Multiplexed Quantification of Nucleic Acids with Large Dynamic Range Using Multivolume Digital RT-PCR on a Rotational SlipChip Tested with HIV and Hepatitis C Viral Load
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In this paper, we are working toward a problem of great importance to global health: determination of viral HIV and hepatitis C (HCV) loads under point-of-care and resource limited settings. While antiretroviral treatments are becoming widely available, viral load must be evaluated at regular intervals to prevent the spread of drug resistance and requires a quantitative measurement of RNA concentration over a wide dynamic range (from 50 up to 10(6) molecules/mL for HIV and up to 10(8) molecules/mL for HCV). "Digital" single molecule measurements are attractive for quantification, but the dynamic range of such systems is typically limited or requires excessive numbers of compartments. Here we designed and tested two microfluidic rotational SlipChips to perform multivolume digital RT-PCR (MV digital RT-PCR) experiments with large and tunable dynamic range. These designs were characterized using synthetic control RNA and validated with HIV viral RNA and HCV control viral RNA. The first design contained 160 wells of each of four volumes (125 nL, 25 nL, 5 nL, and 1 nL) to achieve a dynamic range of 5.2 × 10(2) to 4.0 × 10(6) molecules/mL at 3-fold resolution. The second design tested the flexibility of this approach, and further expanded it to allow for multiplexing while maintaining a large dynamic range by adding additional wells with volumes of 0.2 nL and 625 nL and dividing the SlipChip into five regions to analyze five samples each at a dynamic range of 1.8 × 10(3) to 1.2 × 10(7) molecules/mL at 3-fold resolution. No evidence of cross-contamination was observed. The multiplexed SlipChip can be used to analyze a single sample at a dynamic range of 1.7 × 10(2) to 2.0 × 10(7) molecules/mL at 3-fold resolution with limit of detection of 40 molecules/mL. HIV viral RNA purified from clinical samples were tested on the SlipChip, and viral load results were self-consistent and in good agreement with results determined using the Roche COBAS AmpliPrep/COBAS TaqMan HIV-1 Test. With further validation, this SlipChip should become useful to precisely quantify viral HIV and HCV RNA for high-performance diagnostics in resource-limited settings. These microfluidic designs should also be valuable for other diagnostic and research applications, including detecting rare cells and rare mutations, prenatal diagnostics, monitoring residual disease, and quantifying copy number variation and gene expression patterns. The theory for the design and analysis of multivolume digital PCR experiments is presented in other work by Kreutz et al.
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By the SlipChip device, parallel liquid manipulation involved in the complicated DNA synthesis and sequencing processes can be substantially simplified.
“By the SlipChip device, parallel liquid manipulation involved in the complicated DNA synthesis and sequencing processes can be substantially simplified (57, 58).”
From Electrochemical DNA synthesis and sequencing on a single electrode with scalability for integrated data storage (2021) · cites this paper as [58]
By simply slipping the device, a large array of microdroplets can be manipulated simultaneously without requiring any pump or valve.
“By simply slipping the device, a large array of microdroplets can be manipulated simultaneously without requiring any pump or valve”
From Electrochemical DNA synthesis and sequencing on a single electrode with scalability for integrated data storage (2021) · cites this paper as [58]
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Cites
Loop-mediated isothermal amplification of DNA
Notomi, T. (2000) · Nucleic Acids Research · doi:10.1093/nar/28.12.e63 · Cited by 8,805 · see citing works
Global epidemiology of hepatitis C virus infection
Shepard, C. W., Finelli, L., & Alter, M. J. (2005) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(05)70216-4 · Cited by 2,758 · see citing works
Boceprevir for Untreated Chronic HCV Genotype 1 Infection
Poordad, F. F., McCone, J., Bacon, B. R., Bruno, S., Manns, M. P., Sulkowski, M., Jacobson, I. M., Reddy, K. R., Goodman, Z. D., Boparai, N., et al. (2011) · New England Journal of Medicine · doi:10.1056/nejmoa1010494 · Cited by 2,512 · see citing works
DNA Detection Using Recombination Proteins
Piepenburg, O., Williams, C. H., Stemple, D. L., & Armes, N. (2006) · PLoS Biology · doi:10.1371/journal.pbio.0040204 · Cited by 2,503 · see citing works
Nanoparticle-Based Bio-Bar Codes for the Ultrasensitive Detection of Proteins
Nam, J., Thaxton, C. S., & Mirkin, C. A. (2003) · Science · doi:10.1126/science.1088755 · Cited by 2,391 · see citing works
Scanometric DNA array detection with nanoparticle probes.
