Literature DB >> 27551671

Flexible analysis of digital PCR experiments using generalized linear mixed models.

Matthijs Vynck1, Jo Vandesompele2, Nele Nijs3, Björn Menten4, Ariane De Ganck3, Olivier Thas5.   

Abstract

The use of digital PCR for quantification of nucleic acids is rapidly growing. A major drawback remains the lack of flexible data analysis tools. Published analysis approaches are either tailored to specific problem settings or fail to take into account sources of variability. We propose the generalized linear mixed models framework as a flexible tool for analyzing a wide range of experiments. We also introduce a method for estimating reference gene stability to improve accuracy and precision of copy number and relative expression estimates. We demonstrate the usefulness of the methodology on a complex experimental setup.

Entities:  

Keywords:  Data analysis; Digital PCR; Mixed models; Quantification; Replicates; Statistics

Year:  2016        PMID: 27551671      PMCID: PMC4983648          DOI: 10.1016/j.bdq.2016.06.001

Source DB:  PubMed          Journal:  Biomol Detect Quantif


  19 in total

1.  Statistical Models for the Analysis and Design of Digital Polymerase Chain Reaction (dPCR) Experiments.

Authors:  Robert M Dorazio; Margaret E Hunter
Journal:  Anal Chem       Date:  2015-10-13       Impact factor: 6.986

Review 2.  Accurate and objective copy number profiling using real-time quantitative PCR.

Authors:  Barbara D'haene; Jo Vandesompele; Jan Hellemans
Journal:  Methods       Date:  2010-01-06       Impact factor: 3.608

3.  Challenges for CNV interpretation in clinical molecular karyotyping: lessons learned from a 1001 sample experience.

Authors:  Karen Buysse; Barbara Delle Chiaie; Rudy Van Coster; Bart Loeys; Anne De Paepe; Geert Mortier; Frank Speleman; Björn Menten
Journal:  Eur J Med Genet       Date:  2009-09-16       Impact factor: 2.708

4.  Emerging patterns of cryptic chromosomal imbalance in patients with idiopathic mental retardation and multiple congenital anomalies: a new series of 140 patients and review of published reports.

Authors:  B Menten; N Maas; B Thienpont; K Buysse; J Vandesompele; C Melotte; T de Ravel; S Van Vooren; I Balikova; L Backx; S Janssens; A De Paepe; B De Moor; Y Moreau; P Marynen; J-P Fryns; G Mortier; K Devriendt; F Speleman; J R Vermeesch
Journal:  J Med Genet       Date:  2006-02-20       Impact factor: 6.318

5.  High-throughput droplet digital PCR system for absolute quantitation of DNA copy number.

Authors:  Benjamin J Hindson; Kevin D Ness; Donald A Masquelier; Phillip Belgrader; Nicholas J Heredia; Anthony J Makarewicz; Isaac J Bright; Michael Y Lucero; Amy L Hiddessen; Tina C Legler; Tyler K Kitano; Michael R Hodel; Jonathan F Petersen; Paul W Wyatt; Erin R Steenblock; Pallavi H Shah; Luc J Bousse; Camille B Troup; Jeffrey C Mellen; Dean K Wittmann; Nicholas G Erndt; Thomas H Cauley; Ryan T Koehler; Austin P So; Simant Dube; Klint A Rose; Luz Montesclaros; Shenglong Wang; David P Stumbo; Shawn P Hodges; Steven Romine; Fred P Milanovich; Helen E White; John F Regan; George A Karlin-Neumann; Christopher M Hindson; Serge Saxonov; Bill W Colston
Journal:  Anal Chem       Date:  2011-10-28       Impact factor: 6.986

6.  Comparison of microfluidic digital PCR and conventional quantitative PCR for measuring copy number variation.

Authors:  Alexandra S Whale; Jim F Huggett; Simon Cowen; Valerie Speirs; Jacqui Shaw; Stephen Ellison; Carole A Foy; Daniel J Scott
Journal:  Nucleic Acids Res       Date:  2012-02-28       Impact factor: 16.971

7.  Impact of variance components on reliability of absolute quantification using digital PCR.

Authors:  Bart K M Jacobs; Els Goetghebeur; Lieven Clement
Journal:  BMC Bioinformatics       Date:  2014-08-22       Impact factor: 3.169

8.  Accurate normalization of real-time quantitative RT-PCR data by geometric averaging of multiple internal control genes.

Authors:  Jo Vandesompele; Katleen De Preter; Filip Pattyn; Bruce Poppe; Nadine Van Roy; Anne De Paepe; Frank Speleman
Journal:  Genome Biol       Date:  2002-06-18       Impact factor: 13.583

9.  Mathematical analysis of copy number variation in a DNA sample using digital PCR on a nanofluidic device.

Authors:  Simant Dube; Jian Qin; Ramesh Ramakrishnan
Journal:  PLoS One       Date:  2008-08-06       Impact factor: 3.240

10.  Digital PCR validates 8q dosage as prognostic tool in uveal melanoma.

Authors:  Mieke Versluis; Mark J de Lange; Sake I van Pelt; Claudia A L Ruivenkamp; Wilma G M Kroes; Jinfeng Cao; Martine J Jager; Gre P M Luyten; Pieter A van der Velden
Journal:  PLoS One       Date:  2015-03-12       Impact factor: 3.240

View more
  2 in total

Review 1.  The Future of Digital Polymerase Chain Reaction in Virology.

Authors:  Matthijs Vynck; Wim Trypsteen; Olivier Thas; Linos Vandekerckhove; Ward De Spiegelaere
Journal:  Mol Diagn Ther       Date:  2016-10       Impact factor: 4.074

2.  Real-time digital polymerase chain reaction (PCR) as a novel technology improves limit of detection for rare allele assays.

Authors:  Jiachen Xu; Kyra Duong; Zhenlin Yang; Kavanaugh Kaji; Yan Wang; Zhijie Wang; Jie Wang; Jiajia Ou; Steven R Head; Gogce Crynen; Phillip Ordoukhanian; Lauren Hanna; Ava Hanna
Journal:  Transl Lung Cancer Res       Date:  2021-12
  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.