Bias in template-to-product ratios in multitemplate PCR
Open accessAbstract
Bias introduced by the simultaneous amplification of specific genes from complex mixtures of templates remains poorly understood. To explore potential causes and the extent of bias in PCR amplification of 16S ribosomal DNAs (rDNAs), genomic DNAs of two closely and one distantly related bacterial species were mixed and amplified with universal, degenerate primers. Quantification and comparison of template and product ratios showed that there was considerable and reproducible overamplification of specific templates. Variability between replicates also contributed to the observed bias but in a comparatively minor way. Based on these initial observations, template dosage and differences in binding energies of permutations of the degenerate, universal primers were tested as two likely causes of this template-specific bias by using 16S rDNA templates modified by site-directed mutagenesis. When mixtures of mutagenized templates containing AT- and GC-rich priming sites were used, templates containing the GC-rich permutation amplified with higher efficiency, indicating that different primer binding energies may to a large extent be responsible for overamplification. In contrast, gene copy number was found to be an unlikely cause of the observed bias. Similarly, amplification from DNA extracted from a natural community to which different amounts of genomic DNA of a single bacterial species were added did not affect relative product ratios. Bias was reduced considerably by using high template concentrations, by performing fewer cycles, and by mixing replicate reaction preparations.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Amplification of diverse multitemplate mixtures using universal primers can lead to highly unequal amplification efficiencies among products.
“Amplification of diverse multitemplate mixtures using universal primers can lead to highly unequal amplification efficiencies among products [39,49].”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Molecular Cloning: A Laboratory Manual
Sambrook, J., Fritsch, E., & Maniatis, T. (1989) · UCLA - Biblioteca de Ciencias de la Salud · Cited by 133,589 · see citing works
Muyzer, G., de Waal, E. C., & Uitterlinden, A. G. (1993) · Applied and Environmental Microbiology · doi:10.1128/aem.59.3.695-700.1993 · Cited by 11,379 · see citing works
Phylogenetic identification and in situ detection of individual microbial cells without cultivation
Amann, R., Ludwig, W., & Schleifer, K. (1995) · Microbiological reviews · doi:10.1128/mr.59.1.143-169.1995 · Cited by 9,508 · see citing works
Nucleic acid techniques in bacterial systematics
Stackebrandt, E. S., & Goodfellow, M. (1991) · Wiley eBooks · Cited by 9,460 · see citing works
Lane, D. (1991) · Medical Entomology and Zoology · Cited by 7,944 · see citing works
Cold Spring Harbor Laboratory; Cold Spring Harbor, NY
Cavalier-Smith, T. (1980) · FEBS Letters · doi:10.1016/0014-5793(80)80323-1 · Cited by 6,317 · see citing works
Bias caused by template annealing in the amplification of mixtures of 16S rRNA genes by PCR
Suzuki, M. T., & Giovannoni, S. (1996) · Applied and Environmental Microbiology · doi:10.1128/aem.62.2.625-630.1996 · Cited by 2,021 · see citing works
High diversity in DNA of soil bacteria
Torsvik, V. L., Goksøyr, J., & Daae, F. L. (1990) · Applied and Environmental Microbiology · doi:10.1128/aem.56.3.782-787.1990 · Cited by 1,758 · see citing works
Recent Advances in the Polymerase Chain Reaction
Erlich, H. A., Gelfand, D. H., & Sninsky, J. J. (1991) · Science · doi:10.1126/science.2047872 · Cited by 1,080 · see citing works
Group-specific 16S rRNA hybridization probes to describe natural communities of methanogens