Taton, T. A., Mirkin, C., & Letsinger, R. L. (2000) · Science · doi:10.1126/science.289.5485.1757 · Cited by 2,057 · see citing works
Nanoparticle-Based Bio-Barcodes for the Ultrasensitive Detection of Proteins*
Nam, J., Thaxton, C. S., & Mirkin, C. A. (2020) · Spherical Nucleic Acids · doi:10.1201/9781003056713-94 · Cited by 2,038 · see citing works
Dynamic DNA nanotechnology using strand-displacement reactions
Zhang, D. Y., & Seelig, G. (2011) · Nature Chemistry · doi:10.1038/nchem.957 · Cited by 1,785 · see citing works
Vogelstein, B., & Kinzler, K. W. (1999) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.96.16.9236 · Cited by 1,770 · see citing works
Mutation detection and single-molecule counting using isothermal rolling-circle amplification
Lizardi, P. M., Huang, X. C., Zhu, Z., Bray‐Ward, P., Thomas, D. C., & Ward, D. C. (1998) · Nature Genetics · doi:10.1038/898 · Cited by 1,443 · see citing works
Winer, J., Jung, C. K. S., Shackel, I., & Williams, P. M. (1999) · Analytical Biochemistry · doi:10.1006/abio.1999.4085 · Cited by 1,388 · see citing works
Engineering Entropy-Driven Reactions and Networks Catalyzed by DNA
Zhang, D. Y., Turberfield, A. J., Yurke, B., & Winfree, E. (2007) · Science · doi:10.1126/science.1148532 · Cited by 1,245 · see citing works
Estimation of Bacterial Densities by Means of the "Most Probable Number"
Cochran, W. G. (1950) · Biometrics · doi:10.2307/3001491 · Cited by 1,016 · see citing works
Helicase‐dependent isothermal DNA amplification
Vincent, M., Xu, Y., & Kong, H. (2004) · EMBO Reports · doi:10.1038/sj.embor.7400200 · Cited by 877 · see citing works
Microfluidic Digital PCR Enables Multigene Analysis of Individual Environmental Bacteria
Ottesen, E. A., Hong, J. W., Quake, S. R., & Leadbetter, J. R. (2006) · Science · doi:10.1126/science.1131370 · Cited by 737 · see citing works
Programmable in situ amplification for multiplexed imaging of mRNA expression
Choi, H. M. T., Chang, J. Y., Trinh, L. A., Padilla, J. E., Fraser, S. E., & Pierce, N. A. (2010) · Nature Biotechnology · doi:10.1038/nbt.1692 · Cited by 720 · see citing works
Quantitation of targets for PCR by use of limiting dilution.
Sykes, P. J., Neoh, S. H., Brisco, M. J., Hughes, E., Condon, J. C., & Morley, A. A. (1992) · PubMed · Cited by 621 · see citing works
Quantitative and sensitive detection of rare mutations using droplet-based microfluidics
Pekin, D., Skhiri, Y., Baret, J., Corre, D. L., Mažutis, L., Salem, C. B., Millot, F., Harrak, A. E., Hutchison, J. B., Larson, J. W., et al. (2011) · Lab on a Chip · doi:10.1039/c1lc20128j · Cited by 541 · see citing works
The evaluation of limiting dilution assays
Groth, S. (1982) · Journal of Immunological Methods · doi:10.1016/0022-1759(82)90269-1 · Cited by 452 · see citing works
Transcription factor profiling in individual hematopoietic progenitors by digital RT-PCR
Warren, L. A., Bryder, D., Weissman, I., & Quake, S. (2006) · Proceedings of the National Academy of Sciences of the United States of America · doi:10.1073/pnas.0608512103 · Cited by 373 · see citing works
Sagi, A., Weinstain, R., Karton-Lifshin, N., & Shabat, D. (2008) · Journal of the American Chemical Society · doi:10.1021/ja801065d · Cited by 369 · see citing works
On-Chip, Real-Time, Single-Copy Polymerase Chain Reaction in Picoliter Droplets
Beer, N. R., Hindson, B. J., Wheeler, E. K., Hall, S. B., Rose, K. A., Kennedy, I. M., & Colston, B. W. (2007) · Analytical Chemistry · doi:10.1021/ac701809w · Cited by 358 · see citing works
Microfluidic Single-Cell mRNA Isolation and Analysis
Marcus, J. S., Anderson, W. F., & Quake, S. R. (2006) · Analytical Chemistry · doi:10.1021/ac0519460 · Cited by 351 · see citing works
Du, W., Li, L., Nichols, K. P., & Ismagilov, R. F. (2009) · Lab on a Chip · doi:10.1039/b908978k · Cited by 351 · see citing works
Self-citationUse and interpretation of virological tests for hepatitis C
Pawlotsky, J. (2002) · Hepatology · doi:10.1053/jhep.2002.36815 · Cited by 323 · see citing works
Automated statistical analysis of microbial enumeration by dilution series
Hurley, M. A., & Roscoe, M. (1983) · Journal of Applied Bacteriology · doi:10.1111/j.1365-2672.1983.tb02660.x · Cited by 319 · see citing works
Application of Statistics to Problems in Bacteriology
Halvorson, H. O., & Ziegler, N. R. (1933) · Journal of Bacteriology · doi:10.1128/jb.25.2.101-121.1933 · Cited by 309 · see citing works
Shen, F., Du, W., Kreutz, J. E., Fok, A., & Ismagilov, R. F. (2010) · Lab on a Chip · doi:10.1039/c004521g · Cited by 295 · see citing works
Self-citationEnhancing Expression of Nrf2-Driven Genes Protects the Blood–Brain Barrier after Brain Injury
Zhao, J., Moore, A. N., Redell, J. B., & Dash, P. K. (2007) · Journal of Neuroscience · doi:10.1523/jneurosci.1683-07.2007 · Cited by 274 · see citing works
HIV Viral Load Monitoring in Resource‐Limited Regions: Optional or Necessary?
