scholarly journals Protein structure–based gene expression signatures

2021 ◽  
Vol 118 (19) ◽  
pp. e2014866118
Author(s):  
Rayees Rahman ◽  
Nicole Zatorski ◽  
Jens Hansen ◽  
Yuguang Xiong ◽  
J. G. Coen van Hasselt ◽  
...  

Gene expression signatures (GES) connect phenotypes to differential messenger RNA (mRNA) expression of genes, providing a powerful approach to define cellular identity, function, and the effects of perturbations. The use of GES has suffered from vague assessment criteria and limited reproducibility. Because the structure of proteins defines the functional capability of genes, we hypothesized that enrichment of structural features could be a generalizable representation of gene sets. We derive structural gene expression signatures (sGES) using features from multiple levels of protein structure (e.g., domain and fold) encoded by the mRNAs in GES. Comprehensive analyses of data from the Genotype-Tissue Expression Project (GTEx), the all RNA-seq and ChIP-seq sample and signature search (ARCHS4) database, and mRNA expression of drug effects on cardiomyocytes show that sGES are useful for characterizing biological phenomena. sGES enable phenotypic characterization across experimental platforms, facilitates interoperability of expression datasets, and describe drug action on cells.

2020 ◽  
Author(s):  
R. Rahman ◽  
Y. Xiong ◽  
J. G. C. van Hasselt ◽  
J. Hansen ◽  
E. A. Sobie ◽  
...  

AbstractGene expression signatures (GES) connect phenotypes to mRNA expression patterns, providing a powerful approach to define cellular identity, function, and the effects of perturbations. However, the use of GES has suffered from vague assessment criteria and limited reproducibility. The structure of proteins defines the functional capability of genes, and hence, we hypothesized that enrichment of structural features could be a generalizable representation of gene sets. We derive structural gene expression signatures (sGES) using features from various levels of protein structure (e.g. domain, fold) encoded by the transcribed genes in GES, to describe cellular phenotypes. Comprehensive analyses of data from the Genotype-Tissue Expression Project (GTEx), ARCHS4, and mRNA expression of drug effects on cardiomyocytes show that structural GES (sGES) are useful for identifying robust signatures of biological phenomena. sGES also enables the characterization of signatures across experimental platforms, facilitates the interoperability of expression datasets, and can describe drug action on cells.


2016 ◽  
Vol 44 (5) ◽  
pp. 368-378 ◽  
Author(s):  
G. Fenna van Breda ◽  
Lennart G. Bongartz ◽  
Wenqing Zhuang ◽  
Rachel P.L. van Swelm ◽  
Jeanne Pertijs ◽  
...  

Background: Hepcidin regulates systemic iron homeostasis by downregulating the iron exporter ferroportin. Circulating hepcidin is mainly derived from the liver but hepcidin is also produced in the heart. We studied the differential and local regulation of hepcidin gene expression in response to myocardial infarction (MI) and/or chronic kidney disease (CKD). We hypothesized that cardiac hepcidin gene expression is induced by and regulated to severity of cardiac injury, either through direct (MI) or remote (CKD) stimuli, as well as through increased local iron content. Methods: Nine weeks after subtotal nephrectomy (SNX) or sham surgery (CON), rats were subjected to coronary ligation (CL) or sham surgery to realize 4 groups: CON, SNX, CL and SNX + CL. In week 16, the gene expression of hepcidin, iron and damage markers in cardiac and liver tissues was assessed by quantitative polymerase chain reaction and ferritin protein expression was studied by immunohistochemistry. Results: Cardiac hepcidin messenger RNA (mRNA) expression was increased 2-fold in CL (p = 0.03) and 3-fold in SNX (p = 0.01). Cardiac ferritin staining was not different among groups. Cardiac hepcidin mRNA expression correlated with mRNA expression levels of brain natriuretic peptide (β = 0.734, p < 0.001) and connective tissue growth factor (β = 0.431, p = 0.02). In contrast, liver hepcidin expression was unaffected by SNX and CL alone, while it had decreased 50% in SNX + CL (p < 0.05). Hepatic ferritin immunostaining was not different among groups. Conclusions: Our data indicate differences in hepcidin regulation in liver and heart and suggest a role for injury rather than iron as the driving force for cardiac hepcidin expression in renocardiac failure.


