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  • Advances in qPCR technology allow studies of increasingly large systems .The increasing data sizes allow expression profiling both in the gene and the samples dimension results. We distinguish between exploratory and confirmatory statistical studies. we demonstrate several techniques available for exploratory studies on a system of Xenopus laevis development from egg to tadpole. Techniques include hierarchical clustering, heatmap, principal component analysis and self-organizing maps. We stress that even though exploratory studies are excellent for generating hypotheses, results have not been proven statistically significant until an independent confirmatory study has been performed. However, exploratory and confirmatory studies are intimately connected and we would like to raise that awareness among qPCR practitioners. We suggest that scientific reports should always have a hypothesis focus.
  • Advances in qPCR technology allow studies of increasingly large systems .The increasing data sizes allow expression profiling both in the gene and the samples dimension results. We distinguish between exploratory and confirmatory statistical studies. we demonstrate several techniques available for exploratory studies on a system of Xenopus laevis development from egg to tadpole. Techniques include hierarchical clustering, heatmap, principal component analysis and self-organizing maps. We stress that even though exploratory studies are excellent for generating hypotheses, results have not been proven statistically significant until an independent confirmatory study has been performed. However, exploratory and confirmatory studies are intimately connected and we would like to raise that awareness among qPCR practitioners. We suggest that scientific reports should always have a hypothesis focus. (en)
Title
  • Gene expression profiling – Clusters of possibilities
  • Gene expression profiling – Clusters of possibilities (en)
skos:prefLabel
  • Gene expression profiling – Clusters of possibilities
  • Gene expression profiling – Clusters of possibilities (en)
skos:notation
  • RIV/86652036:_____/10:00349844!RIV11-AV0-86652036
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(IAA500520809), P(IAA500970904), Z(AV0Z50520701)
http://linked.open...iv/cisloPeriodika
  • 4
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 260306
http://linked.open...ai/riv/idVysledku
  • RIV/86652036:_____/10:00349844
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • qPCR; Statistical analysis; Xenopus laevis (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...odStatuVydavatele
  • US - Spojené státy americké
http://linked.open...ontrolniKodProRIV
  • [3F31FC6F6181]
http://linked.open...i/riv/nazevZdroje
  • Methods
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...v/svazekPeriodika
  • 50
http://linked.open...iv/tvurceVysledku
  • Kubista, Mikael
  • Rusňáková, Vendula
  • Forootan, A.
  • Bergkvist, A.
  • Garda, J.M.A.
  • Lindh, D.
  • Sjogreen, B.
  • Šindelka, R.
http://linked.open...ain/vavai/riv/wos
  • 000276262100017
http://linked.open...n/vavai/riv/zamer
issn
  • 1046-2023
number of pages
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