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Browsing by Author "Zhang, Chi"
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Item A graph neural network model to estimate cell-wise metabolic flux using single-cell RNA-seq data(Cold Spring Harbor Laboratory, 2021) Alghamdi, Norah; Chang, Wennan; Dang, Pengtao; Lu, Xiaoyu; Wan, Changlin; Gampala, Silpa; Huang, Zhi; Wang, Jiashi; Ma, Qin; Zang, Yong; Fishel, Melissa; Cao, Sha; Zhang, Chi; Medical and Molecular Genetics, School of MedicineThe metabolic heterogeneity and metabolic interplay between cells are known as significant contributors to disease treatment resistance. However, with the lack of a mature high-throughput single-cell metabolomics technology, we are yet to establish systematic understanding of the intra-tissue metabolic heterogeneity and cooperative mechanisms. To mitigate this knowledge gap, we developed a novel computational method, namely, single-cell flux estimation analysis (scFEA), to infer the cell-wise fluxome from single-cell RNA-sequencing (scRNA-seq) data. scFEA is empowered by a systematically reconstructed human metabolic map as a factor graph, a novel probabilistic model to leverage the flux balance constraints on scRNA-seq data, and a novel graph neural network-based optimization solver. The intricate information cascade from transcriptome to metabolome was captured using multilayer neural networks to capitulate the nonlinear dependency between enzymatic gene expressions and reaction rates. We experimentally validated scFEA by generating an scRNA-seq data set with matched metabolomics data on cells of perturbed oxygen and genetic conditions. Application of scFEA on this data set showed the consistency between predicted flux and the observed variation of metabolite abundance in the matched metabolomics data. We also applied scFEA on five publicly available scRNA-seq and spatial transcriptomics data sets and identified context- and cell group-specific metabolic variations. The cell-wise fluxome predicted by scFEA empowers a series of downstream analyses including identification of metabolic modules or cell groups that share common metabolic variations, sensitivity evaluation of enzymes with regards to their impact on the whole metabolic flux, and inference of cell-tissue and cell-cell metabolic communications.Item Acid–base Homeostasis and Implications to the Phenotypic Behaviors of Cancer(Elsevier, 2023) Zhou, Yi; Chang, Wennan; Lu, Xiaoyu; Wang, Jin; Zhang, Chi; Xu, Ying; Medical and Molecular Genetics, School of MedicineAcid-base homeostasis is a fundamental property of living cells, and its persistent disruption in human cells can lead to a wide range of diseases. In this study, we conducted a computational modeling analysis of transcriptomic data of 4750 human tissue samples of 9 cancer types in The Cancer Genome Atlas (TCGA) database. Built on our previous study, we quantitatively estimated the average production rate of OH- by cytosolic Fenton reactions, which continuously disrupt the intracellular pH (pHi) homeostasis. Our predictions indicate that all or at least a subset of 43 reprogrammed metabolisms (RMs) are induced to produce net protons (H+) at comparable rates of Fenton reactions to keep the pHi stable. We then discovered that a number of well-known phenotypes of cancers, including increased growth rate, metastasis rate, and local immune cell composition, can be naturally explained in terms of the Fenton reaction level and the induced RMs. This study strongly suggests the possibility to have a unified framework for studies of cancer-inducing stressors, adaptive metabolic reprogramming, and cancerous behaviors. In addition, strong evidence is provided to demonstrate that a popular view that Na+/H+ exchangers along with lactic acid exporters and carbonic anhydrases are responsible for the intracellular alkalization and extracellular acidification in cancer may not be justified.Item Activation of the integrated stress response (ISR) pathways in response to Ref-1 inhibition in human pancreatic cancer and its tumor microenvironment(Frontiers Media, 2023-04-27) Mijit, Mahmut; Boner, Megan; Cordova, Ricardo A.; Gampala, Silpa; Kpenu, Eyram; Klunk, Angela J.; Zhang, Chi; Kelley, Mark R.; Staschke, Kirk A.; Fishel, Melissa L.; Pediatrics, School of MedicinePancreatic cancer or pancreatic ductal adenocarcinoma (PDAC) is characterized by a profound inflammatory tumor microenvironment (TME) with high heterogeneity, metastatic propensity, and extreme hypoxia. The integrated stress response (ISR) pathway features a family of protein kinases that phosphorylate eukaryotic initiation factor 2 (eIF2) and regulate translation in response to diverse stress conditions, including hypoxia. We previously demonstrated that eIF2 signaling pathways were profoundly affected in response to Redox factor-1 (Ref-1) knockdown in human PDAC cells. Ref-1 is a dual function enzyme with activities of DNA repair and redox signaling, responds to cellular stress, and regulates survival pathways. The redox function of Ref-1 directly regulates multiple transcription factors including HIF-1α, STAT3, and NF-κB, which are highly active in the PDAC TME. However, the mechanistic details of the crosstalk between Ref-1 redox signaling and activation of ISR pathways are unclear. Following Ref-1 knockdown, induction of ISR was observed under normoxic conditions, while hypoxic conditions were sufficient to activate ISR irrespective of Ref-1 levels. Inhibition of Ref-1 redox activity increased expression of p-eIF2 and ATF4 transcriptional activity in a concentration-dependent manner in multiple human PDAC cell lines, and the effect on eIF2 phosphorylation was PERK-dependent. Treatment with PERK inhibitor, AMG-44 at high concentrations resulted in activation of the alternative ISR kinase, GCN2 and induced levels of p-eIF2 and ATF4 in both tumor cells and cancer-associated fibroblasts (CAFs). Combination treatment with inhibitors of Ref-1 and PERK enhanced cell killing effects in both human pancreatic cancer lines and CAFs in 3D co-culture, but only at high doses of PERK inhibitors. This effect was completely abrogated when Ref-1 inhibitors were used in combination with GCN2 inhibitor, GCN2iB. We demonstrate that targeting of Ref-1 redox signaling activates the ISR in multiple PDAC lines and that this activation of ISR is critical for inhibition of the growth of co-culture spheroids. Combination effects were only observed in physiologically relevant 3D co-cultures, suggesting that the model system utilized can greatly affect the outcome of these targeted agents. Inhibition of Ref-1 signaling induces cell death through ISR signaling pathways, and combination of Ref-1 redox signaling blockade with ISR activation could be a novel therapeutic strategy for PDAC treatment.Item Anti-tumor activity and mechanistic characterization of APE1/Ref-1 inhibitors in bladder cancer(American Association for Cancer Research, 2019-08-14) Fishel, Melissa L.; Xia, Hanyu; McGeown, Jack; McIlwain, David W.; Elbanna, May; Craft, Ariel A.; Kaimakliotis, Hristos Z.; Sandusky, George E.; Zhang, Chi; Pili, Roberto; Kelley, Mark R.; Jerde, Travis J.; Pharmacology and Toxicology, School of MedicineBladder cancer is the ninth most common cause of cancer-related deaths worldwide. Although cisplatin is used routinely in treating bladder cancer, refractory disease remains lethal for many patients. The recent addition of immunotherapy has improved patient outcomes; however, a large cohort of patients does not respond to these treatments. Therefore, identification of innovative molecular targets for bladder cancer is crucial. Apurinic/apyrimidinic endonuclease 1/redox factor-1 (APE1/Ref-1) is a multifunctional protein involved in both DNA repair and activation of transcription factors through reduction-oxidation (redox) regulation. High APE1/Ref-1 expression is associated with shorter patient survival time in many cancer types. In