2015 ◽  
Vol 14 ◽  
pp. CIN.S23862 ◽  
Author(s):  
Wikum Dinalankara ◽  
Héctor Corrada Bravo

Gene expression signatures are commonly used to create cancer prognosis and diagnosis methods, yet only a small number of them are successfully deployed in the clinic since many fail to replicate performance on subsequent validation. A primary reason for this lack of reproducibility is the fact that these signatures attempt to model the highly variable and unstable genomic behavior of cancer. Our group recently introduced gene expression anti-profiles as a robust methodology to derive gene expression signatures based on the observation that while gene expression measurements are highly heterogeneous across tumors of a specific cancer type relative to the normal tissue, their degree of deviation from normal tissue expression in specific genes involved in tissue differentiation is a stable tumor mark that is reproducible across experiments and cancer types. Here we show that constructing gene expression signatures based on variability and the anti-profile approach yields classifiers capable of successfully distinguishing benign growths from cancerous growths based on deviation from normal expression. We then show that this same approach generates stable and reproducible signatures that predict probability of relapse and survival based on tumor gene expression. These results suggest that using the anti-profile framework for the discovery of genomic signatures is an avenue leading to the development of reproducible signatures suitable for adoption in clinical settings.


2020 ◽  
Vol 7 (11) ◽  
pp. 200958
Author(s):  
Dipender Gill ◽  
Marios Arvanitis ◽  
Paul Carter ◽  
Ana I. Hernández Cordero ◽  
Brian Jo ◽  
...  

Angiotensin-converting enzyme 2 (ACE2) and serine protease TMPRSS2 have been implicated in cell entry for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the virus responsible for coronavirus disease 2019 (COVID-19). The expression of ACE2 and TMPRSS2 in the lung epithelium might have implications for the risk of SARS-CoV-2 infection and severity of COVID-19. We use human genetic variants that proxy angiotensin-converting enzyme (ACE) inhibitor drug effects and cardiovascular risk factors to investigate whether these exposures affect lung ACE2 and TMPRSS2 gene expression and circulating ACE2 levels. We observed no consistent evidence of an association of genetically predicted serum ACE levels with any of our outcomes. There was weak evidence for an association of genetically predicted serum ACE levels with ACE2 gene expression in the Lung eQTL Consortium ( p = 0.014), but this finding did not replicate. There was evidence of a positive association of genetic liability to type 2 diabetes mellitus with lung ACE2 gene expression in the Gene-Tissue Expression (GTEx) study ( p = 4 × 10 −4 ) and with circulating plasma ACE2 levels in the INTERVAL study ( p = 0.03), but not with lung ACE2 expression in the Lung eQTL Consortium study ( p = 0.68). There were no associations of genetically proxied liability to the other cardiometabolic traits with any outcome. This study does not provide consistent evidence to support an effect of serum ACE levels (as a proxy for ACE inhibitors) or cardiometabolic risk factors on lung ACE2 and TMPRSS2 expression or plasma ACE2 levels.


Endocrinology ◽  
1997 ◽  
Vol 138 (4) ◽  
pp. 1719-1727 ◽  
Author(s):  
Ian J. Rourke ◽  
Jens F. Rehfeld ◽  
Morten Møller ◽  
Anders H. Johnsen

Abstract The gastrin and cholecystokinin (CCK) genes, and the complementary DNAs they encode, have been isolated and sequenced from the bullfrog, Rana catesbeiana. The CCK gene promoter region possess the same four well characterized transcriptional control elements as the human CCK gene, namely an E-box, AP-1 binding site, Sp1 site, and TATA box. In contrast, no obvious regulatory motifs are conserved in the gastrin gene. Alignment of the bullfrog preprohormone sequences with other members of the CCK/gastrin peptide family showed that preproCCK has been conserved to a greater degree during evolution than preprogastrin. In mammalian species, gastrin gene expression is typically associated with the antrum, and CCK with the small intestine and brain. However numerous secondary sites of CCK/gastrin gene expression have also been found. RT-PCR showed a high degree of conservation of both primary and secondary sites of CCK/gastrin production between mammals and the bullfrog, with gastrin messenger RNA being detected in the antrum, duodenum, colon, pancreas, brain, and testes, whereas CCK mRNA was observed in the brain, lung, testes, and throughout the length of the small intestine. In situ hybridization using radiolabeled gene specific antisense oligonucleotides uncovered CCK and gastrin messenger RNA in distinct areas of the bullfrog central nervous system and pituitary gland. Notably, the gastrin gene was expressed in the pituitary gland and hypothalamus of the bullfrog, as previously seen in mammals. This highly preserved tissue expression pattern suggests that gastrin plays specific roles in the hypothalamus and pituitary gland that are distinct from those of CCK. Our findings show that in spite of the structural resemblance, bullfrog CCK and gastrin constitute independent neuroendocrine peptide systems.


Blood ◽  
2009 ◽  
Vol 114 (22) ◽  
pp. 1634-1634
Author(s):  
Violaine Havelange ◽  
Stefano Volinia ◽  
Michael Andreeff ◽  
Guido Marcucci ◽  
Carlo M. Croce ◽  
...  

