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1.
iScience ; 27(3): 109121, 2024 Mar 15.
Article in English | MEDLINE | ID: mdl-38524370

ABSTRACT

Dysregulation of liver metabolism associated with obesity during feeding and fasting leads to the breakdown of metabolic homeostasis. However, the underlying mechanism remains unknown. Here, we measured multi-omics data in the liver of wild-type and leptin-deficient obese (ob/ob) mice at ad libitum feeding and constructed a differential regulatory trans-omic network of metabolic reactions. We compared the trans-omic network at feeding with that at 16 h fasting constructed in our previous study. Intermediate metabolites in glycolytic and nucleotide metabolism decreased in ob/ob mice at feeding but increased at fasting. Allosteric regulation reversely shifted between feeding and fasting, generally showing activation at feeding while inhibition at fasting in ob/ob mice. Transcriptional regulation was similar between feeding and fasting, generally showing inhibiting transcription factor regulations and activating enzyme protein regulations in ob/ob mice. The opposite metabolic dysregulation between feeding and fasting characterizes breakdown of metabolic homeostasis associated with obesity.

2.
Sci Rep ; 13(1): 19118, 2023 11 05.
Article in English | MEDLINE | ID: mdl-37926704

ABSTRACT

Each tissue has a dominant set of functional proteins required to mediate tissue-specific functions. Epigenetic modifications, transcription, and translational efficiency control tissue-dominant protein production. However, the coordination of these regulatory mechanisms to achieve such tissue-specific protein production remains unclear. Here, we analyzed the DNA methylome, transcriptome, and proteome in mouse liver and skeletal muscle. We found that DNA hypomethylation at promoter regions is globally associated with liver-dominant or skeletal muscle-dominant functional protein production within each tissue, as well as with genes encoding proteins involved in ubiquitous functions in both tissues. Thus, genes encoding liver-dominant proteins, such as those involved in glycolysis or gluconeogenesis, the urea cycle, complement and coagulation systems, enzymes of tryptophan metabolism, and cytochrome P450-related metabolism, were hypomethylated in the liver, whereas those encoding-skeletal muscle-dominant proteins, such as those involved in sarcomere organization, were hypomethylated in the skeletal muscle. Thus, DNA hypomethylation characterizes genes encoding tissue-dominant functional proteins.


Subject(s)
DNA Methylation , Liver , Mice , Animals , Liver/metabolism , Muscle, Skeletal/metabolism , Epigenesis, Genetic , Muscle Proteins/metabolism , DNA/metabolism
3.
J Pathol Inform ; 13: 100120, 2022.
Article in English | MEDLINE | ID: mdl-36268108

ABSTRACT

Assessment of the estrous cycle of mature female mammals is an important component of verifying the efficacy and safety of drug candidates. The common pathological approach of relying on expert observation has several drawbacks, including laborious work and inter-viewer variability. The recent advent of image recognition technologies using deep learning is expected to bring substantial benefits to such pathological assessments. We herein propose 2 distinct deep learning-based workflows to classify the estrous cycle stage from tissue images of the uterine horn and vagina, respectively. These constructed models were able to classify the estrous cycle stages with accuracy comparable with that of expert pathologists. Our digital workflows allow efficient pathological assessments of the estrous cycle stage in rats and are thus expected to accelerate drug research and development.

4.
Sci Rep ; 12(1): 13719, 2022 08 12.
Article in English | MEDLINE | ID: mdl-35962137

ABSTRACT

Metabolic regulation in skeletal muscle is essential for blood glucose homeostasis. Obesity causes insulin resistance in skeletal muscle, leading to hyperglycemia and type 2 diabetes. In this study, we performed multiomic analysis of the skeletal muscle of wild-type (WT) and leptin-deficient obese (ob/ob) mice, and constructed regulatory transomic networks for metabolism after oral glucose administration. Our network revealed that metabolic regulation by glucose-responsive metabolites had a major effect on WT mice, especially carbohydrate metabolic pathways. By contrast, in ob/ob mice, much of the metabolic regulation by glucose-responsive metabolites was lost and metabolic regulation by glucose-responsive genes was largely increased, especially in carbohydrate and lipid metabolic pathways. We present some characteristic metabolic regulatory pathways found in central carbon, branched amino acids, and ketone body metabolism. Our transomic analysis will provide insights into how skeletal muscle responds to changes in blood glucose and how it fails to respond in obesity.


