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1.
Cytokine ; 180: 156672, 2024 Aug.
Article in English | MEDLINE | ID: mdl-38852492

ABSTRACT

BACKGROUND: Despite recent advances in therapeutic regimens, the prognosis of acute myeloid leukemia (AML) remains poor. Following our previous finding that interleukin-33 (IL-33) promotes cell survival along with activated NF-κB in AML, we further investigated the role of NF-κB during leukemia development. METHODS: Flow cytometry was performed to value the apoptosis and proliferation. qRT-PCR and western blot were performed to detect the expression of IL-6, active caspase 3, BIRC2, Bcl-2, and Bax, as well as activated NF-κB p65 and AKT. Finally, xenograft mouse models and AML patient samples were used to verify the findings observed in AML cell lines. RESULTS: IL-33-mediated NF-κB activation in AML cell lines contributes to a reduction in apoptosis, an increase in proliferation rate as well as a decrease in drug sensitivity, which were reversed by NF-κB inhibitor, Bay-117085. Moreover, IL-33 decreased the expression of active caspase-3 while increasing the levels of BIRC2, Bcl-2, and Bax, and these effects were blocked by Bay-117085. Additionally, NF-κB activation induced by IL-33 increases the production of IL-6 and autocrine activation of AKT. Co-culture of bone marrow stroma with AML cells resulted in increased IL-33 expression by leukemia cells, along with decreased apoptosis level and reduced drug sensitivity. Finally, we confirmed the in vivo pro-tumor effect mediated by IL-33/ NF-κB axis using a xenograft model of AML. CONCLUSION: Our data indicate that IL-33/IL1RL1-dependent signaling contributes to AML cell activation of NF-κB, which in turn causes autocrine IL-6-induced activation of pAKT, supporting IL-33/NF-κB/pAKT as a potential target for AML therapy.


Subject(s)
Apoptosis , Drug Resistance, Neoplasm , Interleukin-33 , Leukemia, Myeloid, Acute , NF-kappa B , Humans , Leukemia, Myeloid, Acute/metabolism , Leukemia, Myeloid, Acute/pathology , Leukemia, Myeloid, Acute/drug therapy , Apoptosis/drug effects , NF-kappa B/metabolism , Animals , Interleukin-33/metabolism , Mice , Drug Resistance, Neoplasm/drug effects , Cell Line, Tumor , Cell Proliferation/drug effects , Female , Signal Transduction/drug effects , Male , Xenograft Model Antitumor Assays , Proto-Oncogene Proteins c-akt/metabolism
2.
Cardiovasc Diabetol ; 20(1): 157, 2021 07 28.
Article in English | MEDLINE | ID: mdl-34321008

ABSTRACT

BACKGROUND: The fibroblast growth factor (FGF) 21-adiponectin pathway is involved in the regulation of insulin resistance. However, the relationship between the FGF21-adiponectin pathway and type 2 diabetes in humans is unclear. Here, we investigated the association of FGF21/adiponectin ratio with deterioration in glycemia in a prospective cohort study. METHODS: We studied 6361 subjects recruited from the prospective Shanghai Nicheng Cohort Study in China. The association between baseline FGF21/adiponectin ratio and new-onset diabetes and incident prediabetes was evaluated using multiple logistic regression analysis. RESULTS: At baseline, FGF21/adiponectin ratio levels increased progressively with the deterioration in glycemic control from normal glucose tolerance to prediabetes and diabetes (p for trend < 0.001). Over a median follow-up of 4.6 years, 195 subjects developed new-onset diabetes and 351 subjects developed incident prediabetes. Elevated baseline FGF21/adiponectin ratio was a significant predictor of new-onset diabetes independent of traditional risk factors, especially in subjects with prediabetes (odds ratio, 1.367; p = 0.001). Moreover, FGF21/adiponectin ratio predicted incident prediabetes (odds ratio, 1.185; p = 0.021) while neither FGF21 nor adiponectin were independent predictors of incident prediabetes (both p > 0.05). Furthermore, net reclassification improvement and integrated discrimination improvement analyses showed that FGF21/adiponectin ratio provided a better performance in diabetes risk prediction than the use of FGF21 or adiponectin alone. CONCLUSIONS: FGF21/adiponectin ratio independently predicted the onset of prediabetes and diabetes, with the potential to be a useful biomarker of deterioration in glycemia.


Subject(s)
Adiponectin/blood , Blood Glucose/metabolism , Diabetes Mellitus/blood , Fibroblast Growth Factors/blood , Prediabetic State/blood , Aged , Biomarkers/blood , China/epidemiology , Diabetes Mellitus/diagnosis , Diabetes Mellitus/epidemiology , Disease Progression , Female , Humans , Incidence , Male , Middle Aged , Prediabetic State/diagnosis , Prediabetic State/epidemiology , Prospective Studies , Risk Assessment , Risk Factors , Time Factors
3.
J Biomed Inform ; 106: 103430, 2020 06.
Article in English | MEDLINE | ID: mdl-32371232