Abstract Abstract 1634 Poster Board I-660 Background MicroRNAs (miRNAs) are small non-coding RNAs that regulate gene expression by base- pairing with the target mRNAs and inducing degradation or protein translation inhibition. MiRNAs expression is de-regulated in AML, but the corresponding functional miRNA-controlled pathways remain unknown. The availability of data from gene and miRNA expression profiling may allow generation of functional links from the whole transcriptome and miRNome that are involved in myeloid leukemogenesis. Therefore, here we proposed to attain distinct miRNA-associated gene expression signatures by correlating miRNA expression levels detected by miRNA microarrays with mRNA expression levels assessed by Affymetrix microarrays from newly diagnosed AML patients. Methods miRNA and mRNA gene expression levels were assessed by Affymetrix HGU133 microchip and OSUCCC miRNA microchip version 3, respectively, in diagnostic samples from 48 newly diagnosed AML patients. Patient characteristics include; median age 59 years (range 24-81) with cytogenetically normal (n=32), core binding factor (n=3), t11q23 (n=8), t(15;17) (n=4) and del9q (n=1). The miRNA/mRNA correlations were performed using quantitative trait analysis (Spearman correlation test) within the BRB tools. We derived gene expression signatures associated with the following miRNAs; miR-10a,-10b,-155,-181,-191,-23a,-26a,-126,-17,-20,-25,-145,-146,-21,-29a,-29b,-196,-15a and -16-1, which we found to be deregulated in AML (Garzon et al, Blood 2008). To asses functional characteristics, we determined which biologic terms included in the Gene Ontology (GO) project were enriched in the distinct miRNA-associated signatures, at a level of significance of P<0.01. Results In table 1, we report the numbers of probes that correlate positively and negatively with the selected miRNAs at the p-value<0.01 (Spearman), and the GO terms that are over-represented in each miRNA-associated signature at the p-value<0.01. Since some of the Affymetrix probes detect miRNA expression (i.e. miR-155 probe) we used them as quality controls. The miR-155 Affymetrix probe expression value was indeed positively correlated with the miR-155 expression value detected by miRNA microarrays (r=0.64, p-value<0.001). Our analysis identified a strong positive correlation of HOX related genes with miR-10 and miR-20a. Furthermore, we observed a negative correlation between miR-181a and –b, -155 and -146 expression with that of genes involved in immunity and inflammatory response (e.g. IRF7 and TLR4), the miR-29b, miR-23a and miR-26a expression with that of antiapoptotic genes (e.g.,MCL-1) and the miR-145 expression with that of pro-apoptotic genes (e.g., Bim and PTEN). These correlations were confirmed by GO analyses, which evidenced the enrichment of members of the homeobox, immunity and inflammation and apoptosis biologic process, respectively. Furthermore, we observed correlation of miR-17,-191,-196a, 29b, -145 and -16 with gene encoding for members of the GO term chromatin modification. Conclusions Our results indicate that by correlating data from two different platforms that allow assessment of genome-wide gene and microRNA expression profiles, putative functional miRNA-mRNA interactions were identified in AML samples. These interactions appear to take place within pathways controlling hematopoiesis, innate immunity, apoptosis and chromatin remodeling. By integrating the transcriptome and miRNome in AML cells is possible to derive previously unidentified functional subset of AML that can be treated with specific targeted therapeutic approaches. Disclosures No relevant conflicts of interest to declare.


Blood ◽  
2011 ◽  
Vol 118 (21) ◽  
pp. 4904-4904
Author(s):  
Enrica Bach ◽  
Rainer Krahl ◽  
Sabine Tschiedel ◽  
Thoralf Lange ◽  
Frank Schüler ◽  
...  