this study, we found high APE1/Ref-1 expression in human bladder cancer tissue relative to benign urothelium. Inhibition of APE1/Ref-1 redox signaling using APE1/Ref-1-specific inhibitors attenuates bladder cancer cell proliferation in monolayer, in three-dimensional cultures, and in vivo. This inhibition corresponds with an increase in apoptosis and decreased transcriptional activity of NF-κB and STAT3, transcription factors known to be regulated by APE1/Ref-1, resulting in decreased expression of downstream effectors survivin and Cyclin D1 in vitro and in vivo. We also demonstrate that in vitro treatment of bladder cancer cells with APE1/Ref-1 redox inhibitors in combination with standard-of-care chemotherapy cisplatin is more effective than cisplatin alone at inhibiting cell proliferation. Collectively, our data demonstrate that APE1/Ref-1 is a viable drug target for the treatment of bladder cancer, provide a mechanism of APE1/Ref-1 action in bladder cancer cells, and support the use of novel redox-selective APE1/Ref-1 inhibitors in clinical studies. SIGNIFICANCE: This work identifies a critical mechanism for APE1/Ref-1 in bladder cancer growth and provides compelling preclinical data using selective redox activity inhibitors of APE1/Ref-1 in vitro and in vivo.Item APOE4 Drives Impairment in Astrocyte-Neuron Coupling in Alzheimer's Disease and Works Through Mechanisms in Early Disease to Influence Pathology(2023-05) Brink, Danika Marie Tumbleson; Lamb, Bruce; Bissel, Stephanie; Herbert, Brittney-Shea; Landreth, Gary; Puntambekar, Shweta; Saykin, Andrew; Zhang, ChiAlzheimer’s disease (AD) is a neurodegenerative disorder resulting in progressive memory loss, brain atrophy, and eventual death. AD pathology is characterized by the accumulation of neurotoxic amyloid-beta (Aβ) plaques, synapse loss, neurofibrillary tangles (NFTs), and neurodegeneration. The APOE4 allele is associated with a 3-fold increased risk for AD and results in increased Aβ plaque deposition, reduced Aβ clearance, and reduced synaptic plasticity. Although APOE expression is upregulated in microglia in AD, APOE is expressed primarily by astrocytes in the CNS. It is not well understood how astrocytic APOE drives the mechanisms that result in worsened AD outcomes. Here, digital spatial profiling and bioinformatics data suggest that APOE4 causes transcriptional dysregulation in early AD and may disrupt neuronal processes via astrocytes. Whole transcriptome data from plaque and non-plaque regions in the cortices and hippocampus of 4- and 8-month-old AD model mice expressing humanized APOE4/4 or APOE3/3 (control) were analyzed. Transcriptional dysregulation was increased in APOE4/4 AD mice compared to that in APOE3/3 at 4 but not 8 months of age, suggesting that early dysregulation of APOE4-driven disease mechanisms may shape degenerative outcomes in late-stage AD. Additionally, APOE4/4 potentially functions via plaque-independent mechanisms to influence neuronal function in early AD before the onset of pathology. Single-nuclei RNA sequencing data were obtained from human post-mortem astrocytes and the bioinformatic analyses revealed a novel astrocyte subtype that highly expresses several top genes involved in functional alterations associated with APOE4, including neuronal generation, development, and differentiation, and synaptic transmission and organization. Overall, our findings indicate that APOE4 may drive degenerative outcomes through the presented astrocyte candidate pathways. These pathways represent potential targets for investigations into early intervention strategies for APOE4/4 patients.Item Asparagine bioavailability regulates the translation of MYC oncogene(Springer Nature, 2022) Srivastava, Sankalp; Jiang, Jie; Misra, Jagannath; Seim, Gretchen; Staschke, Kirk A.; Zhong, Minghua; Zhou, Leonardo; Liu, Yu; Chen, Chong; Davé, Utpal; Kapur, Reuben; Batra, Sandeep; Zhang, Chi; Zhou, Jiehao; Fan, Jing; Wek, Ronald C.; Zhang, Ji; Pediatrics, School