Non-parametric MANOVA Methods for Detecting Differentially Expressed Genes in Real-Time RT-PCR Experiments

Author(s):  
Niccoló Bassani ◽  
Federico Ambrogi ◽  
Roberta Bosotti ◽  
Matteo Bertolotti ◽  
Antonella Isacchi ◽  
...  
Insects ◽  
2020 ◽  
Vol 11 (3) ◽  
pp. 199
Author(s):  
Zih-Ting Chang ◽  
Chong-Yu Ko ◽  
Ming-Ren Yen ◽  
Yue-Wen Chen ◽  
Yu-Shin Nai

The microsporidium Nosema ceranae is a high prevalent parasite of the European honey bee (Apis mellifera). This parasite is spreading across the world into its novel host. The developmental process, and some mechanisms of N. ceranae-infected honey bees, has been studied thoroughly; however, few studies have been carried out in the mechanism of gene expression in N. ceranae during the infection process. We therefore performed the suppressive subtractive hybridization (SSH) approach to investigate the candidate genes of N. ceranae during its infection process. All 96 clones of infected (forward) and non-infected (reverse) library were dipped onto the membrane for hybridization. A total of 112 differentially expressed sequence tags (ESTs) had been sequenced. For the host responses, 20% of ESTs (13 ESTs, 10 genes, and 1 non-coding RNA) from the forward library and 93.6% of ESTs (44 ESTs, 28 genes) from the reverse library were identified as differentially expressed genes (DEGs) of the hosts. A high percentage of DEGs involved in catalytic activity and metabolic processes revealed that the host gene expression change after N. ceranae infection might lead to an unbalance of physiological mechanism. Among the ESTs from the forward library, 75.4% ESTs (49 ESTs belonged to 24 genes) were identified as N. ceranae genes. Out of 24 N. ceranae genes, nine DEGs were subject to real-time quantitative reverse transcription PCR (real-time qRT-PCR) for validation. The results indicated that these genes were highly expressed during N. ceranae infection. Among nine N. ceranae genes, one N. ceranae gene (AAJ76_1600052943) showed the highest expression level after infection. These identified differentially expressed genes from this SSH could provide information about the pathological effects of N. ceranae. Validation of nine up-regulated N. ceranae genes reveal high potential for the detection of early nosemosis in the field and provide insight for further applications.


Pancreatology ◽  
2009 ◽  
Vol 9 (5) ◽  
pp. 577-582 ◽  
Author(s):  
Sylvia Streit ◽  
Christoph W. Michalski ◽  
Mert Erkan ◽  
Helmut Friess ◽  
Jörg Kleeff

Blood ◽  
2007 ◽  
Vol 110 (11) ◽  
pp. 1793-1793
Author(s):  
Maud Condomines ◽  
Dirk Hose ◽  
Thierry Reme ◽  
John de Vos ◽  
Guilhem Requirand ◽  
...  

Abstract The identification of novel tumor-associated antigens is critical for the development of immunotherapeutic strategies. Cancer-testis (CT) antigens represent attractive targets due to their restricted pattern of expression. More than 90 CT genes have been previously classified into four categories according to their expression profiles: testis-restricted (expression in testis and tumor samples only), “tissue restricted” (mRNA detected in 2 or fewer non-gametogenic tissues), “differentially expressed” (mRNA detected in three to six non-gametogenic tissues), and “ubiquitously expressed”. Among those, we previously reported that 18 CT genes were expressed by primary myeloma cells (MMC) of more than 10% of patients with multiple myeloma (MM). This study aimed at finding novel putative CT genes expressed in MM using cDNA microarray analysis and real-time RT-PCR validation. Gene expression profiles of 5 testis samples, 64 MMC, 7 normal memory B cell (MB), 7 normal bone marrow plasma cell samples and 23 normal tissue samples available on a public database were obtained using Affymetrix U133AB microarrays. Out of 45000 probe sets of Affymetrix U133 AB chips, we selected 16982 probe sets which had a “Present” Affymetrix Call in MMC of at least 6/64 patients and in 3/5 testis samples. In order to select genes with a similar pattern of expression than the known CT genes, we developed 4 independent filters making it possible to keep a high number of known CT genes while decreasing the total number of probe sets. Firstly, 2514 of 16982 probe sets had a ratio of the mean signal in MMC with a Present call / mean signal in MB > 2.5. Secondly, 541 of these 2514 probe sets had a Present call in less than 7 of the 23 normal tissues. Thirdly, 333 of these 541 probe sets had a ratio of the mean signal in MMC with a Present call / mean signal in MMC with an Absent call > 2.5. Fourthly, we removed genes whose expression profiles were discordant with different probe sets or discordant with data of the literature. The final probe set list contains 88 probe sets which include 13 of 18 known CT genes reported in MM, thus resulting in a 190-fold enrichment. The expression in 13 normal tissues and in MM samples of 21 out of these 75 putative novel CT genes was investigated by real time RT-PCR. Seven genes were ubiquitously expressed or poorly expressed in MMC samples and further deleted. According to the previously defined CT gene categories, we found one novel “testis-restricted” (TEX14), 8 “tissue-restricted” and 5 “differentially expressed” CT genes. Immunogenicity of one gene product - IGSF11 - was already demonstrated in other cancers by identifying a T-cell epitope. Two genes - NLGN4X and FAM133A - are located in X chromosome and 2 genes - CTNNA2 and FAM133A - are expressed only in brain and testis. In conclusion, by analyzing gene expression patterns with Affymetrix microarrays, we found 75 novel putative CT antigen candidates expressed in MMC of 10 to 100% of patients. Real time RT-PCR validation made it possible to confirm the CT status of 14 genes out of the 21 tested. Further studies are warranted to determine their immunogenicity.


2013 ◽  
Vol 14 (2) ◽  
pp. 167 ◽  
Author(s):  
Md. Mizanur Rahman ◽  
Yongsun Kim ◽  
Ye-Eun Byeon ◽  
Hak-Hyun Ryu ◽  
Wan Hee Kim ◽  
...  

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