Calmy, A., Ford, N. P., Hirschel, B. J., Reynolds, S. J., Lynen, L., Goemaere, E., de la Vega, F. G., Perrin, L. H., & Rodriguez, W. R. (2006) · Clinical Infectious Diseases · doi:10.1086/510073 · Cited by 247 · see citing works
Shen, F., Davydova, E. K., Du, W., Kreutz, J. E., Piepenburg, O., & Ismagilov, R. F. (2011) · Analytical Chemistry · doi:10.1021/ac200247e · Cited by 240 · see citing works
Self-citationWeaver, S., Dube, S., Mir, A., Qin, J., Sun, G., Ramakrishnan, R., Jones, R. C., & Livak, K. J. (2010) · Methods · doi:10.1016/j.ymeth.2010.01.003 · Cited by 220 · see citing works
Use and interpretation of virological tests for hepatitis C
Pawlotsky, J. (2002) · Hepatology · doi:10.1002/hep.1840360709 · Cited by 197 · see citing works
Detection of Aneuploidy with Digital Polymerase Chain Reaction
Fan, H. C., & Quake, S. R. (2007) · Analytical Chemistry · doi:10.1021/ac0709394 · Cited by 179 · see citing works
Berry, S. M., Alarid, E. T., & Beebe, D. J. (2011) · Lab on a Chip · doi:10.1039/c1lc00004g · Cited by 160 · see citing works
Kreutz, J. E., Munson, T., Huynh, T., Shen, F., Du, W., & Ismagilov, R. F. (2011) · Analytical Chemistry · doi:10.1021/ac201658s · Cited by 148 · see citing works
Self-citationMurphy, J., & Bustin, S. A. (2009) · Expert Review of Molecular Diagnostics · doi:10.1586/14737159.9.2.187 · Cited by 147 · see citing works
Spinning Disk Platform for Microfluidic Digital Polymerase Chain Reaction
Sundberg, S. O., Wittwer, C. T., Gao, C., & Gale, B. K. (2010) · Analytical Chemistry · doi:10.1021/ac902398c · Cited by 130 · see citing works
Agarose droplet microfluidics for highly parallel and efficient single molecule emulsion PCR
Leng, X., Zhang, W., Wang, C., Cui, L., & Yang, C. J. (2010) · Lab on a Chip · doi:10.1039/c0lc00145g · Cited by 128 · see citing works
Quantitative multi-gene expression profiling of primary prostate cancer
Schmidt, U., Fuessel, S., Koch, R., Baretton, G. B., Lohse, A., Tomasetti, S., Unversucht, S., Froehner, M., Wirth, M. P., & Meye, A. (2006) · The Prostate · doi:10.1002/pros.20490 · Cited by 120 · see citing works
Nanoliter Multiplex PCR Arrays on a SlipChip
Shen, F., Du, W., Davydova, E. K., Karymov, M. A., Pandey, J., & Ismagilov, R. F. (2010) · Analytical Chemistry · doi:10.1021/ac1007249 · Cited by 115 · see citing works
Self-citationNoninvasive Prediction of Organ Graft Rejection and Outcome Using Gene Expression Patterns
Anglicheau, D., & Suthanthiran, M. (2008) · Transplantation · doi:10.1097/tp.0b013e31817eef7b · Cited by 104 · see citing works
Studying copy number variations using a nanofluidic platform
Qin, J., Jones, R. C., & Ramakrishnan, R. (2008) · Nucleic Acids Research · doi:10.1093/nar/gkn518 · Cited by 102 · see citing works
Single-cell gene expression profiling using reverse transcription quantitative real-time PCR
Ståhlberg, A., & Bengtsson, M. (2010) · Methods · doi:10.1016/j.ymeth.2010.01.002 · Cited by 101 · see citing works
Simple Amplification‐Based Assay: A Nucleic Acid–Based Point‐of‐Care Platform for HIV‐1 Testing
Lee, H., Dineva, M. A., Chua, Y. L., Ritchie, A. V., Ushiro‐Lumb, I., & Wisniewski, C. A. (2010) · The Journal of Infectious Diseases · doi:10.1086/650385 · Cited by 96 · see citing works
Sur, K., McFall, S. M., Yeh, E. T., Jangam, S. R., Hayden, M. A., Stroupe, S. D., & Kelso, D. M. (2010) · Journal of Molecular Diagnostics · doi:10.2353/jmoldx.2010.090190 · Cited by 91 · see citing works
Jangam, S. R., Yamada, D. H., McFall, S. M., & Kelso, D. M. (2009) · Journal of Clinical Microbiology · doi:10.1128/jcm.r00092-09 · Cited by 88 · see citing works
Two-Component Dendritic Chain Reactions: Experiment and Theory
Sella, E., Lubelski, A., Klafter, J., & Shabat, D. (2010) · Journal of the American Chemical Society · doi:10.1021/ja910839n · Cited by 85 · see citing works
Disposable microfluidic substrates: Transitioning from the research laboratory into the clinic
Kuo, J. S., & Chiu, D. T.-Y. (2011) · Lab on a Chip · doi:10.1039/c1lc20125e · Cited by 75 · see citing works
Monitoring of minimal residual disease in acute myeloid leukemia
Kern, W., Schoch, C., Haferlach, T., & Schnittger, S. (2005) · Critical Reviews in Oncology/Hematology · doi:10.1016/j.critrevonc.2004.06.004 · Cited by 65 · see citing works
Strand displacement amplification: a versatile tool for molecular diagnostics
Hellyer, T. J., & Nadeau, J. G. (2004) · Expert Review of Molecular Diagnostics · doi:10.1586/14737159.4.2.251 · Cited by 59 · see citing works
Gene expression in human peripheral blood mononuclear cells upon acute ischemic stroke
