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1.
BMC Biotechnol ; 14: 10, 2014 Jan 30.
Article in English | MEDLINE | ID: mdl-24479830

ABSTRACT

BACKGROUND: Polymerase chain reaction (PCR) is one of the most important developments in modern biotechnology. However, PCR is known to introduce biases, especially during multiplex reactions. Recent studies have implicated the DNA polymerase as the primary source of bias, particularly initiation of polymerization on the template strand. In our study, amplification from a synthetic library containing a 12 nucleotide random portion was used to provide an in-depth characterization of DNA polymerase priming bias. The synthetic library was amplified with three commercially available DNA polymerases using an anchored primer with a random 3' hexamer end. After normalization, the next generation sequencing (NGS) results of the amplified libraries were directly compared to the unamplified synthetic library. RESULTS: Here, high throughput sequencing was used to systematically demonstrate and characterize DNA polymerase priming bias. We demonstrate that certain sequence motifs are preferred over others as primers where the six nucleotide sequences at the 3' end of the primer, as well as the sequences four base pairs downstream of the priming site, may influence priming efficiencies. DNA polymerases in the same family from two different commercial vendors prefer similar motifs, while another commercially available enzyme from a different DNA polymerase family prefers different motifs. Furthermore, the preferred priming motifs are GC-rich. The DNA polymerase preference for certain sequence motifs was verified by amplification from single-primer templates. We incorporated the observed DNA polymerase preference into a primer-design program that guides the placement of the primer to an optimal location on the template. CONCLUSIONS: DNA polymerase priming bias was characterized using a synthetic library amplification system and NGS. The characterization of DNA polymerase priming bias was then utilized to guide the primer-design process and demonstrate varying amplification efficiencies among three commercially available DNA polymerases. The results suggest that the interaction of the DNA polymerase with the primer:template junction during the initiation of DNA polymerization is very important in terms of overall amplification bias and has broader implications for both the primer design process and multiplex PCR.


Subject(s)
DNA Primers/genetics , DNA-Directed DNA Polymerase/metabolism , Polymerase Chain Reaction , Base Sequence , DNA-Directed DNA Polymerase/genetics , Gene Library , High-Throughput Nucleotide Sequencing , Oligonucleotides/genetics , Substrate Specificity
2.
Clin Chem ; 53(6): 1030-7, 2007 Jun.
Article in English | MEDLINE | ID: mdl-17434908

ABSTRACT

BACKGROUND: Transcript abundance (TA) measurement in whole blood frequently is conducted to identify potential biomarkers for disease risk and to predict or monitor drug response. Potential biomarkers discovered in this way must be validated by quantitative technology. In this study we assessed the use of standardized reverse transcription PCR (StaRT-PCR) to validate potential biomarkers discovered through whole blood TA profiling. METHODS: For each of 15 healthy volunteers, 6 blood samples were obtained, including 3 samples at each of 2 separate visits. Total variation in TA for each gene was partitioned into replicate, sample, visit, study participant, and residual components. RESULTS: Variation originating from technical processing was <5% of total combined variation and was primarily preanalytical. Interindividual biological sample variation was larger than technical variation. For 12 of 19 tests, the distribution of measured values was gaussian (Shapiro-Wilks test). CONCLUSION: For control or diseased population groups with variation rates as low as those observed in this control group, 17 individuals per group would be required to detect 1 SD change with 80% power with a 2-sided alpha = 0.05 statistical test for mean differences.


Subject(s)
Biomarkers/blood , Gene Expression Profiling/standards , Genetic Variation , Molecular Diagnostic Techniques/standards , Data Interpretation, Statistical , Gene Expression Profiling/statistics & numerical data , Humans , Molecular Diagnostic Techniques/statistics & numerical data , Quality Control , Reference Values , Reverse Transcriptase Polymerase Chain Reaction
3.
Methods Mol Biol ; 258: 13-41, 2004.
Article in English | MEDLINE | ID: mdl-14970455

ABSTRACT

Standardized reverse transcriptase polymerase chain reaction (StaRT-PCR) is a modification of the competitive template (CT) RT method described by Gilliland et al. StaRT-PCR allows rapid, reproducible, standardized, quantitative measurement of data for many genes simultaneously. An internal standard CT is prepared for each gene, cloned to generate enough for 10(9) assays and CTs for up to 1,000 genes are mixed together. Each target gene is normalized to a reference gene to control for cDNA loaded in a standardized mixture of internal standards (SMIS) into the reaction. Each target gene and reference gene is measured relative to its respective internal standard within the SMIS. Because each target gene and reference gene is simultaneously measured relative to a known number of internal standard molecules in the SMIS, it is possible to report each gene expression measurement as a numerical value in units of target gene cDNA molecules/ 10(6) reference gene cDNA molecules. Calculation of data in this format allows for entry into a common databank, direct interexperimental comparison, and combination of values into interactive gene expression indices.