of MedicineAmino acid restriction has recently emerged as a compelling strategy to inhibit tumor growth. Recent work suggests that amino acids can regulate cellular signaling in addition to their role as biosynthetic substrates. Using lymphoid cancer cells as a model, we found that asparagine depletion acutely reduces the expression of c-MYC protein without changing its mRNA expression. Furthermore, asparagine depletion inhibits the translation of MYC mRNA without altering the rate of MYC protein degradation. Of interest, the inhibitory effect on MYC mRNA translation during asparagine depletion is not due to the activation of the general controlled nonderepressible 2 (GCN2) pathway and is not a consequence of the inhibition of global protein synthesis. In addition, both the 5' and 3' untranslated regions (UTRs) of MYC mRNA are not required for this inhibitory effect. Finally, using a MYC-driven mouse B cell lymphoma model, we found that shRNA inhibition of asparagine synthetase (ASNS) or pharmacological inhibition of asparagine production can significantly reduce the MYC protein expression and tumor growth when environmental asparagine becomes limiting. Since MYC is a critical oncogene, our results uncover a molecular connection between MYC mRNA translation and asparagine bioavailability and shed light on a potential to target MYC oncogene post-transcriptionally through asparagine restriction.Item Asparagine starvation suppresses histone demethylation through iron depletion(Elsevier, 2023-03-16) Jiang, Jie; Srivastava, Sankalp; Liu, Sheng; Seim, Gretchen; Claude, Rodney; Zhong, Minghua; Cao, Sha; Davé, Utpal; Kapur, Reuben; Mosley, Amber L.; Zhang, Chi; Wan, Jun; Fan, Jing; Zhang, Ji; Pediatrics, School of MedicineIntracellular α-ketoglutarate is an indispensable substrate for the Jumonji family of histone demethylases (JHDMs) mediating most of the histone demethylation reactions. Since α-ketoglutarate is an intermediate of the tricarboxylic acid cycle and a product of transamination, its availability is governed by the metabolism of several amino acids. Here, we show that asparagine starvation suppresses global histone demethylation. This process is neither due to the change of expression of histone-modifying enzymes nor due to the change of intracellular levels of α-ketoglutarate. Rather, asparagine starvation reduces the intracellular pool of labile iron, a key co-factor for the JHDMs to function. Mechanistically, asparagine starvation suppresses the expression of the transferrin receptor to limit iron uptake. Furthermore, iron supplementation to the culture medium restores histone demethylation and alters gene expression to accelerate cell death upon asparagine depletion. These results suggest that suppressing iron-dependent histone demethylation is part of the cellular adaptive response to asparagine starvation.Item Astrocytes modulate neurodegenerative phenotypes associated with glaucoma in OPTN(E50K) human stem cell-derived retinal ganglion cells(Elsevier, 2022) Gomes, Cátia; VanderWall, Kirstin B.; Pan, Yanling; Lu, Xiaoyu; Lavekar, Sailee S.; Huang, Kang-Chieh; Fligor, Clarisse M.; Harkin, Jade; Zhang, Chi; Cummins, Theodore R.; Meyer, Jason S.; Medical and Molecular Genetics, School of MedicineAlthough the degeneration of retinal ganglion cells (RGCs) is a primary characteristic of glaucoma, astrocytes also contribute to their neurodegeneration in disease states. Although studies often explore cell-autonomous aspects of RGC neurodegeneration, a more comprehensive model of glaucoma should take into consideration interactions between astrocytes and RGCs. To explore this concept, RGCs and astrocytes were differentiated from human pluripotent stem cells (hPSCs) with a glaucoma-associated OPTN(E50K) mutation along with corresponding isogenic controls. Initial results indicated significant changes in OPTN(E50K) astrocytes, including evidence of autophagy dysfunction. Subsequently, co-culture experiments demonstrated that