Grond‐Ginsbach, C., Hummel, M., Wiest, T., Horstmann, S., Pfleger, K., Hergenhahn, M., Hollstein, M., Mansmann, U., Grau, A., & Wagner, S. (2008) · Journal of Neurology · doi:10.1007/s00415-008-0784-z · Cited by 59 · see citing works
McBreen, S., Imlach, S. N., Shirafuji, T., Scott, G. R., Leen, C. L. S., Bell, J. E., & Peter Simmonds, K. (2001) · Journal of Virology · doi:10.1128/jvi.75.9.4091-4102.2001 · Cited by 48 · see citing works
Damond, F., Avettand-Fènoël, V., Collin, G., Roquebert, B., Plantier, J., Ganon, A., Sizmann, D., Babiel, R., Glaubitz, J., Chaix, M., et al. (2010) · Journal of Clinical Microbiology · doi:10.1128/jcm.01409-09 · Cited by 48 · see citing works
Antigen detection using polymerization-based amplification
Sikes, H. D., JENISON, R. D., & Bowman, C. N. (2008) · Lab on a Chip · doi:10.1039/b816198d · Cited by 45 · see citing works
Li, L., Karymov, M. A., Nichols, K. P., & Ismagilov, R. F. (2010) · Langmuir · doi:10.1021/la101460z · Cited by 29 · see citing works
Self-citationUse of predictive markers of HIV disease progression in vaccine trials
Gurunathan, S., Habib, R. E., Baglyos, L., Méric, C., Plotkin, S. A., Dodet, B., Corey, L., & TARTAGLIA, J. (2009) · Vaccine · doi:10.1016/j.vaccine.2009.01.039 · Cited by 26 · see citing works
Meng, S., & Li, J. (2010) · Virology Journal · doi:10.1186/1743-422x-7-117 · Cited by 25 · see citing works
Bustin, S. A. (2008) · Biomarkers in Medicine · doi:10.2217/17520363.2.3.201 · Cited by 17 · see citing works
Current Therapies for Chronic Hepatitis C
Ferguson, M. C. (2010) · Pharmacotherapy The Journal of Human Pharmacology and Drug Therapy · doi:10.1592/phco.31.1.92 · Cited by 16 · see citing works
Monitoring HIV vaccine trial participants for primary infection: studies in the SIV/macaque model
Whitney, J. B., Luedemann, C., Bao, S., Miura, A., Rao, S. S., Mascola, J. R., & Letvin, N. L. (2009) · AIDS · doi:10.1097/qad.0b013e32832b43d9 · Cited by 14 · see citing works
Flagged first, then by citations
1 of the 62 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- [21]Sykes PJ Neoh SH Brisco MJ Hughes E Condon J Morley AA Biotechniques 1992 13 444 449 1389177
- [37]Destgroth SF J Immunol Methods 1982 49 R11 R23 7040548
Cited by
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Passive and active droplet generation with microfluidics: a review
Zhu, P., & Wang, L. (2016) · Lab on a Chip · doi:10.1039/c6lc01018k · Cited by 1,242 · see citing works
Huggett, J. F., Foy, C. A., Benes, V., Emslie, K., Garson, J. A., Haynes, R., Hellemans, J., Kubista, M., Mueller, R. D., Nolan, T., et al. (2013) · Clinical Chemistry · doi:10.1373/clinchem.2013.206375 · Cited by 859 · see citing works
Quan, P.-L., Sauzade, M., & Brouzes, E. (2018) · Sensors · doi:10.3390/s18041271 · Cited by 664 · see citing works
Kelley, S. O., Mirkin, C. A., Walt, D. R., Ismagilov, R. F., Toner, M., & Sargent, E. H. (2014) · Nature Nanotechnology · doi:10.1038/nnano.2014.261 · Cited by 398 · see citing works
Self-citationComparison of Droplet Digital PCR to Real-Time PCR for Quantitative Detection of Cytomegalovirus
Hayden, R. T., Gu, Z., Ingersoll, J., Abdul-Ali, D., Shi, L., Pounds, S. B., & Caliendo, A. M. (2012) · Journal of Clinical Microbiology · doi:10.1128/jcm.02620-12 · Cited by 336 · see citing works
Yan, L., Zhu, Z., Zou, Y. W., Huang, Y., Liu, D., Jia, S., Xu, D., Wu, M., Zhou, Y., Zhou, S., et al. (2013) · Journal of the American Chemical Society · doi:10.1021/ja3114714 · Cited by 329 · see citing works
Challenges and Solutions in Developing Ultrasensitive Biosensors
Wu, Y., Tilley, R. D., & Gooding, J. J. (2018) · Journal of the American Chemical Society · doi:10.1021/jacs.8b09397 · Cited by 307 · see citing works
Emerging Technologies for the Clinical Microbiology Laboratory
Buchan, B. W., & Ledeboer, N. A. (2014) · Clinical Microbiology Reviews · doi:10.1128/cmr.00003-14 · Cited by 301 · see citing works
Advances in digital polymerase chain reaction (dPCR) and its emerging biomedical applications
Cao, L., Cui, X., Hu, J., Li, Z., Choi, J. R., Yang, Q., Lin, M., Hui, L. Y., & Xu, F. (2016) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2016.09.082 · Cited by 293 · see citing works
Applications of Digital PCR for Clinical Microbiology
Kuypers, J. M., & Jerome, K. R. (2017) · Journal of Clinical Microbiology · doi:10.1128/jcm.00211-17 · Cited by 282 · see citing works
Li, T., Shao, Y., Fu, L., Xie, Y., Zhu, L., Sun, W., Yu, R., Xiao, B., & Guo, J. (2017) · Journal of Molecular Medicine · doi:10.1007/s00109-017-1600-y · Cited by 266 · see citing works
Schoepp, N. G., Schlappi, T. S., Curtis, M. S., Butkovich, S. S., Miller, S. A., Humphries, R. M., & Ismagilov, R. F. (2017) · Science Translational Medicine · doi:10.1126/scitranslmed.aal3693 · Cited by 236 · see citing works