ABSTRACT

Laparoscopic liver surgery is challenging to perform because of compromised ability of the surgeon to localize subsurface anatomy due to minimal invasive visibility. While image guidance has the potential to address this barrier, intraoperative factors, such as insufflations and variable degrees of organ mobilization from supporting ligaments, may generate substantial deformation. The navigation ability in terms of searching and tagging within liver views has not been characterized, and current object detection methods do not account for the mechanics of how these features could be applied to the liver images. In this research, we have proposed spatial pyramid based searching and tagging of liver's intraoperative views using convolution neural network (SPST-CNN). By exploiting a hybrid combination of an image pyramid at input and spatial pyramid pooling layer at deeper stages of SPST-CNN, we reveal the gains of full-image representations for searching and tagging variable scaled liver live views. SPST-CNN provides pinpoint searching and tagging of intraoperative liver views to obtain up-to-date information about the location and shape of the area of interest. Downsampling input using image pyramid enables SPST-CNN framework to deploy input images with a diversity of resolutions for achieving scale-invariance feature. We have compared the proposed approach to the four recent state-of-the-art approaches and our method achieved better mAP up to 85.9%.


Subject(s)
Image Processing, Computer-Assisted , Neural Networks, Computer , Liver/diagnostic imaging , Liver/surgery
4.
Acta Pharmacol Sin ; 41(4): 554-560, 2020 Apr.
Article in English | MEDLINE | ID: mdl-31776449

ABSTRACT

Magnetic resonance spectroscopy (MRS) is notably accurate for even minimal degree of hepatic steatosis in non-alcoholic fatty liver disease (NAFLD). But routine use of MRS is limited by its cost and availability. In this study, we developed a diagnostic model combining ultrasonography with biomarkers to identify mild NAFLD, with MRS as the reference standard. A total of 422 eligible subjects were enrolled. The serum levels of fibroblast growth factor 21 (FGF21), cytokeratin 18 M65ED, proteinase 3, neutrophil elastase, alpha-1 antitrypsin, and neutrophil elastase/alpha-1 antitrypsin were measured using ELISA assays. We found that among the six biomarkers, only serum FGF21 was independently associated with intrahepatic triglyceride content (IHTC, standardized ß = 0.185, P < 0.001) and was an independent risk factor for mild NAFLD. Thus, we established a Mild NAFLD Model based on FGF21, alanine transaminase, triglycerides, and body mass index. The area under the receiver-operating characteristic curve of the Mild NAFLD Model was 0.853 (95% confidence interval: 0.816-0.886). Furthermore, a two-step approach combining ultrasonography with the Mild NAFLD Model displayed a better sensitivity for diagnosing mild NAFLD compared with each method alone, with a sensitivity of 97.32% and a negative predictive value of 85.48%. This two-step approach combining ultrasonography and the Mild NAFLD Model derived from serum FGF21 improves the diagnosis of mild NAFLD and can be applied to the early diagnosis of NAFLD in clinical practice.


Subject(s)
Fibroblast Growth Factors/blood , Non-alcoholic Fatty Liver Disease/diagnosis , Adolescent , Adult , Aged , Biomarkers/blood , Female , Humans , Magnetic Resonance Spectroscopy , Male , Middle Aged , Non-alcoholic Fatty Liver Disease/blood , Ultrasonography , Young Adult
5.
J Biol Chem ; 289(43): 29751-65, 2014 Oct 24.
Article in English | MEDLINE | ID: mdl-25170079

ABSTRACT

Endoplasmic reticulum (ER) stress activates the adaptive unfolded protein response (UPR) and represents a critical mechanism that underlies metabolic dysfunctions. Fibroblast growth factor 21 (FGF21), a hormone that is predominantly secreted by the liver, exerts a broad range of effects upon the metabolism of carbohydrates and lipids. Although increased circulating levels of FGF21 have been documented in animal models and human subjects with obesity and nonalcoholic fatty liver disease, the functional interconnections between metabolic ER stress and FGF21 are incompletely understood. Here, we report that increased ER stress along with the simultaneous elevation of FGF21 expression were associated with the occurrence of nonalcoholic fatty liver disease both in diet-induced obese mice and human patients. Intraperitoneal administration of the ER stressor tunicamycin in mice resulted in hepatic steatosis, accompanied by activation of the three canonical UPR branches and increased the expression of FGF21. Furthermore, the IRE1α-XBP1 pathway of the UPR could directly activate the transcriptional expression of Fgf21. Administration of recombinant FGF21 in mice alleviated tunicamycin-induced liver steatosis, in parallel with reduced eIF2α-ATF4-CHOP signaling. Taken together, these results suggest that FGF21 is an integral physiological component of the cellular UPR program, which exerts beneficial feedback effects upon lipid metabolism through counteracting ER stress.