Subject(s)
Gene Expression , Reverse Transcriptase Polymerase Chain Reaction/standards , DNA, Complementary/analysis , Humans , RNA, Messenger/analysis , Reproducibility of Results , Reverse Transcriptase Polymerase Chain Reaction/methods
4.
J Mol Diagn ; 5(3): 176-83, 2003 Aug.
Article in English | MEDLINE | ID: mdl-12876208

ABSTRACT

Morphological analysis of cytologic samples obtained by fine-needle aspirate (FNA) or bronchoscopy is an important method for diagnosing bronchogenic carcinoma. However, this approach has only about 65 to 80% diagnostic sensitivity. Based on previous studies, the c-myc x E2F-1/p21WAF1/CIP1 (p21 hereafter) gene expression index is highly sensitive and specific for distinguishing normal from malignant bronchial epithelial tissues. In an effort to improve sensitivity of diagnosing lung cancer in cytologic specimens, we used Standardized Reverse Transcriptase Polymerase Chain Reaction (StaRT-PCR) to measure the c-myc x E2F-1/p21 index in cDNA samples from 14 normal lung samples (6 normal lung parenchyma and 8 normal bronchial epithelial cell [NBEC] biopsies), and 16 FNA biopsies from 14 suspected tumors. Based on cytomorphologic criteria, 11 of the 14 suspected tumors were diagnosed as bronchogenic carcinoma and three specimens were non-diagnostic. Subsequent biopsy samples confirmed that the three non-diagnostic samples were derived from lung carcinomas. The index value for each bronchogenic carcinoma was above a cut-off value of 7000 and the index value of all but one normal sample was below 7000. Thus the c-myc x E2F-1/p21 index may augment cytomorphologic diagnosis of bronchogenic carcinoma biopsy samples, particularly those considered non-diagnostic by cytomorphologic criteria.


Subject(s)
Biopsy, Needle , Cell Cycle Proteins , Cyclins/genetics , DNA-Binding Proteins , Genes, myc , Lung Neoplasms/diagnosis , Transcription Factors/genetics , Aged , Cyclin-Dependent Kinase Inhibitor p21 , E2F Transcription Factors , E2F1 Transcription Factor , Female , Gene Expression , Humans , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Male , Middle Aged , Reverse Transcriptase Polymerase Chain Reaction , Sensitivity and Specificity
5.
J Biochem Mol Biol Biophys ; 6(2): 135-41, 2002 Apr.
Article in English | MEDLINE | ID: mdl-12186770

ABSTRACT

The hippocampus is involved in learning and memory of intellectual functions whereas the spinal cord carries sensory impulses from the trunk and limbs to the brain and it returns commands from the brain to the muscles and glands. The relative expression levels of genes in human hippocampus and spinal cord were determined using high-density cDNA-arrays. Validations by semi-quantitative RT-PCR, Northern, and Western analyses show good agreement with cDNA-array results. Those genes differentially expressed in hippocampus encode proteins that are involved either in the neuronal plasticity or learning and memory signaling cascades. Interestingly, those differentially expressed in the spinal cord encode proteins that are associated with the responses to spinal cord injuries. These results also demonstrate the feasibility of comparing a vast number of gene expression profiles between various brain regions for potential targets with respect to abnormal brain functions.


Subject(s)
Gene Expression , Hippocampus/metabolism , Spinal Cord/metabolism , Adolescent , Adult , Aged , Animals , Female , Gene Expression Profiling , Humans , Male , Mice , Middle Aged , Nerve Tissue Proteins/genetics , Nerve Tissue Proteins/metabolism , Oligonucleotide Array Sequence Analysis , Rats
6.
Biochem Biophys Res Commun ; 293(1): 509-16, 2002 Apr 26.
Article in English | MEDLINE | ID: mdl-12054630

ABSTRACT

Standardized RT-PCR (StaRT-PCR) enables numerical quantification as well as intra- and inter-laboratory comparison of gene expression. Multiplex StaRT-PCR, using two rounds of amplification, was conducted on Stratagene Universal Reference RNA. In the first round, cDNA, competitive template (CT) mix, and primers for up to 96 genes were amplified for varying numbers of cycles. Next, products from round one were diluted, combined with primers for one gene, and amplified for an additional 35 cycles. No additional cDNA or CT mix was added. Expression values obtained by uniplex and multiplex StaRT-PCRs were highly correlated (R=0.993, p<0.001). Products from round one could be diluted as much as 100,000-fold and still be quantified following round two amplification. Thus, using multiplex StaRT-PCR, 96 genes were measured in the same amount of cDNA typically used to measure one gene with uniplex StaRT-PCR. Multiplex StaRT-PCR was also used to measure 18 genes in the fine needle biopsy of a primary lung carcinoma.


Subject(s)
Gene Expression , Polymerase Chain Reaction/methods , Proteins/genetics , Reverse Transcriptase Polymerase Chain Reaction , Carcinoma, Non-Small-Cell Lung , Gene Amplification , Genetic Techniques , Humans , Lung Neoplasms , Sensitivity and Specificity , Tumor Cells, Cultured
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