Publication References to Genowiz(TM) – Updated


Updated: Dec 2012

Genowiz™ is one of our earliest software packages that was developed right after Genchek ( Sequence analysis). It was designed to ensure that scientists can find it really easy to navigate and manage their data in one single place.

After the acquisition of gene Logic, we also added Genesis to our gene expression packages but Genowiz is still widely used both internally and externally by our partners worldwide.

A big thank you to the team that developed it and continues to develop it.

 For more information please see

http://www3.ocimumbio.com/data-analysis-insights/analytical-tools/genowiz/

As with my other posts on publications, this is chronological and starts with 2013…. As you can see several publications this year already.

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2013

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[PDF] Suppression mechanism of the calcium sensitivity in Saccharomyces cerevisiae ptp2Dmsg5D double disruptant involves a novel HOG-independent function of …

WA Laviña, H Shahsavarani, A Saidi, M Sugiyama… – 2013 – researchgate.net
 disruptant was performed in triplicates. Gene enrichment analysis using Genowiz
The microarray data were analyzed for distinctive expression using Genowiz 4.0
(Ocimum Biosolutions, India). Replicated gene values were 

Decreased defense gene expression in tolerance versus resistance to Verticillium dahliae in potato

HH Tai, C Goyer, D De Koeyer, A Murphy… – Functional & integrative …, 2013 – Springer
 Analysis of microarray data. Microarray data were analyzed using the Genowiz 4.0 software
(Ocimum Biosolutions, Gaithersburg, MD, USA).  Gene ontology (GO) annotations for the two
groups of filtered genes were analyzed by the Genowiz software package. 

Suppression mechanism of the calcium sensitivity in< i> Saccharomyces cerevisiae ptp2Δmsg5Δ</i> double disruptant involves a novel HOG-independent function of …

WA Laviña, H Shahsavarani, A Saidi… – Journal of bioscience …, 2013 – Elsevier
 disruptant was performed in triplicates. Gene enrichment analysis using Genowiz.
The microarray data were analyzed for distinctive expression using Genowiz 4.0
(Ocimum Biosolutions, India). Replicated gene values were 

[CITATION] Multi-level functional redundancy mechanisms of Saccharomyces cerevisiae in response to high extracellular calcium stress

WA Laviña – ir.library.osaka-u.ac.jp
 49 3.2.2 Protein isolation and immunoblot analysis 49 3.2.3 RNA isolation and microarray
analysis 50 3.2.4 Gene enrichment analysis using Genowiz 50 3.2.5 Determination of mRNA
level using quantitative PCR 51 3.3 Results 55 Page 6. 6 Subject Page 

Lowered expression levels of a tumor suppressor gene—Caveolin-1 within dysregulated gene networks of Fanconi anemia

P Shyamsunder, P Vidyasekar, AR Shukla, S Mohan… – Gene, 2013 – Elsevier
 The statistical analysis was carried out using R package and the biological analysis was
carried out using Genowiz software (Ocimum Biosolutions, USA) and Gene Spring GX
10 (Agilent Technologies, USA). 2.5. Gene ontology analysis. 

The role of aldehyde/alcohol dehydrogenase (AdhE) in ethanol production from glycerol by Klebsiella pneumoniae

BR Oh, WK Hong, SY Heo, M Joe, JW Seo… – Journal of industrial …, 2013 – Springer
 expression ratios (reference vs. test) were obtained. Microarray data analysis was
performed using Genowiz 4.0 (Ocimum Biosolutions, Hyderabad, India). Global lowess
was used for data analysis with normalization. The cut-offs 

Transcriptome analysis of salt-stressed< i> Deinococcus radiodurans</i> and characterization of salt-sensitive mutants

S Im, M Joe, D Kim, DH Park, S Lim – Research in microbiology, 2013 – Elsevier
 wavelengths. The spot intensities were quantified for each channel using Gene Pix
Pro 6.0 software (Molecular Devices). All of the calculations and normalizations were
performed using the Genowiz 4.0 software. The intensity 

Identification of novel target genes involved in Indian Fanconi anemia patients using microarray

P Shyamsunder, KS Ganesh, P Vidyasekar, S Mohan… – Gene, 2013 – Elsevier
 obtained. The statistical analysis was carried out using the R package and the biological
analysis was carried out using Genowiz TM software (Ocimum Biosolutions, USA).
2.4. Functional clustering and gene ontology analysis. The 

A nutrigenomic framework to identify time-resolving responses of hepatic genes in diet-induced obese mice

HS Heo, E Kim, SM Jeon, EY Kwon, SK Shin, H Paik… – Molecules and …, 2013 – Springer
 1. Clustering of hepatic gene transcripts For clustering of hepatic gene transcripts, the
Self-Organizing Map (SOM) algorithm (Quackenbush, 2001) was applied. We used Genowiz
(Ocimum Biosolutions, India) with the SOM tool to arrange all data samples. 