Subject(s)
DNA-Binding Proteins/metabolism , Endoplasmic Reticulum Stress/genetics , Endoribonucleases/metabolism , Fatty Liver/genetics , Fibroblast Growth Factors/genetics , Protein Serine-Threonine Kinases/metabolism , Transcription Factors/metabolism , Unfolded Protein Response/genetics , Animals , Base Sequence , Diet , Enzyme Activation/drug effects , Extracellular Signal-Regulated MAP Kinases/antagonists & inhibitors , Extracellular Signal-Regulated MAP Kinases/metabolism , Fatty Liver/pathology , Fibroblast Growth Factors/metabolism , Hep G2 Cells , Hepatocytes/drug effects , Hepatocytes/metabolism , Hepatocytes/pathology , Humans , Male , Mice, Inbred C57BL , Mice, Obese , Molecular Sequence Data , Non-alcoholic Fatty Liver Disease/metabolism , Non-alcoholic Fatty Liver Disease/pathology , Organ Specificity/drug effects , Organ Specificity/genetics , Promoter Regions, Genetic/genetics , Recombinant Proteins/pharmacology , Regulatory Factor X Transcription Factors , Signal Transduction/drug effects , Signal Transduction/genetics , Transcription, Genetic/drug effects , Transcriptional Activation/drug effects , Transcriptional Activation/genetics , Unfolded Protein Response/drug effects , X-Box Binding Protein 1
6.
Biochem Biophys Res Commun ; 459(2): 300-305, 2015 Apr 03.
Article in English | MEDLINE | ID: mdl-25727012

ABSTRACT

Fibroblast growth factor 21 (FGF21) plays critical roles in regulating glucose and lipid metabolism. ß-Klotho is the co-receptor for mediating FGF21 signaling, and the mRNA levels of this receptor are increased in the liver of human subjects with obesity. However, the molecular mechanisms underlying the regulation of ß-klotho expression remain poorly defined. Here, we report that elevation of ß-klotho protein expression in diet-induced obese mice and human patients is associated with increased endoplasmic reticulum (ER) stress. In vivo study indicates that administration of the ER stressor tunicamycin in mice led to increased expression of ß-klotho in the liver. In addition, we show that ER stress is sufficient to potentiate FGF21 signaling in HepG2 cell and ATF4 signaling pathway is essential for mediating the effect of ER stress on ß-klotho expression. These findings demonstrate a link of ER stress with up-regulation of hepatic ß-klotho expression and the molecular mechanism underlying ER stress-regulated FGF21 signaling.


Subject(s)
Activating Transcription Factor 4/metabolism , Endoplasmic Reticulum Stress , Liver/metabolism , Membrane Proteins/metabolism , Animals , Diet, High-Fat/adverse effects , Endoplasmic Reticulum Stress/drug effects , Fatty Liver/genetics , Fatty Liver/metabolism , Fibroblast Growth Factors/metabolism , Hep G2 Cells , Humans , Klotho Proteins , Liver/drug effects , Male , Membrane Proteins/genetics , Mice , Mice, Inbred C57BL , Mice, Obese , Obesity/etiology , Obesity/genetics , Obesity/metabolism , Signal Transduction/drug effects , Tunicamycin/toxicity , Up-Regulation/genetics
7.
Hepatology ; 60(3): 977-89, 2014 Sep.
Article in English | MEDLINE | ID: mdl-24590984

ABSTRACT

UNLABELLED: Acetaminophen (APAP) overdose is a leading cause of drug-induced hepatotoxicity and acute liver failure worldwide, but its pathophysiology remains incompletely understood. Fibroblast growth factor 21 (FGF21) is a hepatocyte-secreted hormone with pleiotropic effects on glucose and lipid metabolism. This study aimed to investigate the pathophysiological role of FGF21 in APAP-induced hepatotoxicity in mice. In response to APAP overdose, both hepatic expression and circulating levels of FGF21 in mice were dramatically increased as early as 3 hours, prior to elevations of the liver injury markers alanine aminotransferase (ALT) and aspartate aminotransferase (AST). APAP overdose-induced liver damage and mortality in FGF21 knockout (KO) mice were markedly aggravated, which was accompanied by increased oxidative stress and impaired antioxidant capacities as compared to wild-type (WT) littermates. By contrast, replenishment of recombinant FGF21 largely reversed APAP-induced hepatic oxidative stress and liver injury in FGF21 KO mice. Mechanistically, FGF21 induced hepatic expression of peroxisome proliferator-activated receptor coactivator protein-1α (PGC-1α), thereby increasing the nuclear abundance of nuclear factor erythroid 2-related factor 2 (Nrf2) and subsequent up-regulation of several antioxidant genes. The beneficial effects of recombinant FGF21 on up-regulation of Nrf2 and antioxidant genes and alleviation of APAP-induced oxidative stress and liver injury were largely abolished by adenovirus-mediated knockdown of hepatic PGC-1α expression, whereas overexpression of PGC-1α was sufficient to counteract the increased susceptibility of FGF21 KO mice to APAP-induced hepatotoxicity. CONCLUSION: The marked elevation of FGF21 by APAP overdose may represent a compensatory mechanism to protect against the drug-induced hepatotoxicity, by enhancing PGC-1α/Nrf2-mediated antioxidant capacity in the liver.