Self-citationMiotke, L. K., Lau, B. T., Rumma, R. T., & Ji, H. P. (2014) · Analytical Chemistry · doi:10.1021/ac403843j · Cited by 237 · see citing works
Kovarik, M. L., Ornoff, D. M., Melvin, A. T., Dobes, N. C., Wang, Y., Dickinson, A. J., Gach, P. C., Shah, P. K., & Allbritton, N. L. (2012) · Analytical Chemistry · doi:10.1021/ac3031543 · Cited by 219 · see citing works
Microfluidic platform towards point-of-care diagnostics in infectious diseases
Su, W., Gao, X., Jiang, L., & Qin, J. (2014) · Journal of Chromatography A · doi:10.1016/j.chroma.2014.12.041 · Cited by 196 · see citing works
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Droplet microfluidics in (bio)chemical analysis
Basova, E. Y., & Foret, F. (2014) · The Analyst · doi:10.1039/c4an01209g · Cited by 170 · see citing works
The Potential Impact of Droplet Microfluidics in Biology
Schneider, T., Kreutz, J. E., & Chiu, D. T. (2013) · Analytical Chemistry · doi:10.1021/ac400257c · Cited by 166 · see citing works
Self-citationCentrifugal micro-channel array droplet generation for highly parallel digital PCR
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Emergence of microfluidics for next generation biomedical devices
Preetam, S., Nahak, B. K., Patra, S., Toncu, D. C., Park, S., Syväjärvi, M., Orive, G., & Tiwari, A. (2022) · Biosensors and Bioelectronics X · doi:10.1016/j.biosx.2022.100106 · Cited by 155 · see citing works
REASSURED Multiplex Diagnostics: A Critical Review and Forecast
Otoo, J. A., & Schlappi, T. S. (2022) · Biosensors · doi:10.3390/bios12020124 · Cited by 159 · see citing works
Fan, Z., Yao, B., Ding, Y., Zhao, J. T., Xie, M., & Zhang, K. (2021) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2021.113015 · Cited by 155 · see citing works
Kiselinova, M., Pasternak, A. O., Spiegelaere, W. D., Vogelaers, D., Berkhout, B., & Vandekerckhove, L. (2014) · PLoS ONE · doi:10.1371/journal.pone.0085999 · Cited by 151 · see citing works
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Farka, Z., Mickert, M. J., Pastucha, M., Mikušová, Z., Skládal, P., & Gorris, H. H. (2019) · Angewandte Chemie International Edition · doi:10.1002/anie.201913924 · Cited by 152 · see citing works
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Verma, M. S., Tsaloglou, M., Sisley, T. A., Christodouleas, D. C., Chen, A. C., Milette, J., & Whitesides, G. M. (2017) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2017.07.034 · Cited by 152 · see citing works
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Zhang, H., Jenkins, G. N., Zou, Y. W., Zhu, Z., & Yang, C. J. (2012) · Analytical Chemistry · doi:10.1021/ac2033084 · Cited by 140 · see citing works
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New materials for microfluidics in biology
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Chan, H. N., Shu, Y., Xiong, B., Chen, Y., Chen, Y., Tian, Q., Michael, S. A., Shen, B., & Wu, H. (2015) · ACS Sensors · doi:10.1021/acssensors.5b00100 · Cited by 126 · see citing works
Rodríguez-Manzano, J., Karymov, M. A., Begolo, S., Selck, D. A., Zhukov, D. V., Jue, E., & Ismagilov, R. F. (2016) · ACS Nano · doi:10.1021/acsnano.5b07338 · Cited by 125 · see citing works
Self-citationMiniaturized devices for point of care molecular detection of HIV
Mauk, M. G., Song, J., Bau, H. H., Gross, R., Bushman, F. D., Collman, R. G., & Liu, C. (2016) · Lab on a Chip · doi:10.1039/c6lc01239f · Cited by 118 · see citing works
Luo, X., Xue, B., Feng, G., Zhang, J., Lin, B., Zeng, P., Li, H., Yi, H., Zhang, X., Zhu, H., et al. (2019) · Journal of the American Chemical Society · doi:10.1021/jacs.8b10265 · Cited by 115 · see citing works
Detecting biomarkers with microdroplet technology
Taly, V., Pekin, D., Abed, A. I. E., & Laurent‐Puig, P. (2012) · Trends in Molecular Medicine · doi:10.1016/j.molmed.2012.05.001 · Cited by 110 · see citing works
Chemistry-Driven Approaches for Ultrasensitive Nucleic Acid Detection
Smith, S. J., Nemr, C. R., & Kelley, S. O. (2016) · Journal of the American Chemical Society · doi:10.1021/jacs.6b10850 · Cited by 108 · see citing works
Begolo, S., Zhukov, D. V., Selck, D. A., Li, L., & Ismagilov, R. F. (2014) · Lab on a Chip · doi:10.1039/c4lc00910j · Cited by 107 · see citing works
Self-citationCurrent commercial dPCR platforms: technology and market review
Tan, L. L., Loganathan, N., Agarwalla, S., Yang, C., Yuan, W., Zeng, J., Wu, R., Wang, W. T., & Duraiswamy, S. (2022) · Critical Reviews in Biotechnology · doi:10.1080/07388551.2022.2037503 · Cited by 104 · see citing works
Paper-Based SlipPAD for High-Throughput Chemical Sensing
