Statistical Analysis of Quantitative PCR Data
This thesis seeks to develop a better understanding of the analysis of gene expression to find the amount of transcript in a sample. The mainstream method used is called Polymerase Chain Reaction (PCR) and it exploits the DNA's ability to replicate. The comparative CT method estimate the starti...
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ndltd-UPSALLA1-oai-DiVA.org-ntnu-130942013-01-08T13:32:16ZStatistical Analysis of Quantitative PCR DataengLien, Tonje GulbrandsenNorges teknisk-naturvitenskapelige universitet, Institutt for matematiske fagInstitutt for matematiske fag2011ntnudaim:6159MTFYMA fysikk og matematikkIndustriell matematikkThis thesis seeks to develop a better understanding of the analysis of gene expression to find the amount of transcript in a sample. The mainstream method used is called Polymerase Chain Reaction (PCR) and it exploits the DNA's ability to replicate. The comparative CT method estimate the starting fluorescence level f0 by assuming constant amplification in each PCR cycle, and it uses the fluorescence level which has risen above a certain threshold. We present a generalization of this method, where different threshold values can be used. The main aim of this thesis is to evaluate a new method called the Enzymological method. It estimates f0 by considering a cycle dependent amplification and uses a larger part of the fluorescence curves, than the two CT methods. All methods are tested on dilution series, where the dilution factors are known. In one of the datasets studied, the Clusterin dilution-dataset, we get better estimates from the Enzymological method compared to the two CT methods. Student thesisinfo:eu-repo/semantics/bachelorThesistexthttp://urn.kb.se/resolve?urn=urn:nbn:no:ntnu:diva-13094Local ntnudaim:6159application/pdfinfo:eu-repo/semantics/openAccess |
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ntnudaim:6159 MTFYMA fysikk og matematikk Industriell matematikk |
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ntnudaim:6159 MTFYMA fysikk og matematikk Industriell matematikk Lien, Tonje Gulbrandsen Statistical Analysis of Quantitative PCR Data |
description |
This thesis seeks to develop a better understanding of the analysis of gene expression to find the amount of transcript in a sample. The mainstream method used is called Polymerase Chain Reaction (PCR) and it exploits the DNA's ability to replicate. The comparative CT method estimate the starting fluorescence level f0 by assuming constant amplification in each PCR cycle, and it uses the fluorescence level which has risen above a certain threshold. We present a generalization of this method, where different threshold values can be used. The main aim of this thesis is to evaluate a new method called the Enzymological method. It estimates f0 by considering a cycle dependent amplification and uses a larger part of the fluorescence curves, than the two CT methods. All methods are tested on dilution series, where the dilution factors are known. In one of the datasets studied, the Clusterin dilution-dataset, we get better estimates from the Enzymological method compared to the two CT methods. |
author |
Lien, Tonje Gulbrandsen |
author_facet |
Lien, Tonje Gulbrandsen |
author_sort |
Lien, Tonje Gulbrandsen |
title |
Statistical Analysis of Quantitative PCR Data |
title_short |
Statistical Analysis of Quantitative PCR Data |
title_full |
Statistical Analysis of Quantitative PCR Data |
title_fullStr |
Statistical Analysis of Quantitative PCR Data |
title_full_unstemmed |
Statistical Analysis of Quantitative PCR Data |
title_sort |
statistical analysis of quantitative pcr data |
publisher |
Norges teknisk-naturvitenskapelige universitet, Institutt for matematiske fag |
publishDate |
2011 |
url |
http://urn.kb.se/resolve?urn=urn:nbn:no:ntnu:diva-13094 |
work_keys_str_mv |
AT lientonjegulbrandsen statisticalanalysisofquantitativepcrdata |
_version_ |
1716523488072695808 |