Subject(s)
Acetaminophen/toxicity , Analgesics, Non-Narcotic/toxicity , Antioxidants/physiology , Chemical and Drug Induced Liver Injury/prevention & control , Fibroblast Growth Factors/therapeutic use , Transcription Factors/physiology , Animals , Chemical and Drug Induced Liver Injury/etiology , Chemical and Drug Induced Liver Injury/mortality , Drug Synergism , Fibroblast Growth Factors/blood , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , NF-E2-Related Factor 2/metabolism , Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-alpha , Reactive Oxygen Species/metabolism
8.
Arterioscler Thromb Vasc Biol ; 34(11): 2457-64, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25189569

ABSTRACT

OBJECTIVE: Adipose tissue inflammation and perturbation of adipokine secretion may contribute to the pathogenesis of cardiovascular diseases (CVD). Lipocalin-2 (LCN2), mainly released from adipocytes, has been shown to be positively associated with CVD in cross-sectional studies. We aimed to evaluate the association of LCN2 with CVD involving a population-based cohort recruited from the Shanghai Diabetes Study. APPROACH AND RESULTS: Serum LCN2 levels were measured using ELISA. Independent predictors of CVD development were identified using Cox proportion hazards regression. The predictive performances of the various models were assessed by Kaplan-Meier analysis. At baseline, circulating LCN2 was significantly associated with a cluster of traditional cardiovascular risk factors. Baseline LCN2 levels in male subjects who developed CVD events during follow-up were significantly higher than those who did not develop CVD events (P=0.012). However, such difference was not significant in female subjects. LCN2 was a predictor of CVD in men, which remained statistically significant after adjustment for traditional cardiovascular risk factors (hazard ratio, 1.038 [95% confidence interval, 1.017-1.060]). LCN2 remained significantly associated with incident CVD even after adjustment for renal function, adiponectin, and high-sensitivity C-reactive protein levels. Kaplan-Meier analysis suggested combination of LCN2 and high-sensitivity C-reactive protein might improve the prediction of CVD events in male subjects. CONCLUSIONS: Elevated circulating LCN2 level is an independent predictor of CVD events in men in a population-based cohort and adds to the prognostic value of high-sensitivity C-reactive protein, which is currently the most extensively studied biomarker of CVD. Measurement of serum LCN2 might be useful for early detection and intervention of CVD.


Subject(s)
Asian People , Cardiovascular Diseases/blood , Cardiovascular Diseases/epidemiology , Lipocalins/blood , Proto-Oncogene Proteins/blood , Acute-Phase Proteins , Aged , Biomarkers/blood , C-Reactive Protein/metabolism , Cardiovascular Diseases/diagnosis , China , Cohort Studies , Cross-Sectional Studies , Female , Follow-Up Studies , Humans , Incidence , Lipocalin-2 , Male , Middle Aged , Predictive Value of Tests , Prognosis , Risk Factors
9.
Cardiovasc Diabetol ; 13: 74, 2014 Apr 07.
Article in English | MEDLINE | ID: mdl-24708830

ABSTRACT

BACKGROUND: Recent studies have demonstrated a protective effect of osteocalcin (OCN) on glucose homeostasis and metabolic syndrome. However, its role in vascular function remains unknown. This study investigated the contribution of OCN to the pathogenesis of endothelial dysfunction in the thoracic aorta of apolipoprotein E-deficient (ApoE-KO) mice. METHODS: Eight-week-old ApoE-KO mice were given chow or high fat diet (HFD) for 12 weeks with or without daily intraperitoneal injection of OCN. Intraperitoneal glucose tolerance test (IPGTT), insulin tolerance test (ITT),measurement of serum lipid profiles and blood pressure were carried out. Endothelium-dependent relaxation (EDR) was measured by wire myography. Human umbilical vein endothelial cells (HUVECs) were used to study the role of OCN on eNOS levels in vitro. PI3K inhibitor (LY294002) and Akt inhibitor V were used ex-vivo to determine whether PI3K/Akt/eNOS contributes to the beneficial effect of OCN for the vascular or not. RESULTS: Daily injections of OCN can significantly improve lipid metabolism, glucose tolerance and insulin sensitivity in ApoE-KO mice. In ApoE-KO mice fed with HFD, the OCN-treated mice displayed an improved acetylcholine-stimulated EDR compared to the vehicle-treated group. In addition, compared to vehicle-treated HUVECs, OCN-treated HUVECs displayed increased activation of the Akt-eNOS signaling pathway, as evidenced by significantly higher levels of phosphorylated Akt and eNOS. Furthermore, a similar beneficial effect of OCN on thoracic aorta was observed using ex vivo organ culture of isolated mouse aortic segment. However, this effect was attenuated upon co-incubation with PI3K inhibitor or Akt inhibitor V. CONCLUSIONS: Our study demonstrates that OCN has an endothelial-protective effect in atherosclerosis through mediating the PI3K/Akt/eNOS signaling pathway.