Subject(s)
Diabetes Mellitus, Type 2 , Insulin Resistance , Animals , Blood Glucose/metabolism , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/metabolism , Glucose/metabolism , Insulin Resistance/physiology , Leptin/metabolism , Mice , Mice, Inbred C57BL , Mice, Obese , Muscle, Skeletal/metabolism , Obesity/genetics , Obesity/metabolism
5.
iScience ; 24(3): 102217, 2021 Mar 19.
Article in English | MEDLINE | ID: mdl-33748705

ABSTRACT

Systemic metabolic homeostasis is regulated by inter-organ metabolic cycles involving multiple organs. Obesity impairs inter-organ metabolic cycles, resulting in metabolic diseases. The systemic landscape of dysregulated inter-organ metabolic cycles in obesity has yet to be explored. Here, we measured the transcriptome, proteome, and metabolome in the liver and skeletal muscle and the metabolome in blood of fasted wild-type and leptin-deficient obese (ob/ob) mice, identifying components with differential abundance and differential regulation in ob/ob mice. By constructing and evaluating the trans-omic network controlling the differences in metabolic reactions between fasted wild-type and ob/ob mice, we provided potential mechanisms of the obesity-associated dysfunctions of metabolic cycles between liver and skeletal muscle involving glucose-alanine, glucose-lactate, and ketone bodies. Our study revealed obesity-associated systemic pathological mechanisms of dysfunction of inter-organ metabolic cycles.

6.
Sci Signal ; 13(660)2020 12 01.
Article in English | MEDLINE | ID: mdl-33262292

ABSTRACT

Impaired glucose tolerance associated with obesity causes postprandial hyperglycemia and can lead to type 2 diabetes. To study the differences in liver metabolism in healthy and obese states, we constructed and analyzed transomics glucose-responsive metabolic networks with layers for metabolites, expression data for metabolic enzyme genes, transcription factors, and insulin signaling proteins from the livers of healthy and obese mice. We integrated multiomics time course data from wild-type and leptin-deficient obese (ob/ob) mice after orally administered glucose. In wild-type mice, metabolic reactions were rapidly regulated within 10 min of oral glucose administration by glucose-responsive metabolites, which functioned as allosteric regulators and substrates of metabolic enzymes, and by Akt-induced changes in the expression of glucose-responsive genes encoding metabolic enzymes. In ob/ob mice, the majority of rapid regulation by glucose-responsive metabolites was absent. Instead, glucose administration produced slow changes in the expression of carbohydrate, lipid, and amino acid metabolic enzyme-encoding genes to alter metabolic reactions on a time scale of hours. Few regulatory events occurred in both healthy and obese mice. Thus, our transomics network analysis revealed that regulation of glucose-responsive liver metabolism is mediated through different mechanisms in healthy and obese states. Rapid changes in allosteric regulators and substrates and in gene expression dominate the healthy state, whereas slow changes in gene expression dominate the obese state.


Subject(s)
Gene Expression Profiling , Gene Expression Regulation , Glucose/metabolism , Liver/metabolism , Obesity/metabolism , Signal Transduction , Allosteric Regulation , Animals , Disease Models, Animal , Liver/pathology , Male , Mice , Mice, Obese , Obesity/pathology
7.
Cell Struct Funct ; 43(2): 171-176, 2018 Sep 01.
Article in English | MEDLINE | ID: mdl-30047514

ABSTRACT

The Warburg effect is one of the hallmarks of cancer cells, characterized by enhanced aerobic glycolysis. Despite intense research efforts, its functional relevance or biological significance to facilitate tumor progression is still debatable. Hence the question persists when and how the Warburg effect contributes to carcinogenesis. Especially, the role of metabolic changes at a very early stage of tumorigenesis has received relatively little attention, and how aerobic glycolysis impacts tumor incidence remains largely unknown. Here we discuss a novel paradigm for the effect of the Warburg effect that provides a suppressive role in oncogenesis.Key words: Warburg effect, aerobic glycolysis, cell competition, EDAC.