Liu, H., Li, X., & Crooks, R. M. (2013) · Analytical Chemistry · doi:10.1021/ac4008623 · Cited by 101 · see citing works
Digital Polymerase Chain Reaction in an Array of Femtoliter Polydimethylsiloxane Microreactors
Men, Y., Fu, Y., Chen, Z., Sims, P. A., Greenleaf, W. J., & Huang, Y. (2012) · Analytical Chemistry · doi:10.1021/ac300761n · Cited by 101 · see citing works
Sun, B., Shen, F., McCalla, S. E., Kreutz, J. E., Karymov, M. A., & Ismagilov, R. F. (2013) · Analytical Chemistry · doi:10.1021/ac3037206 · Cited by 95 · see citing works
Self-citationMicrofluidics for biological measurements with single-molecule resolution
Streets, A., & Huang, Y. (2013) · Current Opinion in Biotechnology · doi:10.1016/j.copbio.2013.08.013 · Cited by 94 · see citing works
Hu, Y., Xu, P., Luo, J., He, H., & Du, W. (2016) · Analytical Chemistry · doi:10.1021/acs.analchem.6b03328 · Cited by 93 · see citing works
Self-citationYu, Z., Lyu, W., Yu, M., Wang, Q., Qu, H., Ismagilov, R. F., Han, X., Lai, D., & Shen, F. (2020) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2020.112107 · Cited by 89 · see citing works
Self-citationCross-Interface Emulsification for Generating Size-Tunable Droplets
Xu, P., Zheng, X., Tao, Y., & Du, W. (2016) · Analytical Chemistry · doi:10.1021/acs.analchem.5b04510 · Cited by 89 · see citing works
Self-citationA Multistage Volumetric Bar Chart Chip for Visualized Quantification of DNA
Song, Y., Wang, Y., & Qin, L. (2013) · Journal of the American Chemical Society · doi:10.1021/ja4085397 · Cited by 87 · see citing works
Self-Assembled DNA Generated Electric Current Biosensor for HER2 Analysis
Shen, C., Zeng, K., Luo, J., Li, X., Yang, M., & Rasooly, A. (2017) · Analytical Chemistry · doi:10.1021/acs.analchem.7b01747 · Cited by 80 · see citing works
Liu, W.-W., Zhu, Y., Feng, Y., Jin, F., & Fang, Q. (2016) · Analytical Chemistry · doi:10.1021/acs.analchem.6b03687 · Cited by 80 · see citing works
Xu, C., Ma, B., Gao, Z., Dong, X., Zhao, C., & Liu, H. (2021) · Science Advances · doi:10.1126/sciadv.abk0100 · Cited by 79 · see citing works
Microfluidic-Based Nucleic Acid Amplification Systems in Microbiology
Gorgannezhad, L., Stratton, H. M., & Nguyen, N. (2019) · Micromachines · doi:10.3390/mi10060408 · Cited by 77 · see citing works
Inkjet Printing Based Droplet Generation for Integrated Online Digital Polymerase Chain Reaction
Zhang, W., Li, N., Koga, D., Zhang, Y., Zeng, H., Nakajima, H., Lin, J., & Uchiyama, K. (2018) · Analytical Chemistry · doi:10.1021/acs.analchem.8b00463 · Cited by 73 · see citing works
Enzyme-based digital bioassay technology – key strategies and future perspectives
Noji, H., Minagawa, Y., & Ueno, H. (2022) · Lab on a Chip · doi:10.1039/d2lc00223j · Cited by 71 · see citing works
Multiplexed digital polymerase chain reaction as a powerful diagnostic tool
Gaňová, M., Zhang, H., Zhu, H., Korabečná, M., & Neužil, P. (2021) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2021.113155 · Cited by 70 · see citing works
Self-Digitization Microfluidic Chip for Absolute Quantification of mRNA in Single Cells
Thompson, A. M., Gansen, A., Paguirigan, A. L., Kreutz, J. E., Radich, J. P., & Chiu, D. T. (2014) · Analytical Chemistry · doi:10.1021/ac5035924 · Cited by 65 · see citing works
Self-citationProgrammable active droplet generation enabled by integrated pneumatic micropumps
Zeng, Y., Shin, M., & Wang, T. (2012) · Lab on a Chip · doi:10.1039/c2lc40906b · Cited by 64 · see citing works
Xu, L., Qu, H., Alonso, D. G., Yu, Z., Yu, Y., Shi, Y., Hu, C., Zhu, T., Wu, N., & Shen, F. (2020) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2020.112908 · Cited by 63 · see citing works
Self-citationSun, Y., Zhou, X., & Yu, Y. (2014) · Lab on a Chip · doi:10.1039/c4lc00598h · Cited by 63 · see citing works
Selecting analytical biomarkers for diagnostic applications: a first principles approach
Byrnes, S. A., & Weigl, B. H. (2017) · Expert Review of Molecular Diagnostics · doi:10.1080/14737159.2018.1412258 · Cited by 63 · see citing works
A Self-Priming Digital Polymerase Chain Reaction Chip for Multiplex Genetic Analysis
Yin, J., Zou, Z., Yin, F., Liang, H., Hu, Z., Fang, W., Lv, S., Zhang, T., Wang, B., & Mu, Y. (2020) · ACS Nano · doi:10.1021/acsnano.0c04177 · Cited by 60 · see citing works
Mirabile, A., Sangiorgio, G., Bonacci, P. G., Bivona, D. A., Nicitra, E., Bonomo, C., Bongiorno, D., Stefani, S., & Musso, N. (2024) · Diagnostics · doi:10.3390/diagnostics14151598 · Cited by 58 · see citing works
Zhao, Y., Yu, B., Mao, X., He, J., Huang, Z., Zheng, P., Yu, J., Han, G., Liang, X., & Chen, D. (2014) · British Journal Of Nutrition · doi:10.1017/s000711451400097x · Cited by 58 · see citing works