Subject(s)
Diet, High-Fat/adverse effects , Endothelium, Vascular/metabolism , Nitric Oxide Synthase Type III/metabolism , Osteocalcin/therapeutic use , Proto-Oncogene Proteins c-akt/metabolism , Vasodilation/physiology , Animals , Apolipoproteins E/deficiency , Cells, Cultured , Endothelium, Vascular/drug effects , Human Umbilical Vein Endothelial Cells/drug effects , Human Umbilical Vein Endothelial Cells/metabolism , Humans , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Organ Culture Techniques , Osteocalcin/pharmacology , Random Allocation , Signal Transduction/drug effects , Signal Transduction/physiology , Vasodilation/drug effects
10.
Diabetes Metab Res Rev ; 30(6): 447-56, 2014 Sep.
Article in English | MEDLINE | ID: mdl-24214285

ABSTRACT

Obesity is considered to be a chronic inflammatory state in which the dysfunction of adipose tissue plays a central role. The adipokines, which are cytokines secreted by adipose tissue, are key links between obesity and related diseases such as metabolic syndrome and atherosclerosis. LCN2 and A-FABP, both of which are major adipokines predominantly produced in adipose tissue, have recently been shown to be pivotal modulators of vascular function. However, different adipokines modulate the development of atherosclerosis in distinctive manners, which are partly attributable to their unique regulatory mechanisms and functions. This review highlights recent advances in the understanding of the role of two adipokines in mediating chronic inflammation and the pathogenesis of atherosclerosis.


Subject(s)
Acute-Phase Proteins/metabolism , Adipokines/metabolism , Atherosclerosis/etiology , Evidence-Based Medicine , Fatty Acid-Binding Proteins/metabolism , Lipocalins/metabolism , Models, Biological , Obesity/physiopathology , Proto-Oncogene Proteins/metabolism , Adipokines/blood , Adipose Tissue/immunology , Adipose Tissue/metabolism , Animals , Atherosclerosis/immunology , Atherosclerosis/metabolism , Atherosclerosis/prevention & control , Biomarkers/blood , Biomarkers/metabolism , Endothelium, Vascular/immunology , Endothelium, Vascular/physiopathology , Fatty Acid-Binding Proteins/blood , Humans , Lipocalin-2 , Lipocalins/blood , Obesity/immunology , Obesity/metabolism , Obesity/therapy , Proto-Oncogene Proteins/blood
11.
Cancer Commun (Lond) ; 2024 Jun 05.
Article in English | MEDLINE | ID: mdl-38840551

ABSTRACT

BACKGROUND: Benzo[a]pyrene (B[a]P), a carcinogen pollutant produced by combustion processes, is present in the western diet with grilled meats. Chronic exposure of B[a]P in hepatocellular carcinoma (HCC) cells promotes metastasis rather than primary proliferation, implying an unknown mechanism of B[a]P-induced malignancy. Given that exosomes carry bioactive molecules to distant sites, we investigated whether and how exosomes mediate cancer-stroma communications for a toxicologically associated microenvironment. METHOD: Exosomes were isolated from B[a]P stimulated BEL7404 HCC cells (7404-100Bap Exo) at an environmental relevant dose (100 nmol/L). Lung pre-education animal model was prepared via injection of exosomes and cytokines. The inflammatory genes of educated lungs were evaluated using quantitative reverse transcription PCR array. HCC LM3 cells transfected with firefly luciferase were next injected to monitor tumor burdens and organotropic metastasis. Profile of B[a]P-exposed exosomes were determined by ceRNA microarray. Interactions between circular RNA (circRNA) and microRNAs (miRNAs) were detected using RNA pull-down in target lung fibroblasts. Fluorescence in situ hybridization and RNA immunoprecipitation assay was used to evaluate the "on-off" interaction of circRNA-miRNA pairs. We further developed an adeno-associated virus inhalation model to examine mRNA expression specific in lung, thereby exploring the mRNA targets of B[a]P induced circRNA-miRNA cascade. RESULTS: Lung fibroblasts exert activation phenotypes, including focal adhesion and motility were altered by 7404-100Bap Exo. In the exosome-educated in vivo model, fibrosis factors and pro-inflammatory molecules of are up-regulated when injected with exosomes. Compared to non-exposed 7404 cells, circ_0011496 was up-regulated following B[a]P treatment and was mainly packaged into 7404-100Bap Exo. Exosomal circ_0011496 were delivered and competitively bound to miR-486-5p in recipient fibroblasts. The down-regulation of miR-486-5p converted fibroblast to cancer-associated fibroblast via regulating the downstream of Twinfilin-1 (TWF1) and matrix metalloproteinase-9 (MMP9) cascade. Additionally, increased TWF1, specifically in exosomal circ_0011496 educated lungs, could promote cancer-stroma crosstalk via activating vascular endothelial growth factor (VEGF). These modulated fibroblasts promoted endothelial cells angiogenesis and recruited primary HCC cells invasion, as a consequence of a pre-metastatic niche formation. CONCLUSION: We demonstrated that B[a]P-induced tumor exosomes can deliver circ_0011496 to activate miR-486-5p/TWF1/MMP9 cascade in the lung fibroblasts, generating a feedback loop that promoted HCC metastasis.