Subject(s)
Carcinogenesis/metabolism , Cell Transformation, Neoplastic/metabolism , Glycolysis , Adenosine Triphosphate/metabolism , Animals , Carcinogenesis/pathology , Cell Transformation, Neoplastic/pathology , Humans , Oxygen/metabolism , Reactive Oxygen Species/metabolism
8.
Cell Rep ; 23(4): 974-982, 2018 04 24.
Article in English | MEDLINE | ID: mdl-29694905

ABSTRACT

Recent studies have revealed that newly emerging transformed cells are often eliminated from epithelial tissues via cell competition with the surrounding normal epithelial cells. This cancer preventive phenomenon is termed epithelial defense against cancer (EDAC). However, it remains largely unknown whether and how EDAC is diminished during carcinogenesis. In this study, using a cell competition mouse model, we show that high-fat diet (HFD) feeding substantially attenuates the frequency of apical elimination of RasV12-transformed cells from intestinal and pancreatic epithelia. This process involves both lipid metabolism and chronic inflammation. Furthermore, aspirin treatment significantly facilitates eradication of transformed cells from the epithelial tissues in HFD-fed mice. Thus, our work demonstrates that obesity can profoundly influence competitive interaction between normal and transformed cells, providing insights into cell competition and cancer preventive medicine.


Subject(s)
Cell Transformation, Neoplastic/immunology , Dietary Fats/adverse effects , Epithelial Cells/immunology , Immunity, Innate/drug effects , Intestinal Mucosa/immunology , Obesity/immunology , Pancreas/immunology , Animals , Cell Transformation, Neoplastic/genetics , Cell Transformation, Neoplastic/pathology , Dietary Fats/pharmacology , Dogs , Epithelial Cells/pathology , Immunity, Innate/genetics , Intestinal Mucosa/pathology , Lipid Metabolism/drug effects , Lipid Metabolism/genetics , Lipid Metabolism/immunology , Madin Darby Canine Kidney Cells , Mice , Obesity/chemically induced , Obesity/genetics , Obesity/pathology , Pancreas/pathology
9.
Nat Cell Biol ; 19(5): 530-541, 2017 May.
Article in English | MEDLINE | ID: mdl-28414314

ABSTRACT

Recent studies have revealed that newly emerging transformed cells are often apically extruded from epithelial tissues. During this process, normal epithelial cells can recognize and actively eliminate transformed cells, a process called epithelial defence against cancer (EDAC). Here, we show that mitochondrial membrane potential is diminished in RasV12-transformed cells when they are surrounded by normal cells. In addition, glucose uptake is elevated, leading to higher lactate production. The mitochondrial dysfunction is driven by upregulation of pyruvate dehydrogenase kinase 4 (PDK4), which positively regulates elimination of RasV12-transformed cells. Furthermore, EDAC from the surrounding normal cells, involving filamin, drives the Warburg-effect-like metabolic alteration. Moreover, using a cell-competition mouse model, we demonstrate that PDK-mediated metabolic changes promote the elimination of RasV12-transformed cells from intestinal epithelia. These data indicate that non-cell-autonomous metabolic modulation is a crucial regulator for cell competition, shedding light on the unexplored events at the initial stage of carcinogenesis.


Subject(s)
Cell Communication , Cell Transformation, Neoplastic/metabolism , Energy Metabolism , Epithelial Cells/metabolism , Animals , Cell Line, Transformed , Cell Transformation, Neoplastic/genetics , Cell Transformation, Neoplastic/pathology , Coculture Techniques , Cytoskeletal Proteins/genetics , Cytoskeletal Proteins/metabolism , Dogs , Female , Genes, ras , Glucose/metabolism , Glycolysis , Lactic Acid/metabolism , Madin Darby Canine Kidney Cells , Male , Membrane Potential, Mitochondrial , Mice, Inbred C57BL , Mice, Transgenic , Mitochondria/metabolism , Protein Kinases/genetics , Protein Kinases/metabolism , RNA Interference , Signal Transduction , Tissue Culture Techniques , Transfection
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