Abstract Abstract 4904 Background: Prognostic molecular markers are expected to be of increasing value in stratifying treatment of patients with AML lacking cytogenetic abnormalities. While specific DNA-level mutations such as those in the FLT-3 or NPM1 genes clearly identify informative genotypes, phenotypic characterization of gene expression should be a more direct indicator of cell function. However, of the prognostic mRNA levels identified to date, such as BAALC, ERG or NME1/2, none appear to be superior to DNA mutation as indicators of prognosis. Because of the lability of mRNA expression, it is common practice to quantify levels only in freshly processed or direct-lysed samples in order to provide a snapshot of gene expression as close as possible to that of fresh tissue. However, characteristics of leukemic cells relevant to prognosis might become more apparent under challenging conditions, such as the stress environment developing in a bone marrow sample during transport or storage. The NME1 and -2 mRNAs have been reported to be prognostic indicators in AML and are multifunctional proteins coordinating metabolism, signalling and gene expression. To see how storage related stress affects the prognostic power of NME mRNA, we have assessed their prognostic relevance in CN-AML bone marrow samples which had originally been processed either directly, or following ≥ 2 days of transport from collaborating centers. Methods: A total of 78 archived CN-AML BMMNC samples were available for this analysis. All samples were taken at presentation from patients under 60ys treated within the AML 96 (OSHO #033) or AML 2002 (OSHO #061) protocols of the East German Study Group (OSHO). Of the 78 samples, 25 (32%) originated locally and had been freshly processed to cryopreserved MNC, while the remaining 53 (68%) had been submitted as bone marrow from other centers with an associated delay of 2–3 days. NME1 and NME2 mRNA levels were determined by triplicate qRT-PCR determinations normalized to RPLP0. The mean NME1 and NME2 expression values from each patient were expressed relative to the corresponding mean NME expression of 17 healthy donor BM samples (control group).To investigate directly the effects of delayed processing on NME mRNA expression, aliquots of 11 fresh CN-AML bone marrow samples were removed for analysis either immediately or following storage at room temperature for ≥ 2 days. Results: Both NME1 and -2 mRNA were increased relative to controls in 84% (21/25) of fresh samples with no prognostic relevance of expression above or below the median. Comparable results were obtained from a cohort of 59 freshly processed CN-AML samples from a separate study. In contrast, the transported samples yielded a heterogeneous pattern of NME mRNA expression above and below control levels, with a significant correlation between NME2 mRNA and event-free survival (p=0.009) independently of FLT-3ITD status. Direct analysis of aliquoted AML bone marrow samples confirmed that a delay in processing of ≥ 2 days resulted in a universal decrease in NME1 mRNA with variable changes in NME2 mRNA. Conclusion: NME1/2 mRNA levels are not indicative of prognosis in freshly processed bone marrow from CN-AML patients <60ys. However, delayed processing is associated with the development of an NME2 expression pattern with high prognostic relevance, maintenance of high NME2 in samples with reduced NME1 being a strong indicator of increased event-free survival. These results suggest that subjecting leukemic cells to defined challenges ex-vivo may reveal phenotypic properties of high relevance to treatment optimization. Disclosures: No relevant conflicts of interest to declare.


2019 ◽  
Vol 19 (1) ◽  
Author(s):  
Juha Taavela ◽  
Keijo Viiri ◽  
Alina Popp ◽  
Mikko Oittinen ◽  
Valeriia Dotsenko ◽  
...  

Abstract Background There is an unmet need for novel treatments, such as drugs or vaccines, adjunctive to or replacing a burdensome life-long gluten-free diet for coeliac disease. The gold standard for successful treatment is a healed small intestinal mucosa, and therefore, the outcome measures in proof-of-concept studies should be based on evaluation of small intestine biopsies. We here evaluated morphometric, immunohistochemical and messenger RNA (mRNA) expression changes in coeliac disease patients challenged with gluten using PAXgene fixed paraffin-embedded biopsies. Methods Fifteen coeliac disease patients were challenged with 4 g of gluten per day for 10 weeks and 24 non-coeliac patients served as disease controls. A wide array of histological and immunohistochemical staining and mRNA-based gene expression tests (RT-qPCR and RNAseq) were carried out. Results Digital quantitative villous height: crypt depth ratio (VH: CrD) measurements revealed significant duodenal mucosal deterioration in all coeliac disease patients on gluten challenge. In contrast, the Marsh-Oberhuber class worsened in only 80% of coeliac patients. Measuring the intraepithelial CD3+ T-lymphocyte and lamina propria CD138+ plasma cell densities simultaneously proved to be a meaningful new measure of inflammation. Stainings for γδ T cells and IgA deposits, where previously frozen samples have been needed, were successful in PAXgene fixed paraffin-embedded samples. Messenger RNA extraction from the same paraffin-embedded biopsy block was successful and allowed large-scale qRT-PCR and RNAseq analyses for gene expression. Molecular morphometry, using the mRNA expression ratio of villous epithelium-specific gene APOA4 to crypt proliferation gene Ki67, showed a similar significant distinction between paired baseline and post-gluten challenge biopsies as quantitative histomorphometry. Conclusion Rigorous digitally measured histologic and molecular markers suitable for gluten challenge studies can be obtained from a single paraffin-embedded biopsy specimen. Molecular morphometry seems to be a promising new tool that can be used in situations where assessing duodenal mucosal health is of paramount importance. In addition, the diagnostically valuable IgA deposits were now stained in paraffin-embedded specimens making them more accessible in routine clinics.


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