12.
J Diabetes ; 16(4): e13549, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38584275

ABSTRACT

AIMS: Management of blood glucose fluctuation is essential for diabetes. Exercise is a key therapeutic strategy for diabetes patients, although little is known about determinants of glycemic response to exercise training. We aimed to investigate the effect of combined aerobic and resistance exercise training on blood glucose fluctuation in type 2 diabetes patients and explore the predictors of exercise-induced glycemic response. MATERIALS AND METHODS: Fifty sedentary diabetes patients were randomly assigned to control or exercise group. Participants in the control group maintained sedentary lifestyle for 2 weeks, and those in the exercise group specifically performed combined exercise training for 1 week. All participants received dietary guidance based on a recommended diet chart. Glycemic fluctuation was measured by flash continuous glucose monitoring. Baseline fat and muscle distribution were accurately quantified through magnetic resonance imaging (MRI). RESULTS: Combined exercise training decreased SD of sensor glucose (SDSG, exercise-pre vs exercise-post, mean 1.35 vs 1.10 mmol/L, p = .006) and coefficient of variation (CV, mean 20.25 vs 17.20%, p = .027). No significant change was observed in the control group. Stepwise multiple linear regression showed that baseline MRI-quantified fat and muscle distribution, including visceral fat area (ß = -0.761, p = .001) and mid-thigh muscle area (ß = 0.450, p = .027), were significantly independent predictors of SDSG change in the exercise group, as well as CV change. CONCLUSIONS: Combined exercise training improved blood glucose fluctuation in diabetes patients. Baseline fat and muscle distribution were significant factors that influence glycemic response to exercise, providing new insights into personalized exercise intervention for diabetes.


Subject(s)
Diabetes Mellitus, Type 2 , Humans , Diabetes Mellitus, Type 2/therapy , Blood Glucose , Blood Glucose Self-Monitoring , Exercise/physiology , Muscle, Skeletal
13.
Nat Metab ; 6(3): 578-597, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38409604

ABSTRACT

Emerging evidence suggests that modulation of gut microbiota by dietary fibre may offer solutions for metabolic disorders. In a randomized placebo-controlled crossover design trial (ChiCTR-TTRCC-13003333) in 37 participants with overweight or obesity, we test whether resistant starch (RS) as a dietary supplement influences obesity-related outcomes. Here, we show that RS supplementation for 8 weeks can help to achieve weight loss (mean -2.8 kg) and improve insulin resistance in individuals with excess body weight. The benefits of RS are associated with changes in gut microbiota composition. Supplementation with Bifidobacterium adolescentis, a species that is markedly associated with the alleviation of obesity in the study participants, protects male mice from diet-induced obesity. Mechanistically, the RS-induced changes in the gut microbiota alter the bile acid profile, reduce inflammation by restoring the intestinal barrier and inhibit lipid absorption. We demonstrate that RS can facilitate weight loss at least partially through B. adolescentis and that the gut microbiota is essential for the action of RS.


Subject(s)
Gastrointestinal Microbiome , Animals , Humans , Male , Mice , Obesity/microbiology , Overweight , Resistant Starch , Weight Gain , Weight Loss , Cross-Over Studies
14.
Patterns (N Y) ; 5(3): 100929, 2024 Mar 08.
Article in English | MEDLINE | ID: mdl-38487802

ABSTRACT

We described a challenge named "DRAC - Diabetic Retinopathy Analysis Challenge" in conjunction with the 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022). Within this challenge, we provided the DRAC datset, an ultra-wide optical coherence tomography angiography (UW-OCTA) dataset (1,103 images), addressing three primary clinical tasks: diabetic retinopathy (DR) lesion segmentation, image quality assessment, and DR grading. The scientific community responded positively to the challenge, with 11, 12, and 13 teams submitting different solutions for these three tasks, respectively. This paper presents a concise summary and analysis of the top-performing solutions and results across all challenge tasks. These solutions could provide practical guidance for developing accurate classification and segmentation models for image quality assessment and DR diagnosis using UW-OCTA images, potentially improving the diagnostic capabilities of healthcare professionals. The dataset has been released to support the development of computer-aided diagnostic systems for DR evaluation.

15.
Nat Med ; 30(2): 584-594, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38177850

ABSTRACT

Diabetic retinopathy (DR) is the leading cause of preventable blindness worldwide. The risk of DR progression is highly variable among different individuals, making it difficult to predict risk and personalize screening intervals. We developed and validated a deep learning system (DeepDR Plus) to predict time to DR progression within 5 years solely from fundus images. First, we used 717,308 fundus images from 179,327 participants with diabetes to pretrain the system. Subsequently, we trained and validated the system with a multiethnic dataset comprising 118,868 images from 29,868 participants with diabetes. For predicting time to DR progression, the system achieved concordance indexes of 0.754-0.846 and integrated Brier scores of 0.153-0.241 for all times up to 5 years. Furthermore, we validated the system in real-world cohorts of participants with diabetes. The integration with clinical workflow could potentially extend the mean screening interval from 12 months to 31.97 months, and the percentage of participants recommended to be screened at 1-5 years was 30.62%, 20.00%, 19.63%, 11.85% and 17.89%, respectively, while delayed detection of progression to vision-threatening DR was 0.18%. Altogether, the DeepDR Plus system could predict individualized risk and time to DR progression over 5 years, potentially allowing personalized screening intervals.