Raskin, L. M., Stromley, J. M., Rittmann, B. E., & Stahl, D. A. (1994) · Applied and Environmental Microbiology · doi:10.1128/aem.60.4.1232-1240.1994 · Cited by 863 · see citing works
Use of phylogenetically based hybridization probes for studies of ruminal microbial ecology
Stahl, D. A., Flesher, B., Mansfield, H. R., & Montgomery, L. (1988) · Applied and Environmental Microbiology · doi:10.1128/aem.54.5.1079-1084.1988 · Cited by 768 · see citing works
Head, I. M., Saunders, J. R., & Pickup, R. W. (1998) · Microbial Ecology · doi:10.1007/s002489900056 · Cited by 736 · see citing works
Farrelly, V., Rainey, F. A., & Stackebrandt, E. (1995) · Applied and Environmental Microbiology · doi:10.1128/aem.61.7.2798-2801.1995 · Cited by 723 · see citing works
Differential amplification of rRNA genes by polymerase chain reaction
Reysenbach, A., Giver, L., Wickham, G. S., & Pace, N. R. (1992) · Applied and Environmental Microbiology · doi:10.1128/aem.58.10.3417-3418.1992 · Cited by 664 · see citing works
The oligonucleotide probe database
Alm, E. W., Oerther, D. B., Larsen, N., Stahl, D. A., & Raskin, L. M. (1996) · Applied and Environmental Microbiology · doi:10.1128/aem.62.10.3557-3559.1996 · Cited by 587 · see citing works
The Ribosomal Database Project (RDP)
Maidak, B. L. (1996) · Nucleic Acids Research · doi:10.1093/nar/24.1.82 · Cited by 542 · see citing works
Raskin, L. M., Poulsen, L. K., Noguera, D. R., et al. (1994) · Applied and Environmental Microbiology · doi:10.1128/aem.60.4.1241-1248.1994 · Cited by 368 · see citing works
Zheng, D., Alm, E. W., Stahl, D. A., et al. (1996) · Applied and Environmental Microbiology · doi:10.1128/aem.62.12.4504-4513.1996 · Cited by 342 · see citing works
Chandler, D. P., Fredrickson, J. K., & Brockman, F. J. (1997) · Molecular Ecology · doi:10.1046/j.1365-294x.1997.00205.x · Cited by 263 · see citing works
Surveys of Gene Families Using Polymerase Chain Reaction: PCR Selection and PCR Drift
Wagner, A., Blackstone, N. W., Cartwright, P., et al. (1994) · Systematic Biology · doi:10.1093/sysbio/43.2.250 · Cited by 259 · see citing works
Production and utilization of dissolved organic carbon during an experimental diatom bloom
Norrman, B., Zwelfel, U. L., HOPKINSON, C. S., et al. (1995) · Limnology and Oceanography · doi:10.4319/lo.1995.40.5.0898 · Cited by 233 · see citing works
POLYMERASE CHAIN REACTION STRATEGY
Arnheim, N., & Erlich, H. (1992) · Annual Review of Biochemistry · doi:10.1146/annurev.bi.61.070192.001023 · Cited by 230 · see citing works
POLYMERASE CHAIN REACTION: Applications in Environmental Microbiology
Steffan, R. J., & Atlas, R. M. (1991) · Annual Review of Microbiology · doi:10.1146/annurev.mi.45.100191.001033 · Cited by 226 · see citing works
Lee, S. Y., Bollinger, J. A., Bezdicek, D. F., et al. (1996) · Applied and Environmental Microbiology · doi:10.1128/aem.62.10.3787-3793.1996 · Cited by 209 · see citing works
In situ isolation of mRNA from individual plant cells: creation of cell-specific cDNA libraries.
Karrer, E. E., Lincoln, J. E., Hogenhout, S. A., et al. (1995) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.92.9.3814 · Cited by 208 · see citing works
Multer, G. L., & Boynton, K. A. (1995) · Nucleic Acids Research · doi:10.1093/nar/23.8.1411 · Cited by 193 · see citing works
A general method of isolating high molecular weight DNA from methanogenic archaea (archaebacteria)
Jarrell, K. F., Faguy, D. M., Hebert, A. M., et al. (1992) · Canadian Journal of Microbiology · doi:10.1139/m92-010 · Cited by 82 · see citing works
Polz, M. F., & Cavanaugh, C. M. (1997) · Applied and Environmental Microbiology · doi:10.1128/aem.63.3.1028-1033.1997 · Cited by 44 · see citing works
Self-citationPolz, M. F., ODINTSOVA, E. V., & Cavanaugh, C. M. (1996) · International Journal of Systematic Bacteriology · doi:10.1099/00207713-46-1-94 · Cited by 28 · see citing works
Self-citationRibosomal RNA gene dosage in marine bacteria.