Escherichia coli YmdB regulates biofilm formation independently of its role as an RNase III modulator

T Kim, J Lee, K Kim – BMC microbiology, 2013 – biomedcentral.com
 ratios (reference vs. test sample). Microarray data analysis was performed using
Genowiz 4.0 TM (Ocimum Biosolutions). Global lowess (Locally weighted scatter
plot smoothing) method was used for data normalization. The cut 

Comparative analysis of Papaver somniferum genotypes having contrasting latex and alkaloid profiles

N Chaturvedi, M Singh, AK Shukla, AK Shasany… – Protoplasma, 2013 – Springer
 Hybridized chips were scanned using Affymetrix 428 ™ Array Scanner at three
different photomultiplier (PMT) gains (40, 50, 60) and the data was analyzed using
Genowiz software (Ocimum Biosolutions, Hyderabad, India). 

Role of Pilus Proteins in Adherence and Invasion of Streptococcus agalactiae to the Lung and Cervical Epithelial Cells

P Sharma, H Lata, DK Arya, AK Kashyap… – Journal of Biological …, 2013 – ASBMB
 Hybridized chips were scanned using an Affymetrix 428TMArray scanner at three different PMT
gains, and the images were analyzed using Genowiz software (Ocimum Biosolutions). Analysis
was performed to detect differentially expressed genes among the groups. 

[HTML] Differentially Expressed Genes during Contrasting Growth Stages of Artemisia annua for Artemisinin Content

P Nair, A Misra, A Singh, AK Shukla, MM Gupta… – PloS one, 2013 – dx.plos.org
 array chip. Hybridized chips were scanned using Affymetrix 428TM Array Scanner
at three different PMT gains (40, 50 and 60) and the data was analyzed using Genowiz
software (Ocimum Biosolutions, Hyderabad). Image analysis 

PLANTS HAVING STRESS RELATED TRAITS AND METHODS FOR MAKING THE SAME

AS Reddy, S Yuejin, DJ Merlo, WW Ni… – US Patent …, 2013 – freepatentsonline.com
 The microarray slides were fabricated at Dow AgroSciences using an microarray array robot
(OminiGird, GeneMachine). Genes that were differentially expressed under drought condition
with confidence of P<0.05 were selected using Genowiz program. 

 

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2012

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N-acetyl cysteine suppresses the foam cell formation that is induced by oxidized low density lipoprotein via regulation of gene expression

HJ Sung, J Kim, Y Kim, SW Jang, J Ko – Molecular biology reports, 2012 – Springer
 Data were analyzed by Genowiz 4.0TM (Ocimum Biosolutions, Hyderabad, India) and normalized
using intensity-dependent global normalization (LOW- ESS). To categorize the functional
annotation of genes, the database of Gene OntologyTM Consortium was applied. 

Gene expression profile of early in vitro biofilms of Streptococcus pneumoniae

MK Yadav, SK Kwon, CG Cho, SW Park… – Microbiology and …, 2012 – Wiley Online Library
 ratios (planktonic vs biofilm samples). Microarray data analysis was carried out by
Genowiz 4.0 (Ocimum Biosolutions, Hyderabad, India). Global Lowess was used
for data analysis with normalization. The benchmarks for up 

Functionally redundant protein phosphatase genes< i> PTP2</i> and< i> MSG5</i> co-regulate the calcium signaling pathway in< i> Saccharomyces cerevisiae</i> …

WA Laviña, M Sugiyama, Y Kaneko… – Journal of bioscience and …, 2012 – Elsevier
 All strains were cultivated in YPDA media and calcium treatment was done by
supplementing the YPDA medium with 0.3 M CaCl 2 . Four independent DNA
microarray data were analyzed using Genowiz (Ocimum Biosolutions). 

