@article {32, title = {Normalization of RNA-sequencing data from samples with varying mRNA levels.}, journal = {PLoS One}, volume = {9}, year = {2014}, month = {2014}, pages = {e89158}, abstract = {

Methods for normalization of RNA-sequencing gene expression data commonly assume equal total expression between compared samples. In contrast, scenarios of global gene expression shifts are many and increasing. Here we compare the performance of three normalization methods when polyA(+) RNA content fluctuates significantly during zebrafish early developmental stages. As a benchmark we have used reverse transcription-quantitative PCR. The results show that reads per kilobase per million (RPKM) and trimmed mean of M-values (TMM) normalization systematically leads to biased gene expression estimates. Biological scaling normalization (BSN), designed to handle differences in total expression, showed improved accuracy compared to the two other methods in estimating transcript level dynamics. The results have implications for past and future studies using RNA-sequencing on samples with different levels of total or polyA(+) RNA.

}, keywords = {Animals, Base Sequence, Gene Expression, Gene Expression Profiling, Polymerase Chain Reaction, RNA, Messenger, Sequence Analysis, RNA, Zebrafish}, issn = {1932-6203}, doi = {10.1371/journal.pone.0089158}, author = {Aanes, H{\r a}vard and Winata, Cecilia L and Moen, Lars F and {\O}strup, Olga and Mathavan, Sinnakaruppan and Collas, Philippe and Rognes, Torbj{\o}rn and Alestr{\"o}m, Peter} } @article {34, title = {Prepatterning of developmental gene expression by modified histones before zygotic genome activation.}, journal = {Dev Cell}, volume = {21}, year = {2011}, month = {2011 Dec 13}, pages = {993-1004}, abstract = {

A hallmark of anamniote vertebrate development is a window of embryonic transcription-independent cell divisions before onset of zygotic genome activation (ZGA). Chromatin determinants of ZGA are unexplored; however, marking of developmental genes by modified histones in sperm suggests a predictive role of histone marks for ZGA. In zebrafish, pre-ZGA development for ten cell cycles provides an opportunity to examine whether genomic enrichment in modified histones is present before initiation of transcription. By profiling histone H3 trimethylation on all zebrafish promoters before and after ZGA, we demonstrate here an epigenetic prepatterning of developmental gene expression. This involves pre-ZGA marking of transcriptionally inactive genes involved in homeostatic and developmental regulation by permissive H3K4me3 with or without repressive H3K9me3 or H3K27me3. Our data suggest that histone modifications are instructive for the developmental gene expression program.

}, keywords = {Animals, Body Patterning, Chromatin, Epigenesis, Genetic, Female, Gene Expression Regulation, Developmental, Histones, Male, Methylation, Multigene Family, Promoter Regions, Genetic, Spermatozoa, Zebrafish, Zebrafish Proteins}, issn = {1878-1551}, doi = {10.1016/j.devcel.2011.10.008}, author = {Lindeman, Leif C and Andersen, Ingrid S and Reiner, Andrew H and Li, Nan and Aanes, H{\r a}vard and {\O}strup, Olga and Winata, Cecilia L and Mathavan, Sinnakaruppan and M{\"u}ller, Ferenc and Alestr{\"o}m, Peter and Collas, Philippe} } @article {36, title = {Zebrafish mRNA sequencing deciphers novelties in transcriptome dynamics during maternal to zygotic transition.}, journal = {Genome Res}, volume = {21}, year = {2011}, month = {2011 Aug}, pages = {1328-38}, abstract = {

Maternally deposited mRNAs direct early development before the initiation of zygotic transcription during mid-blastula transition (MBT). To study mechanisms regulating this developmental event in zebrafish, we applied mRNA deep sequencing technology and generated comprehensive information and valuable resources on transcriptome dynamics during early embryonic (egg to early gastrulation) stages. Genome-wide transcriptome analysis documented at least 8000 maternal genes and identified the earliest cohort of zygotic transcripts. We determined expression levels of maternal and zygotic transcripts with the highest resolution possible using mRNA-seq and clustered them based on their expression pattern. We unravel delayed polyadenylation in a large cohort of maternal transcripts prior to the MBT for the first time in zebrafish. Blocking polyadenylation of these transcripts confirms their role in regulating development from the MBT onward. Our study also identified a large number of novel transcribed regions in annotated and unannotated regions of the genome, which will facilitate reannotation of the zebrafish genome. We also identified splice variants with an estimated frequency of 50\%-60\%. Taken together, our data constitute a useful genomic information and valuable transcriptome resource for gene discovery and for understanding the mechanisms of early embryogenesis in zebrafish.

}, keywords = {Animals, Base Sequence, Genome, RNA, Messenger, RNA, Messenger, Stored, Sequence Analysis, RNA, Transcriptome, Zebrafish, Zebrafish Proteins, Zygote}, issn = {1549-5469}, doi = {10.1101/gr.116012.110}, author = {Aanes, H{\r a}vard and Winata, Cecilia L and Lin, Chi Ho and Chen, Jieqi P and Srinivasan, Kandhadayar G and Lee, Serene G P and Lim, Adrian Y M and Hajan, Hajira Shreen and Collas, Philippe and Bourque, Guillaume and Gong, Zhiyuan and Korzh, Vladimir and Alestr{\"o}m, Peter and Mathavan, Sinnakaruppan} }