OPTN(E50K) astrocytes led to neurodegenerative properties in otherwise healthy RGCs, while healthy astrocytes rescued some neurodegenerative features in OPTN(E50K) RGCs. These results are the first to identify disease phenotypes in OPTN(E50K) astrocytes, including how their modulation of RGCs is affected. Moreover, these results support the concept that astrocytes could offer a promising target for therapeutic intervention in glaucoma.Item Atractylenolide I enhances responsiveness to immune checkpoint blockade therapy by activating tumor antigen presentation(The American Society for Clinical Investigation, 2021-05-17) Xu, Hanchen; Van der Jeught, Kevin; Zhou, Zhuolong; Zhang, Lu; Yu, Tao; Sun, Yifan; Li, Yujing; Wan, Changlin; So, Ka Man; Liu, Degang; Frieden, Michael; Fang, Yuanzhang; Mosley, Amber L.; He, Xiaoming; Zhang, Xinna; Sandusky, George E.; Liu, Yunlong; Meroueh, Samy O.; Zhang, Chi; Wijeratne, Aruna B.; Huang, Cheng; Ji, Guang; Lu, Xiongbin; Medical and Molecular Genetics, School of MedicineOne of the primary mechanisms of tumor cell immune evasion is the loss of antigenicity, which arises due to lack of immunogenic tumor antigens as well as dysregulation of the antigen processing machinery. In a screen for small-molecule compounds from herbal medicine that potentiate T cell–mediated cytotoxicity, we identified atractylenolide I (ATT-I), which substantially promotes tumor antigen presentation of both human and mouse colorectal cancer (CRC) cells and thereby enhances the cytotoxic response of CD8+ T cells. Cellular thermal shift assay (CETSA) with multiplexed quantitative mass spectrometry identified the proteasome 26S subunit non–ATPase 4 (PSMD4), an essential component of the immunoproteasome complex, as a primary target protein of ATT-I. Binding of ATT-I with PSMD4 augments the antigen-processing activity of immunoproteasome, leading to enhanced MHC-I–mediated antigen presentation on cancer cells. In syngeneic mouse CRC models and human patient–derived CRC organoid models, ATT-I treatment promotes the cytotoxicity of CD8+ T cells and thus profoundly enhances the efficacy of immune checkpoint blockade therapy. Collectively, we show here that targeting the function of immunoproteasome with ATT-I promotes tumor antigen presentation and empowers T cell cytotoxicity, thus elevating the tumor response to immunotherapy.Item BATF Regulates T Regulatory Cell Functional Specification and Fitness of Triglyceride Metabolism in Restraining Allergic Responses(American Association of Immunologists, 2021) Xu, Chengxian; Fu, Yongyao; Liu, Sheng; Trittipo, Jack; Lu, Xiaoyu; Qi, Rong; Du, Hong; Yan, Cong; Zhang, Chi; Wan, Jun; Kaplan, Mark H.; Yang, Kai; Pediatrics, School of MedicinePreserving appropriate function and metabolism in regulatory T (Treg) cells is crucial for controlling immune tolerance and inflammatory responses. Yet how Treg cells coordinate cellular metabolic programs to support their functional specification remains elusive. In this study, we report that BATF couples the TH2-suppressive function and triglyceride (TG) metabolism in Treg cells for controlling allergic airway inflammation and IgE responses. Mice with Treg-specific ablation of BATF developed an inflammatory disorder characterized by TH2-type dominant responses and were predisposed to house dust mite-induced airway inflammation. Loss of BATF enabled Treg cells to acquire TH2 cell-like characteristics. Moreover, BATF-deficient Treg cells displayed elevated levels of cellular TGs, and repressing or elevating TGs, respectively, restored or exacerbated their defects. Mechanistically, TCR/CD28 costimulation enhanced expression and function of BATF, which sustained IRF4 activity to preserve Treg cell functionality. Thus, our studies reveal that BATF links Treg cell functional specification and fitness of cellular TGs to control allergic responses, and suggest that therapeutic targeting of TG metabolism could be used for the treatment of allergic disease.