Tsaloglou, M., Watson, R. J., Rushworth, C. M., Zhao, Y., Niu, X., Sutton, J. M., & Morgan, H. (2014) · The Analyst · doi:10.1039/c4an01683a · Cited by 57 · see citing works
Comparison of droplet digital PCR to real-time PCR for quantification of hepatitis B virus DNA
Tang, H. R., Cai, Q., Li, H., & Hu, P. (2016) · Bioscience Biotechnology and Biochemistry · doi:10.1080/09168451.2016.1196576 · Cited by 57 · see citing works
Microfluidic programmable strategies for channels and flow
Song, Y., Zhou, Y., Zhang, K., Fan, Z., Zhang, F., & Wei, M. (2024) · Lab on a Chip · doi:10.1039/d4lc00423j · Cited by 54 · see citing works
Progress of Microfluidics for Biology and Medicine
Chen, J., Chen, D., Xie, Y., Yuan, T., & Chen, X. (2013) · Nano-Micro Letters · doi:10.1007/bf03354852 · Cited by 54 · see citing works
ELISA ‐type assays of trace biomarkers using microfluidic methods
Dong, J., & Ueda, H. (2017) · Wiley Interdisciplinary Reviews Nanomedicine and Nanobiotechnology · doi:10.1002/wnan.1457 · Cited by 54 · see citing works
Automated generation of libraries of nL droplets
Kamiński, T. S., Jakieła, S., Czekalska, M. A., Postek, W., & Garstecki, P. (2012) · Lab on a Chip · doi:10.1039/c2lc40540g · Cited by 53 · see citing works
He, Z., Wang, J., Fike, B. J., Li, X., Li, C., Mendis, B. L., & Li, P. (2021) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2021.113458 · Cited by 52 · see citing works
Amplification Curve Analysis: Data-Driven Multiplexing Using Real-Time Digital PCR
Moniri, A., Miglietta, L., Malpartida-Cardenas, K., Pennisi, I., Cacho-Soblechero, M., Moser, N., Holmes, A. H., Georgiou, P., & Rodríguez-Manzano, J. (2020) · Analytical Chemistry · doi:10.1021/acs.analchem.0c02253 · Cited by 52 · see citing works
Dong, Z. Q., & Fang, Q. (2020) · TrAC Trends in Analytical Chemistry · doi:10.1016/j.trac.2020.115812 · Cited by 52 · see citing works
Statistical Analysis of Nonuniform Volume Distributions for Droplet-Based Digital PCR Assays
Yen, G. S., Fujimoto, B. S., Schneider, T., Kreutz, J. E., & Chiu, D. T. (2019) · Journal of the American Chemical Society · doi:10.1021/jacs.8b09073 · Cited by 50 · see citing works
Self-citationMedical diagnostic value of digital PCR (dPCR): A systematic review
Nazir, S. (2023) · Biomedical Engineering Advances · doi:10.1016/j.bea.2023.100092 · Cited by 48 · see citing works
Droplet digital PCR technology promises new applications and research areas
Manoj, P. (2014) · Mitochondrial DNA Part A · doi:10.3109/19401736.2014.913168 · Cited by 48 · see citing works
Xia, Y. F., Liu, Z., Yan, S., Yin, F., Feng, X., & Liu, B. (2016) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2016.01.074 · Cited by 48 · see citing works
Byrnes, S. A., Chang, T. C., Huynh, T., Astashkina, A., Weigl, B. H., & Nichols, K. P. (2018) · Analytical Chemistry · doi:10.1021/acs.analchem.8b01988 · Cited by 47 · see citing works
Yang, H., Chen, Z., Cao, X., Li, Z., Stavrakis, S., Choo, J., deMello, A. J., Howes, P. D., & He, N. (2018) · Analytical and Bioanalytical Chemistry · doi:10.1007/s00216-018-1335-9 · Cited by 47 · see citing works
Lyu, W., Zhang, J., Yu, Y., Xu, L., & Shen, F. (2021) · Lab on a Chip · doi:10.1039/d1lc00361e · Cited by 47 · see citing works
Self-citationBacterial chemotaxis on SlipChip
Shen, C., Xu, P., Huang, Z., Cai, D., Liu, S., & Du, W. (2014) · Lab on a Chip · doi:10.1039/c4lc00213j · Cited by 47 · see citing works
Self-citationCai, D., Wang, Y., Zou, J., Li, Z., Huang, E., Ouyang, X., Que, Z., Luo, Y., Chen, Z., Jiang, Y., et al. (2023) · Advanced Science · doi:10.1002/advs.202205863 · Cited by 46 · see citing works
Microfluidic Multiplexing in Bioanalyses
Araz, M. K., Tentori, A. M., & Herr, A. E. (2013) · SLAS TECHNOLOGY · doi:10.1177/2211068213491408 · Cited by 46 · see citing works
Droplet digital PCR enabled by microfluidic impact printing for absolute gene quantification
Pan, Y., Ma, T., Meng, Q., Mao, Y., Chu, K., Men, Y., Pan, T., Li, B., & Chu, J. (2019) · Talanta · doi:10.1016/j.talanta.2019.120680 · Cited by 46 · see citing works
Yu, M., Chen, X., Qu, H., Ma, L., Xu, L., Lv, W., Wang, H., Ismagilov, R. F., Li, M., & Shen, F. (2019) · Analytical Chemistry · doi:10.1021/acs.analchem.9b01270 · Cited by 45 · see citing works
Self-citationLiquid biopsy technologies for hematological diseases
Fu, Y., Zhang, Y., & Khoo, B. L. (2020) · Medicinal Research Reviews · doi:10.1002/med.21731 · Cited by 43 · see citing works
Yu, Z., Xu, L., Lyu, W., & Shen, F. (2022) · Lab on a Chip · doi:10.1039/d2lc00284a · Cited by 44 · see citing works
Self-citationOn-Demand Droplet Merging with an AC Electric Field for Multiple-Volume Droplet Generation