Subject(s)
Deep Learning , Diabetes Mellitus , Diabetic Retinopathy , Humans , Diabetic Retinopathy/diagnosis , Blindness
16.
J Hepatol ; 58(3): 557-63, 2013 Mar.
Article in English | MEDLINE | ID: mdl-23142063

ABSTRACT

BACKGROUND & AIMS: Fibroblast growth factor 21 (FGF21), a hormone predominantly secreted by the liver, has been shown to be positively associated with the severity of non-alcoholic fatty liver disease (NAFLD) in cross-sectional studies. We investigated the prospective association of FGF21 with NAFLD development in a 3-year prospective study involving a population-based cohort comprising 808 Chinese subjects. METHODS: Serum FGF21 levels at baseline and follow-up were measured using an enzyme-linked immunosorbent assay. Independent predictors of NAFLD development were identified using multiple logistic regressions. The predicting accuracy of the models was evaluated using area under the receiver-operating characteristic (ROC) curves (AUCs). RESULTS: In subjects who had progressed to NAFLD, the baseline FGF21 concentration (319.12 pg/ml [172.65, 518.78]) was significantly higher than that in subjects who did not develop NAFLD (199.10 pg/ml [123.56, 322.80]) (p <0.001). At follow-up, significant increase of FGF21 level was observed in those subjects who developed NAFLD (p <0.05). Baseline FGF21 was an independent predictor of NAFLD (OR: 7.102 [95% CI 2.488-20.270]; p <0.001), together with body mass index (BMI) (OR: 1.489 [95% CI 1.310-1.691]; p <0.001). The ROC-AUC was 0.816 (95% CI 0.766-0.867) for the FGF21 Model, which was calculated with FGF21 and BMI. FGF21 Model <0.13 can be used to rule out (sensitivity=85.71%, negative likelihood ratio=0.23) and ≥0.30 can be rule in (specificity=86.34%, positive likelihood ratio=3.66) ultrasonography-diagnosed NAFLD after 3 years. CONCLUSIONS: High serum FGF21 concentration was an independent predictor of NAFLD in humans. The FGF21 Model and its cut-offs may be useful for early diagnosis and intervention of NAFLD.


Subject(s)
Fatty Liver/blood , Fibroblast Growth Factors/blood , Adult , Aged , China/epidemiology , Fatty Liver/diagnosis , Fatty Liver/epidemiology , Female , Follow-Up Studies , Humans , Incidence , Male , Middle Aged , Non-alcoholic Fatty Liver Disease , Prospective Studies
17.
Clin Sci (Lond) ; 124(2): 115-22, 2013 Jan.
Article in English | MEDLINE | ID: mdl-23013043

ABSTRACT

A-FABP (adipocyte fatty acid-binding protein), one of the most abundant proteins in adipocytes, plays a key role in obesity-related insulin resistance, inflammation and atherosclerosis in animals. In the present study, we sought to investigate the association of A-FABP with HF (heart failure) in Chinese subjects. Serum A-FABP levels were measured in 252 HF patients and 261 age-, gender- and BMI (body mass index)-matched non-HF subjects. Echocardiography was performed on each patient. The severity of HF was determined by the NYHA (New York Heart Association) classification system. After adjustments for age, gender and BMI, serum A-FABP concentrations in patients with HF were significantly higher than in non-HF patients [11.17 (6.63-19.93) ng/ml compared with 5.67 (3.20-8.87) ng/ml; P<0.001] and significantly progressed with the NYHA class (P<0.001). In addition, NT-proBNP (N-terminal pro-brain natriuretic peptide) was independently and positively correlated with A-FABP (standardized ß=0.340, P<0.001) after adjusting for confounding factors. Each echocardiographic parameter, especially LVEF (left ventricular ejection fraction), was independently associated with A-FABP (all P<0.05). Multivariate logistic regression analysis demonstrated that A-FABP concentration was an independent risk factor for HF [odds ratio, 6.93 (95% confidence interval, 2.49-19.30); P<0.001]. Our results demonstrate that A-FABP is closely associated with HF, and raise the possibility that increased A-FABP may be causally related to the pathogenesis of heart dysfunction in humans.


Subject(s)
Fatty Acid-Binding Proteins/blood , Heart Failure/blood , Age Factors , Aged , Aged, 80 and over , Analysis of Variance , Anthropometry , Body Mass Index , China , Cohort Studies , Echocardiography , Female , Humans , Logistic Models , Male , Middle Aged , Sex Factors
18.
Gut ; 61(7): 1058-67, 2012 Jul.
Article in English | MEDLINE | ID: mdl-22253482