[PDF] Differential Gene Expression Profile in Essential Hypertension

P Yang – cdn.intechopen.com
 rats treated with FPTIII kidney Codelink Uniset Rat 1Bioarrays Affymetrix Scanner
428, Imagene and Genowiz softwares by Ocimum Biosolutions (India) and subjected
to arsinh transformation 2398 genes were upregulated and 

Gene expression profiling through microarray analysis in Arabidopsis thaliana colonized by Pseudomonas putida MTCC5279, a plant growth promoting …

S Srivastava, V Chaudhry, A Mishra… – Plant Signaling & …, 2012 – landesbioscience.com
 The functional classification of the differentially expressed genes were performed using Genowiz™,
a gene expression analysis and tracking tool that enables to determine biological significance
of differentially expressed genes and facilitates expression pattern analysis and 

[PDF] The effect of secretory factors of adipose-derived stem cells on human keratinocytes

KM Moon, YH Park, JS Lee, YB Chae, MM Kim… – International journal of …, 2012 – mdpi.com
 (B) Quantitation of the average signal for each protein between samples. Heat map were
analyzed by Genowiz 4.0 TM as described in Materials and Methods. The median
streptavidin–Cy3 fluorescence from all microsphere subsets was exported. 

[PDF] Non structural protein of avian influenza A (H11N1) virus is a weaker suppressor of immune responses but capable of inducing apoptosis in host cells

S Mukherjee, S Majumdar, VC Vipat, AC Mishra… – Virology …, 2012 – biomedcentral.com
 Data was analyzed using GENOWIZ Microarray and Pathway analysis tool (Ocimum
Biosolutions, Hydera- bad, India). Data analysis was performed as described earlier [23].
In order to detect highly expressed genes, fold change analysis was done. 

[CITATION] Yersiniosis and Food Safety

K Isshiki, RC Ray, D Montet

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2011

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METHODS AND SYSTEMS FOR ANALYSIS OF DYNAMIC BIOLOGICAL PATHWAYS

K Najarian – US Patent 8,065,089, 2011 – freepatentsonline.com
 2, 2003. Genotypic Technology: Genowizard—Microarray Data Analysis System webpage at
http://www.genotypictech.com/genowizard.html as available via the internet and printed on Nov.
2, 2003. Glover, D., “DNA Cloning: A Practical Approach,” vol. I, 1985. 

TRANSCRIPTOMIC ANALYSIS OF HAEMATOCOCCUS LACUSTRIS DURING ASTAXANTHIN ACCUMULATION UNDER HIGH IRRADIANCE AND NUTRIENT STARVATION

DK Kim, SJ Hong, JH Bae, N Yim, ES Jin… – Biotechnology and …, 2011 – Springer
 sample). Microarray data analysis was carried out by Genowiz 4.0TM (Ocimum Biosolutions,
India). Global LOWESS was used for data analysis with normalization. The benchmarks for up-
regulated and down-regulated genes in hybridization were 2.0 and 0.5-fold, respectively. 

Software and Tools for Microarray Data Analysis

JP Mehta… – Springer
 Genowiz from Ocimumbio Solutions is a comprehensive software for gene expression analysis
compatible to different data formats and have large number of features for various analysis
4.1. Genespring 4.2. Partek 4.3. Genowiz 4.4. GenomatixSuite Fig. 

The application of microarray technology to the identification of Tc1-like element sequences in fish genomes

R Wenne, L Handschuh… – Marine Biology …, 2011 – Taylor & Francis
 After normalization (double-channel normalization between arrays based on subtraction of control
probe mean, followed by log 2 -transformation) using Genowiz 4.0 software (Ocimum Biosolutions),
the probe intensity data was analysed using R (http://www.R-project.org; R 

Differentially expressed genes in sensitive and tolerant rice varieties in response to salt-stress

A Pandit, V Rai, TR Sharma, PC Sharma… – Journal of Plant …, 2011 – Springer
 Gene models that had any indication of transposable elements were removed from the list
of TIGR predicted genes. The array data were analyzed using GeneChip Operating Software
(GCOS 1.2) and Genowiz software (Ocimum Biosolutions, India). 