Teo, A. J. T., Tan, S. H., & Nguyen, N. (2019) · Analytical Chemistry · doi:10.1021/acs.analchem.9b04219 · Cited by 43 · see citing works
Khorosheva, E. M., Karymov, M. A., Selck, D. A., & Ismagilov, R. F. (2015) · Nucleic Acids Research · doi:10.1093/nar/gkv877 · Cited by 42 · see citing works
Self-citationRecent Progress of Microfluidics in Translational Applications
Liu, Z., Han, X., & Qin, L. (2016) · Advanced Healthcare Materials · doi:10.1002/adhm.201600009 · Cited by 42 · see citing works
Tan, Y.-L., Huang, A.-Q., Tang, L., & Jiang, J. (2021) · Chemical Science · doi:10.1039/d1sc00616a · Cited by 42 · see citing works
Kelley, S. O. (2017) · Accounts of Chemical Research · doi:10.1021/acs.accounts.6b00497 · Cited by 40 · see citing works
Droplet-based microfluidics for drug delivery applications
Fan, R., Wu, J. J., Duan, S., Jin, L., Zhang, H., Zhang, C., & Zheng, A. (2024) · International Journal of Pharmaceutics · doi:10.1016/j.ijpharm.2024.124551 · Cited by 39 · see citing works
Easy-to-Operate Co-flow Step Emulsification Device for Droplet Digital Polymerase Chain Reaction
Wei, C., Yu, C., Li, S., Meng, J., Li, T., Cheng, J., Pan, F., & Li, J. (2022) · Analytical Chemistry · doi:10.1021/acs.analchem.1c04983 · Cited by 39 · see citing works
Sandoz, P. A., Chung, A. J., Weaver, W. M., & Carlo, D. D. (2014) · Langmuir · doi:10.1021/la5004484 · Cited by 38 · see citing works
Wang, G., Shi, G., Wang, H., Zhang, Q., & Li, Y. (2013) · Advanced Functional Materials · doi:10.1002/adfm.201301936 · Cited by 38 · see citing works
Pinch-off of microfluidic droplets with oscillatory velocity of inner phase flow
Zhu, P., Tang, X. G., Tian, Y., & Wang, L. (2016) · Scientific Reports · doi:10.1038/srep31436 · Cited by 38 · see citing works
A Single‐Cell Metabolic Profiling Characterizes Human Aging via SlipChip‐SERS
Liu, F., Liu, J., Luo, Y., Wu, S., Liu, X., Chen, H., Luo, Z., Yuan, H., Shen, F., Zhu, F., et al. (2024) · Advanced Science · doi:10.1002/advs.202406668 · Cited by 37 · see citing works
Self-citationGe, S., Liu, W., Schlappi, T. S., & Ismagilov, R. F. (2014) · Journal of the American Chemical Society · doi:10.1021/ja507849b · Cited by 36 · see citing works
Self-citationAhmad, F., Stedtfeld, R. D., Waseem, H., Williams, M. R., Cupples, A. M., Tiedje, J. M., & Hashsham, S. A. (2016) · Journal of Microbiological Methods · doi:10.1016/j.mimet.2016.11.010 · Cited by 36 · see citing works
Liao, S., Tao, Y., Du, W., & Wang, Y. (2018) · Langmuir · doi:10.1021/acs.langmuir.8b01067 · Cited by 35 · see citing works
Self-citationMicrofluidic SlipChip device for multistep multiplexed biochemistry on a nanoliter scale
Zhukov, D. V., Khorosheva, E. M., Khazaei, T., Du, W., Selck, D. A., Shishkin, A. A., & Ismagilov, R. F. (2019) · Lab on a Chip · doi:10.1039/c9lc00541b · Cited by 35 · see citing works
Self-citation
- Authors
- Shen, F., Sun, B., Kreutz, J. E., Davydova, E. K., Du, W., Reddy, P. L., Joseph, L. J., & Ismagilov, R. F.
- Affiliations
- University of Chicago (US)
- University of Chicago Medical Center (US)
- Corresponding author
- Ismagilov, Rustem F.
- Venue
- Journal of the American Chemical Society
- Publisher
- American Chemical Society (ACS)
- Published
- 2011-10-13
- Volume
- 133
- Issue
- 44
- Pages
- 17705-17712
- ISSN
- 0002-7863 (ISSN-L)
- 1520-5126
- PMC
- PMC3216675
- OpenAlex
- W1979899105
- Cited by
- 231
- References
- 62
- Citations by year
- 2026: 8 · 2025: 11 · 2024: 13 · 2023: 8 · 2022: 18 · 2021: 14 · 2020: 19 · 2019: 19 · 2018: 17 · 2017: 18 · 2016: 23 · 2015: 8 · 2014: 25 · 2013: 18 · 2012: 11
- FWCI
- 10.43
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of the American Chemical Society (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- CaltechAUTHORS (California Institute of Technology) (submittedVersion)
- Funders
- National Institutes of Health (DP1OD003584)
- National Institute of Biomedical Imaging and Bioengineering (R01EB012946)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Microfluidic and Capillary Electrophoresis Applications
- Physical Sciences › Engineering › Biomedical Engineering › Biosensors and Analytical Detection
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Molecular Biology Techniques and Applications
- Keywords
- SlipChip, HIV viral load, wide dynamic range, point-of-care testing, resource-limited settings, single-molecule detection, viral RNA quantification, detection limit, HIV-1 RNA, HCV RNA, cross-contamination, antimicrobial resistance surveillance
- MeSH terms
- HIV, RNA, Viral, Rotation, Hepacivirus, Viral Load, Reverse Transcriptase Polymerase Chain Reaction, Microfluidic Analytical Techniques
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