smoothing and filtering algorithms on amplification curve data. METHODS We obtained published high-replicate qPCR data sets from standard block thermocyclers and other cycler platforms and statistically evaluated the impact of smoothing on Cq and AE. RESULTS Our results indicate that selected smoothing algorithms affect estimates of Cq and AE considerably. The commonly used moving average filter performed worst in all qPCR scenarios. The Savitzky-Golay smoother, cubic splines, and Whittaker smoother resulted overall in the least bias in our setting and exhibited low sensitivity to differences in qPCR AE, whereas other smoothers, such as running mean, introduced an AE-dependent bias. CONCLUSIONS The selection of a smoothing algorithm is an important step in developing data analysis pipelines for real-time PCR experiments. We offer guidelines for selection of an appropriate smoothing algorithm in diagnostic qPCR applications. The findings of our study were implemented in the R packages chipPCR and qpcR as a basis for the implementation of an analytical strategy.
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Affiliation(s)
| | - Claudia Deutschmann
- Brandenburg University of Technology Cottbus-Senftenberg, Senftenberg, Germany
| | | | - Ralf Himmelreich
- Fraunhofer-Institute for Chemical Technology, branch IMM (ICT-IMM)-Mainz, Mainz, Germany
| | - Katharina Klat
- Fraunhofer-Institute for Chemical Technology, branch IMM (ICT-IMM)-Mainz, Mainz, Germany; Darmstadt University of Applied Sciences, Darmstadt, Germany
| | - Peter Schierack
- Brandenburg University of Technology Cottbus-Senftenberg, Senftenberg, Germany
| | - Stefan Rödiger
- Brandenburg University of Technology Cottbus-Senftenberg, Senftenberg, Germany;
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Rödiger S, Liebsch C, Schmidt C, Lehmann W, Resch-Genger U, Schedler U, Schierack P. Nucleic acid detection based on the use of microbeads: a review. Mikrochim Acta 2014. [DOI: 10.1007/s00604-014-1243-4] [Citation(s) in RCA: 60] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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