[PDF] Differential Gene Expression Profile in Essential Hypertension

P Yang – cdn.intechopen.com
 rats treated with FPTIII kidney Codelink Uniset Rat 1Bioarrays Affymetrix Scanner
428, Imagene and Genowiz softwares by Ocimum Biosolutions (India) and subjected
to arsinh transformation 2398 genes were upregulated and 

[PDF] Gene Expression Analysis for Type-2 Diabetes Mellitus–A Case Study on Healthy vs Diabetes with Parental History

CS Vasamsetty, SR Peri, AA Rao, K Srinivas… – ijetch.org
 differentially expressed genes. ACKNOWLEDGMENT The authors acknowledge
Ocimum Biosolutions, Hyderabad, India for analysis of the microarray data using their
proprietary microarray analysis tool Genowiz. REFERENCES [1 

[HTML] A review on worldwide essential software resources in pharmacy

PY Mali, SJ Panchal – Chronicles of Young Scientists, 2011 – cysonline.org
 maps. http:/www./biommed.lsu.edu/staticpages/index.php?page=GenVision Genowiz
It is a powerful gene expression analysis program that has been designed to store,
process and visualize gene expression data efficiently. 

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2010

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TRANSCRIPTIONAL CHANGES ASSOCIATED WITH ETHANOL TOLERANCE IN SACCHAROMYCES CEREVISIAE

D Stanley, PJ Chambers, GA Stanley… – Applied microbiology …, 2010 – Springer
 Following hybridisation, the glass slides were scanned using a GenePix 4000B scanner and
analysed using Genowiz™ 4.0.2.1 software (Ocimum Biosolutions).  2001) smoothing parameter
of 0.1 and a polynomial degree of 1 and 2 robust interactions (Genowiz™). 

Differential Gene Expression Analysis for Diabetes with and without parental history

V Chandra Sekhar, AA Rao… – Computer Science and …, 2010 – ieeexplore.ieee.org
 Page 5. of these differentially expressed genes is to be performed, which is under progress.
ACKNOWLEDGMENT The Authors Acknowledges Ocimum Biosolutions, Hyderabad, India. For
analysis of the microarray data using their proprietary microarray analysis tool Genowiz

Immunomodulatory cytokines determine the outcome of Japanese encephalitis virus infection in mice

SM Biswas, S Kar, R Singh… – Journal of medical …, 2010 – Wiley Online Library
 Grid alignment was done using gene annotation files and raw data were extracted
into MS EXCEL. Data Analysis Data were analyzed using Genowiz Microarray and
Pathway analysis tool (Ocimum Biosolutions, Hyperabad, India). 

RETROTRANSPOSON EXPRESSION IN ETHANOL-STRESSED SACCHAROMYCES CEREVISIAE

D Stanley, S Fraser, GA Stanley… – Applied microbiology and …, 2010 – Springer
 2000). Following hybridisation, the glass slides were scanned using a GenePix-Pro 4000B
scanner and analysed using Genowiz™ 4.0.2.1 software (Ocimum Biosolutions).  2002) until the
analysis was repeated using Genowiz™ or MAPPFinder (designed by Doniger et al. 

[PDF] HOST GENE EXPRESSION PROFILING IN INFLUENZA A VIRUS-INFECTED LUNG EPITHELIAL (A549) CELLS: A COMPARATIVE ANALYSIS BETWEEN HIGHLY PATHOGENIC AND MODIFIED H5N1 …

AK Chakrabarti, VC Vipat, S Mukherjee, R Singh… – Virol J, 2010 – biomedcentral.com
 Data Analysis Data was analyzed using GENOWIZ Microarray and Pathway analysis
tool (Ocimum Biosolutions, Hyderabad, India).  Cluster analysis of the differentially
expressed genes was carried out using GENOWIZ software. 

Array platforms and bioinformatics tools for the analysis of plant transcriptome in response to abiotic stress

N Sreenivasulu, R Sunkar, U Wobus… – Methods Mol. Biol, 2010 – Springer
 gene expression tool GenePattern (A) http://www .bro ad.mit.edu/cancer/software/genepattern /
Integrated gene expression tool Genowiz (C) http://www .ocimumbio.com/ Integrated gene
expression tool Genespring GX (C) http://www .chem.agilent.com/en-US/products/software/ 

Virtual Laboratory and Its Application in Genomics

L Handschuh, M Lawenda, N Meyer… – Remote Instrumentation …, 2010 – Springer
 Raw data in a text file (csv, gpr, or similar) are then submitted to normalization, filtration, and
high-level analysis, using sophisticated software (eg, R Bioconductor, Multi, Experiment Viewer,
Gene Spring, Genowiz). Result reports are saved as text or graphic files (eg, pdf, jpg). 