Kerkhof, L. J., & Speck, M. D. (1997) · PubMed · Cited by 17 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Transitions in bacterial communities along the 2000 km salinity gradient of the Baltic Sea
Herlemann, D. P. R., Labrenz, M., Jürgens, K., Bertilsson, S., Waniek, J. J., & Andersson, A. F. (2011) · The ISME Journal · doi:10.1038/ismej.2011.41 · Cited by 2,885 · see citing works
Reducing the Effects of PCR Amplification and Sequencing Artifacts on 16S rRNA-Based Studies
Schloss, P. D., Gevers, D., & Westcott, S. L. (2011) · PLoS ONE · doi:10.1371/journal.pone.0027310 · Cited by 2,112 · see citing works
Elbrecht, V., & Leese, F. (2015) · PLOS ONE · doi:10.1371/journal.pone.0130324 · Cited by 765 · see citing works
The truth about metagenomics: quantifying and counteracting bias in 16S rRNA studies
Vaginal Microbiome Consortium (additional members), Brooks, J. P., Edwards, D. J., Harwich, M. D., Rivera, M. C., Fettweis, J. M., Serrano, M. G., Reris, R. A., Sheth, N. U., Huang, B., et al. (2015) · BMC Microbiology · doi:10.1186/s12866-015-0351-6 · Cited by 528 · see citing works
Single-cell analysis tools for drug discovery and development
Heath, J. R., Ribas, A., & Mischel, P. S. (2016) · Nature Reviews Drug Discovery · doi:10.1038/nrd.2015.16 · Cited by 473 · see citing works
Piñol, J., Mir, G., Gomez‐Polo, P., & Agustí, N. (2015) · Molecular Ecology Resources · doi:10.1111/1755-0998.12355 · Cited by 423 · see citing works
Multiplex PCR: Optimization and Application in Diagnostic Virology
Elnifro, E. M., Ashshi, A. M., Cooper, R. J., & Klapper, P. E. (2000) · Clinical Microbiology Reviews · doi:10.1128/cmr.13.4.559-570.2000 · Cited by 964 · see citing works
Biesbroek, G., Sanders, E. A. M., Roeselers, G., Wang, X., Caspers, M. P. M., Trzciński, K., Bogaert, D., & Keijser, B. J. F. (2012) · PLoS ONE · doi:10.1371/journal.pone.0032942 · Cited by 196 · see citing works
Bloh, K., Kanchana, R., Bialk, P., Banas, K., Zhang, Z., Yoo, B.-C., & Kmiec, E. B. (2021) · The CRISPR Journal · doi:10.1089/crispr.2020.0022 · Cited by 165 · see citing works
Historical contingency and its biophysical basis in glucocorticoid receptor evolution
Harms, M. J., & Thornton, J. W. (2014) · Nature · doi:10.1038/nature13410 · Cited by 147 · see citing works
McGarvey, J. A., Franco, R. B., Palumbo, J. D., Hnasko, R., Stanker, L., & Mitloehner, F. M. (2013) · Journal of Applied Microbiology · doi:10.1111/jam.12179 · Cited by 144 · see citing works
Ben-Dov, E., Shapiro, O. H., Siboni, N., & Kushmaro, A. (2006) · Applied and Environmental Microbiology · doi:10.1128/aem.00849-06 · Cited by 100 · see citing works
Optimization of DNA Recovery and Amplification from Non-Carbonized Archaeobotanical Remains
Wales, N., Andersen, K., Cappellini, E., Ávila-Arcos, M. C., & Gilbert, M. T. P. (2014) · PLoS ONE · doi:10.1371/journal.pone.0086827 · Cited by 80 · see citing works
Characterization of the upper respiratory tract microbiomes of patients with pandemic H1N1 influenza
Chaban, B., Albert, A., Links, M. G., Gardy, J., Tang, P., & Hill, J. E. (2013) · PLoS ONE · doi:10.1371/journal.pone.0069559 · Cited by 69 · see citing works
Enabling multiplexed testing of pooled donor cells through whole-genome sequencing
Chan, Y., Chan, Y. K., Goodman, D. B., Guo, X., Chavez, A., Lim, E. T., & Church, G. M. (2018) · Genome Medicine · doi:10.1186/s13073-018-0541-6 · Cited by 17 · see citing works
The Gastrointestinal Tract and Its Microflora
Aimutis, W. R., & Polzin, K. (2010) · Nondigestible Carbohydrates and Digestive Health · doi:10.1002/9780470958186.ch2 · Cited by 1 · see citing works
- Authors
- Polz, M. F., & Cavanaugh, C. M.
- Affiliations
- Harvard University (US)
- Venue
- Applied and Environmental Microbiology
- Publisher
- American Society for Microbiology
- Published
- 1998-10
- Volume
- 64
- Issue
- 10
- Pages
- 3724-3730
- ISSN
- 0099-2240 (ISSN-L)
- 1098-5336
- PMC
- PMC106531
- OpenAlex
- W2162578061
- Cited by
- 1,484
- References
- 30
- Citations by year
- 2026: 28 · 2025: 29 · 2024: 39 · 2023: 34 · 2022: 37 · 2021: 56 · 2020: 57 · 2019: 62 · 2018: 93 · 2017: 47 · 2016: 58 · 2015: 80 · 2014: 77 · 2013: 63 · 2012: 90
- FWCI
- 7.88
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Locations
- Applied and Environmental Microbiology (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Molecular Biology Techniques and Applications
- Physical Sciences › Environmental Science › Ecology › Microbial Community Ecology and Physiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Keywords
- PCR bias, 16S rRNA gene, degenerate primers, gene copy number, site-directed mutagenesis, PCR cycle number, template concentration
- MeSH terms
- Bacillus subtilis, Base Sequence, DNA, Ribosomal, Escherichia coli, RNA, Ribosomal, 16S, Sensitivity and Specificity, Sequence Homology, Nucleic Acid, Templates, Genetic, Vibrio, Reproducibility of Results, Oligonucleotide Probes, Polymerase Chain Reaction, Mutagenesis, Sequence Alignment, DNA Primers
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review