Jinghua Gu Ph.D.

Posted September 15th 2019

Breaking the paradigm: Dr Insight empowers signature-free, enhanced drug repurposing.

Jinghua Gu Ph.D.

Jinghua Gu Ph.D.

Chan, J., X. Wang, J. A. Turner, N. E. Baldwin and J. Gu (2019). “Breaking the paradigm: Dr Insight empowers signature-free, enhanced drug repurposing.” Bioinformatics 35(16): 2818-2826.

Full text of this article.

MOTIVATION: Transcriptome-based computational drug repurposing has attracted considerable interest by bringing about faster and more cost-effective drug discovery. Nevertheless, key limitations of the current drug connectivity-mapping paradigm have been long overlooked, including the lack of effective means to determine optimal query gene signatures. RESULTS: The novel approach Dr Insight implements a frame-breaking statistical model for the ‘hand-shake’ between disease and drug data. The genome-wide screening of concordantly expressed genes (CEGs) eliminates the need for subjective selection of query signatures, added to eliciting better proxy for potential disease-specific drug targets. Extensive comparisons on simulated and real cancer datasets have validated the superior performance of Dr Insight over several popular drug-repurposing methods to detect known cancer drugs and drug-target interactions. A proof-of-concept trial using the TCGA breast cancer dataset demonstrates the application of Dr Insight for a comprehensive analysis, from redirection of drug therapies, to a systematic construction of disease-specific drug-target networks. AVAILABILITY AND IMPLEMENTATION: Dr Insight R package is available at https://cran.r-project.org/web/packages/DrInsight/index.html. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Posted August 15th 2019

Differential expression and release of exosomal miRNAs by human islets under inflammatory and hypoxic stress.

Bashoo Naziruddin Ph.D.

Bashoo Naziruddin Ph.D.

Saravanan, P. B., S. Vasu, G. Yoshimatsu, C. M. Darden, X. Wang, J. Gu, M. C. Lawrence and B. Naziruddin (2019). “Differential expression and release of exosomal miRNAs by human islets under inflammatory and hypoxic stress.” Diabetologia Aug 1. [Epub ahead of print].

Full text of this article.

AIMS/HYPOTHESIS: Pancreatic islets produce non-coding microRNAs (miRNAs) that regulate islet cell function and survival. Our earlier investigations revealed that human islets undergo significant damage due to various types of stresses following transplantation and release miRNAs. Here, we sought to identify and validate exosomal miRNAs (exo-miRNAs) produced by human islets under conditions of cellular stress, preceding loss of cell function and death. We also aimed to identify islet stress signalling pathways targeted by exo-miRNAs to elucidate potential regulatory roles in islet cell stress. METHODS: Human islets were subjected to proinflammatory cytokine and hypoxic cell stress and miRNA from exosomes was isolated for RNA sequencing and analysis. Stress-induced exo-miRNAs were evaluated for kinetics of expression and release by intact islets for up to 48 h exposure to cytokines and hypoxia. A subset of stress-induced exo-miRNAs were assessed for recovery and detection as biomarkers of islet cell stress in a diabetic nude mouse xenotransplant model and in patients undergoing total pancreatectomy with islet auto-transplantation (TPIAT). Genes and signalling pathways targeted by stress-induced exo-miRNAs were identified by Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis and direct interactions of miRNAs with downstream signalling targets were validated in human islet cells using the miRNA Tests for Read Analysis and Prediction (MirTrap) system. RESULTS: Global exo-miRNA sequencing revealed that 879 miRNA species were released from human islets and 190 islet exo-miRNAs were differentially expressed in response to proinflammatory cytokines, hypoxia or both. Release of exo-miRNAs hsa-miR-29b-3p and hsa-miR-216a-5p was detected within 6 h of exposure to cytokines and hypoxia. The remaining subset of stress-induced exo-miRNAs, including hsa-miR-148a-3p and islet cell damage marker hsa-miR-375, showed delayed release at 24-48 h, correlating with apoptosis and cell death. Stress and damage exo-miRNAs were significantly elevated in the circulation in human-to-mouse xenotransplant models and in human transplant recipients. Elevated blood exo-miRNAs negatively correlated with post-transplant islet function based on comparisons of stress and damage exo-miRNA indices with Secretory Unit of Islet Transplant Objects (SUITO) indices. KEGG analysis and further validation of exo-miRNA targets by MirTrap analysis revealed significant enrichment of islet mRNAs involved in phosphoinositide 3-kinase/Akt and mitogen-activated protein kinase signalling pathways. CONCLUSIONS/INTERPRETATION: The study identifies exo-miRNAs differentially expressed and released by islets in response to damage and stress. These exo-miRNAs could serve as potential biomarkers for assessing islet damage and predicting outcomes in islet transplantation. Notably, exo-miRNAs 29b-3p and 216a-5p could be detected in islets prior to damage-released miRNAs and indicators of cellular apoptosis and death. Thus, these stress-induced exo-miRNAs may have potential diagnostic value for detecting early islet stress prior to progressive loss of islet cell mass and function. Further investigations are warranted to investigate the utility of these exo-miRNAs as early indicators of islet cell stress during prediabetic conditions.


Posted August 15th 2019

Profiling Gene Programs in the Blood during Liver Regeneration in Living Liver Donors.