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2009

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STATISTICAL ANALYSIS IDENTIFIES GENES IN PROSTATE CANCER

M Vidhya – International Journal of Medical Engineering and …, 2009 – Inderscience
 microarray data obtained for the normal and malignant samples for 8,900 genes was taken and
it was analysed to identify the genes that are differently expressed in tumour samples in
comparison to the normal samples from tissues and cell lines using the tool Genowiz™ 3.1. 

Application of Data Mining Algorithms in Pharmaceutical Research and Development

KV Balakin… – Pharmaceutical Data Mining, 2009 – Wiley Online Library
 ac.uk/microarray/maxd/ A data warehouse and visualization environment for genomic
expression data Genowiz ™ http://www.ocimumbio.com/ web/default.asp A comprehensive
multiplatform package for tracking and analyzing Gene Expressions data 

[PDF] PANDEMIC (H1N1) 2009 INFLUENZA VIRUS INDUCES WEAKER HOST IMMUNE RESPONSES IN VITRO: A POSSIBLE MECHANISM OF HIGH TRANSMISSIBILITY

S Mukherjee, VC Vipat, AC Mishra, SD Pawar… – Virol J, 2011 – biomedcentral.com
 Grid alignment was done by gene annotation files and raw data were extracted into MS EXCEL
[15]. Data Analysis Microarray data analysis was carried out with GENO– WIZ Microarray data
and pathway analysis tool (Oci- mum Biosolutions, Hyderabad, India). 

A Systematic Approach to Understanding Bacterial Responses to Oxygen Using Taverna and Webservices

S Maleki-Dizaji, M Rolfe, P Fisher… – … Conference on Biomedical …, 2009 – Springer
 23 _____ (ie GeneSpring, GenoWiz) that can provide links to data- bases that define
pathways, functional categories and gene ontologies. Many 

Global upregulation of gene expression associated with renal dysfunction in DOCA–salt-induced hypertensive rats occurs via signaling cascades involving epidermal …

IF Benter, H Canatan, M Benboubetra… – Vascular …, 2009 – Elsevier
 supplier (GE Healthcare). Data analysis was performed using Imagene and Genowiz
softwares by Ocimum Biosolutions (India) and subjected to arsinh transformation
as described by Huber et al. (2002). The Benjamini and 

[PDF] New approach to Genomics Experiments Taking Advantage of Virtual Laboratory System

L Handschuh, M Lawenda, P Stępniak… – … Methods In Science …, 2009 – man.poznan.pl
 Raw data in a text file (csv, gpr or similar) are then submitted to normalization, filtration and
high-level analysis, using sophisticated software (eg R Bioconductor, Multi Experiment Viewer,
Gene Spring, Genowiz). Result reports are saved as text or graphic files (eg pdf, jpg). 

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2008

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[HTML] SERIAL CHANGES IN EXPRESSION OF FUNCTIONALLY CLUSTERED GENES IN PROGRESSION OF LIVER FIBROSIS IN HEPATITIS C PATIENTS

Y Takahara, M Takahashi, QW Zhang… – World journal of …, 2008 – ncbi.nlm.nih.gov
 The gene expression data were subjected to hierarchical clustering analysis using
Genowiz™ software (Ocimum Biosolutions).  All genes in Figure Figure11 were
subjected to hierarchical clustering analysis using Genowiz™. 

Differential gene expression analysis of a known hepatotoxin, N-acetyl-p-amino-phenol (APAP) as compared to its non-toxic analog, N-acetyl-m-amino-phenol (AMAP …

P Priyadarsiny, SK Khattar, R Malik… – The Journal of …, 2008 – J-STAGE
 Hierarchical analysis and self-organizing maps were used to cluster the genes
in different groups. Furthermore, gene annota- tion and pathway analysis was carried
out using Genowiz software. RESULTS AND DISCUSSION 

[HTML] Nonvirally modified autologous primary hepatocytes correct diabetes and prevent target organ injury in a large preclinical model

NKF Chen, J San Wong, IHC Kee, SH Lai… – PloS one, 2008 – dx.plos.org
 All statistical tests and the area under the curve (AUC) were calculated with GraphPad Prism
(GraphPad Software Inc., USA). Cluster analysis of GeneChip® data was performed using
algorithms in Genowiz (Ocimum Biosolutions Ltd., India). P<0.05 was considered significant. 