ABSTRACT

BACKGROUND: Non-alcoholic fatty liver disease is an obesity-related chronic liver disorder ranging from simple steatosis to non-alcoholic steatohepatitis (NASH), which may progress to liver fibrosis and cirrhosis. OBJECTIVE: Tto investigate the role of Toll-like receptor (TLR) 4 in mediating the transition from steatosis to inflammation. METHODS: ApoE(-/-)/TLR4(mut) mice and ApoE(-/-)/TLR4 wild-type mice (ApoE(-/-)/TLR4-WT) were generated by cross-breeding an ApoE-deficient (ApoE(-/-)) strain with TLR4-mutant (TLR4(mut)) mice, which were fed with high-fat, high-cholesterol (HFHC) diet to induce obesity. RESULTS: ApoE(-/-)/TLR4-WT mice fed with an HFHC diet for 12 weeks developed typical pathological features of NASH, which is associated with obesity and the metabolic syndrome. By contrast, ApoE(-/-)/TLR4(mut) mice lacking functional TLR4 were resistant to HFHC diet-induced liver inflammation and injury and were less susceptible to the diet-induced production of reactive oxygen species (ROS) and proinflammatory cytokines. In ApoE(-/-)/TLR4-WT mice, X-box binding protein-1 (XBP-1), a transcription factor involved in the unfolded protein responses, was activated in the liver by an HFHC diet, whereas XBP-1 activation was abrogated in ApoE(-/-)/TLR4(mut) mice. In primary rat Kupffer cells, endotoxin induced XBP-1 activation through ROS production, whereas siRNA-mediated knockdown of XBP-1 expression resulted in a marked attenuation in endotoxin-evoked NF-κB activation and cytokine production. Furthermore, adenovirus-mediated expression of dominant negative XBP-1 led to a significant attenuation in HFHC diet-induced liver inflammation and injury in mice. CONCLUSIONS: These findings support the key role of TLR4 in Kupffer cells in mediating the progression of simple steatosis to NASH, by inducing ROS-dependent activation of XBP-1.


Subject(s)
DNA-Binding Proteins/metabolism , Dietary Fats/metabolism , Fatty Liver/metabolism , Kupffer Cells/metabolism , NF-kappa B/metabolism , Obesity/metabolism , Toll-Like Receptor 4/metabolism , Toll-Like Receptors/metabolism , Transcription Factors/metabolism , Animals , Mice , Mice, Inbred C57BL , Mice, Knockout , Non-alcoholic Fatty Liver Disease , Regulatory Factor X Transcription Factors , Reverse Transcriptase Polymerase Chain Reaction , X-Box Binding Protein 1
19.
IEEE Trans Med Imaging ; 42(4): 1083-1094, 2023 04.
Article in English | MEDLINE | ID: mdl-36409801

ABSTRACT

Rare diseases, which are severely underrepresented in basic and clinical research, can particularly benefit from machine learning techniques. However, current learning-based approaches usually focus on either mono-modal image data or matched multi-modal data, whereas the diagnosis of rare diseases necessitates the aggregation of unstructured and unmatched multi-modal image data due to their rare and diverse nature. In this study, we therefore propose diagnosis-guided multi-to-mono modal generation networks (TMM-Nets) along with training and testing procedures. TMM-Nets can transfer data from multiple sources to a single modality for diagnostic data structurization. To demonstrate their potential in the context of rare diseases, TMM-Nets were deployed to diagnose the lupus retinopathy (LR-SLE), leveraging unmatched regular and ultra-wide-field fundus images for transfer learning. The TMM-Nets encoded the transfer learning from diabetic retinopathy to LR-SLE based on the similarity of the fundus lesions. In addition, a lesion-aware multi-scale attention mechanism was developed for clinical alerts, enabling TMM-Nets not only to inform patient care, but also to provide insights consistent with those of clinicians. An adversarial strategy was also developed to refine multi- to mono-modal image generation based on diagnostic results and the data distribution to enhance the data augmentation performance. Compared to the baseline model, the TMM-Nets showed 35.19% and 33.56% F1 score improvements on the test and external validation sets, respectively. In addition, the TMM-Nets can be used to develop diagnostic models for other rare diseases.


Subject(s)
Diabetic Retinopathy , Lupus Erythematosus, Systemic , Humans , Rare Diseases , Machine Learning , Lupus Erythematosus, Systemic/diagnostic imaging
20.
J Mol Cell Biol ; 2023 Nov 30.
Article in English | MEDLINE | ID: mdl-38037475

ABSTRACT

Obesity is closely related to non-alcoholic fatty liver disease (NAFLD). Although sex differences in body fat distribution have been well demonstrated, little is known about the sex-specific associations between adipose tissue and the development of NAFLD. Using community-based cohort data, we evaluated the associations between magnetic resonance imaging-quantified areas of abdominal adipose tissue, including visceral adipose tissue (VAT) and subcutaneous adipose tissue (SAT), and incident NAFLD in 2830 participants (1205 males and 1625 females) aged 55-70 years. During a 4.6-year median follow-up, the cumulative incidence rates of NAFLD increased with areas of VAT and SAT both in males and females. Further analyses showed that the abovementioned positive associations were stronger in males than in females, especially in participants under 60 years old. In contrast, these sex differences disappeared in those over 60 years old. Furthermore, the risk of developing NAFLD increased nonlinearly with increasing fat area in a sex-specific pattern. Additionally, sex-specific potential mediators, such as insulin resistance, lipid metabolism, inflammation, and adipokines, may exist in the associations between adipose tissue and NAFLD. This study showed that the associations between abdominal fat and the risk of NAFLD were stratified by sex and age, highlighting the potential need for sex- and age-specific management of NAFLD.

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