Giuliano Testa M.D.

Giuliano Testa M.D.

Lawrence, M. C., C. M. Darden, S. Vasu, K. Kumano, J. Gu, X. Wang, J. Chan, Z. Xu, B. F. Lemoine, P. Nguyen, C. Smitherman, B. Naziruddin and G. Testa (2019). “Profiling Gene Programs in the Blood during Liver Regeneration in Living Liver Donors.” Liver Transpl Jul 24. [Epub ahead of print].

Full text of this article.

The human liver’s capacity to rapidly regenerate to a full-sized functional organ after resection has allowed successful outcomes for living-donor liver transplantation (LDLT) procedures. However, the ability to detect and track physiological changes occurring during liver regeneration after resection and throughout the restoration process is still lacking. We performed a comprehensive whole-transcriptome RNA sequencing analysis of liver and circulating blood tissue from 12 healthy LDLT donors to define biomarker signatures for monitoring physiological activities during liver regeneration at 14 time points for up to 1 year procedural follow up. LDLT donor liver tissue differentially expressed 1238 coding and noncoding genes post resection, and an additional 1260 genes were selectively regulated post-LDLT. A total of 15,011 RNA transcript species were identified in the blood in response to liver resection. Transcripts most highly regulated were sequentially expressed within three distinct peaks that correlated with sets of functional genes involved in induction of liver resection-specific innate immune response (Peak I), activation of the complement system (Peak II), and platelet activation and erythropoiesis (Peak III). Each peak corresponded with progressive phases of extracellular matrix degradation, remodeling, and organization during liver restoration. These processes could be tracked by distinct molecular signatures of upregulated and downregulated gene profiles in the blood during phases of liver repair and regeneration. In conclusion, the results establish temporal and dynamic transcriptional patterns of gene expression following surgical liver resection that can be detected in the blood and potentially used as biomarker signatures for monitoring phases of liver regeneration.


Posted June 15th 2018

Mechanistic insights into anticancer properties of oligomeric proanthocyanidins from grape seeds in colorectal cancer.

Shusuke Toden Ph.D.

Shusuke Toden Ph.D.

Ravindranathan, P., D. Pasham, U. Balaji, J. Cardenas, J. Gu, S. Toden and A. Goel (2018). “Mechanistic insights into anticancer properties of oligomeric proanthocyanidins from grape seeds in colorectal cancer.” Carcinogenesis 39(6): 767-777.

Full text of this article.

Although the anticancer properties of oligomeric proanthocyanidins (OPCs) from grape seeds have been well recognized, the molecular mechanisms by which they exert anticancer effects are poorly understood. In this study, through comprehensive RNA-sequencing-based gene expression profiling in multiple colorectal cancer cell lines, we for the first time illuminate the genome-wide effects of OPCs from grape seeds in colorectal cancer. Our data revealed that OPCs affect several key cancer-associated genes. In particular, genes involved in cell cycle and DNA replication were most significantly and consistently altered by OPCs across multiple cell lines. Intriguingly, our in vivo experiments showed that OPCs were significantly more potent at decreasing xenograft tumor growth compared with the unfractionated grape seed extract (GSE) that includes the larger polymers of proanthocyanidins. These findings were further confirmed in colorectal cancer patient-derived organoids, wherein OPCs more potently inhibited the formation of organoids compared with GSE. Furthermore, we validated alteration of cell cycle and DNA replication-associated genes in cancer cell lines, mice xenografts as well as patient-derived organoids. Overall, this study provides an unbiased and comprehensive look at the mechanisms by which OPCs exert anticancer properties in colorectal cancer.


Posted May 15th 2018

Mechanistic insights into anticancer properties of oligomeric proanthocyanidins from grape seeds in colorectal cancer.

Ajay Goel Ph.D.

Ajay Goel Ph.D.

Ravindranathan, P., D. Pasham, U. Balaji, J. Cardenas, J. Gu, S. Toden and A. Goel (2018). “Mechanistic insights into anticancer properties of oligomeric proanthocyanidins from grape seeds in colorectal cancer.” Carcinogenesis. Apr 19. [Epub ahead of print].

Full text of this article.

Although the anticancer properties of oligomeric proanthocyanidins (OPCs) from grape seeds have been well recognized, the molecular mechanisms by which they exert anticancer effects are poorly understood. In this study, through comprehensive RNA-sequencing-based gene expression profiling in multiple colorectal cancer cell lines, we for the first time illuminate the genome-wide effects of OPCs from grape seeds in colorectal cancer. Our data revealed that OPCs affect several key cancer-associated genes. In particular, genes involved in cell cycle and DNA replication were most significantly and consistently altered by OPCs across multiple cell lines. Intriguingly, our in vivo experiments showed that OPCs were significantly more potent at decreasing xenograft tumor growth compared with the unfractionated grape seed extract (GSE) that includes the larger polymers of proanthocyanidins. These findings were further confirmed in colorectal cancer patient-derived organoids, wherein OPCs more potently inhibited the formation of organoids compared with GSE. Furthermore, we validated alteration of cell cycle and DNA replication-associated genes in cancer cell lines, mice xenografts as well as patient-derived organoids. Overall, this study provides an unbiased and comprehensive look at the mechanisms by which OPCs exert anticancer properties in colorectal cancer.