[PDF] Microarray Data Analysis Tool (MAT)

S Selvaraja – 2008 – etd.ohiolink.edu

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2007

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MICROARRAY ANALYSIS IN THE ZEBRAFISH (DANIO RERIO) LIVER AND TELENCEPHALON AFTER EXPOSURE TO LOW CONCENTRATION OF 17ALPHA-ETHINYLESTRADIOL

CJ Martyniuk, ER Gerrie, JT Popesku, M Ekker… – Aquatic toxicology, 2007 – Elsevier
 2.4. Microarray analysis and gene categorization. Raw intensity data were analyzed using
GenoWiz™. To normalize the microarray data, we log 2 transformed raw expression data
and used the double channel normalization function in Genowiz

Analysis of expression data: an overview

A Grewal, P Lambert… – Curr Protoc Bioinformatics, 2007 – Wiley Online Library
 Expressionist (GeneData) X X X GeneSpring (Agilent Technologies) X X Genowiz (Ocimum
Biosolutions) X X RMAExpress 0.4.1 (Bolstad, 2006) X  X X X X GeneSpring (Agilent Technologies)
X X X X Genowiz (Ocimum Biosolutions) X X X X J-Express Pro (Molmine) X X X X 

[HTML] Software-MIAME-FGED

N Abeygunawardena – 2007 – mged.org
 included! If you’d like to be informed of new developments as they occur, please
join the maxd_announce mailing list.”; Genowiz™ – A comprehensive multi platform
package for tracking and analyzing Gene Expressions data. 

[CITATION] 23 Visualization of Protein Microarray Data

K Clancy – Functional protein microarrays in drug discovery, 2007 – CRC

Gene expression assays

J Kirby, PR Heath, PJ Shaw… – Advances in clinical chemistry, 2007 – Elsevier
 Gene Sight, BioDiscovery. Expressionist, Gene Data. Chip Inspector, Genomatix. Teragenomic,
IMC. JMP microarray, SAS. Genowiz, Ocimum Biosolutions. Genomics Suite, Partek. Resolver,
Rosetta. Decision Site, Spotfire. Avadis, Strand Genomics. Freeware. 

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2006

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[PDF] DATA INTEGRATION AND ANALYSIS: P. FALCIPARUM MICROARRAY DATA AS A CASE STUDY

R Rao, A Sivakumar… – bioinformatics.cs.vt.edu
 In this paper, we explore further insights into published P. falciparum microarray data using
the application Genowiz™.  The genes involved in various steps of the pathway have been
traced to their various clusters generated by using Genowiz™ SOM. 

Global gene expression analysis of the effects of vinblastine on endothelial cells, when eluted from a thermo‐responsive polymer

E McLucas, H Gallagher, Y Rochev… – … Research Part A, 2006 – Wiley Online Library
 analysis. Genowiz software and MAVI software (Ocimum Biosolutions) were then used
to generate fold increases or decreases induced by the two different drug concentrations
relative to the values generated for the polymer alone. 

Data Mining in Gene Expression Data Analysis: A Survey

J Han… – Processing and managing complex data for …, 2006 – books.google.com
Page 392. Data Mining in Gene Expression Data Analysis: A Survey 375 Chapter
XII Data Mining in Gene Expression Data Analysis: A Survey Jilin Han, University
of Oklahoma, USA Le Gruenwald, University of Oklahoma, USA 

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2005

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[CITATION] Abstract| Full Text (PDF, 2,027 KB) Title: Industry Watch

OBL Genowiz – worldscinet.com
Mr Tony Evans, CEO of Cancer Therapeutics, said,“We are delighted to be embarking on a
collaboration of this type with a leading Australian drug development company such as
Cytopia. Our company was founded with the vision to aid in the further development of the 

The stability of the Arabidopsis transcriptome in transgenic plants expressing the marker genes nptII and uidA

SE Ouakfaoui… – The Plant Journal, 2005 – Wiley Online Library
Skip to Main Content. 

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2002

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[PDF] CORRELATIONS BETWEEN VARIABLE BROILER PERFORMANCE AND GENE EXPRESSION AND MICROFLORA IN THE GUT RJ MOORE, D. STANLEY, 2002

MS GEIER… – 22 nd ANNUAL AUSTRALIAN … – rp-www.vetsci.usyd.edu.au
 similar values (Irizarry, 2002). Statistical tests were carried out using Genowiz Version
4.0. 5.3 (Ocimum Biosolutions  and poor FCR groups. Gene ontology and pathway
analysis was also performed in Genowiz. c) Microbial profiling 

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