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Qu H, Zhou L, Tang D, Zhang Q, Yang P, Yang B, Shi J. Relationship between liver fat, pancreatic fat, and new-onset type 2 diabetes mellitus in patients with metabolic dysfunction-associated fatty liver disease. Acta Diabetol 2025:10.1007/s00592-025-02501-7. [PMID: 40252104 DOI: 10.1007/s00592-025-02501-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/25/2024] [Accepted: 03/22/2025] [Indexed: 04/21/2025]
Abstract
PURPOSE Type 2 diabetes mellitus (T2DM) is associated with ectopic fat deposition, especially in the liver and pancreas. Therefore, this study aimed to evaluate the relationship between liver fat fraction (LFF), pancreatic fat fraction (PFF), and new-onset T2DM in metabolic dysfunction-associated fatty liver disease (MAFLD) by magnetic resonance imaging (MRI). METHODS This is a retrospective study of patients with MAFLD who underwent abdominal MRI between 2022 and July 2024. LFF and PFF were measured using an axial multi-echo Dixon-based sequence. All participants underwent routine medical history, anthropometric measurements, and laboratory tests. Multivariable stepwise selection models were constructed to predict PFF and T2DM status based on variables of clinical interest. RESULTS This study included 80 MAFLD patients with 40 untreated new-onset T2DM and 40 non-T2DM controls. LFF, PFF, and homeostasis model assessment of insulin resistance (HOMA-IR) index were higher in the T2DM group than in the control group. In the new-onset T2DM group, PFF was linearly positively correlated with LFF (rs = 0.321, P = 0.04) and HOMA-IR (rs = 0.350, P = 0.03). After adjustment for several metabolic variables, PFF remained an independent risk factor for incident T2DM in MAFLD patients (all P < 0.05). The area under the receiver operating characteristic curve for PFF and LFF to predict T2DM was 0.889 and 0.633 (P < 0.001 and P = 0.03), respectively. CONCLUSION In MAFLD patients, PFF, and LFF play a prominent role in new-onset T2DM with high predictive and diagnostic value.
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Affiliation(s)
- Huanjia Qu
- Department of Endocrinology, Affiliated Hospital of Hangzhou Normal University, Hangzhou, 310015, China
| | - Lingling Zhou
- Department of Endocrinology, Affiliated Hospital of Hangzhou Normal University, Hangzhou, 310015, China
| | - Dong Tang
- Department of Radiology, Affiliated Hospital of Hangzhou Normal University, Hangzhou, 310015, China
| | - Qiuling Zhang
- Department of Endocrinology, Affiliated Hospital of Hangzhou Normal University, Hangzhou, 310015, China
| | - Pu Yang
- Department of Endocrinology, Hangzhou Normal University, Hangzhou, 310000, China
| | - Boyi Yang
- Department of Endocrinology, Hangzhou Normal University, Hangzhou, 310000, China
| | - Junping Shi
- Department of Metabolic Disease Center, Affiliated Hospital of Hangzhou Normal University, Hangzhou, 310015, China.
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Higashi M, Tanabe M, Tanabe K, Okuya S, Takeda K, Nagao Y, Ito K. Multiparametric Magnetic Resonance Imaging Findings of the Pancreas: A Comparison in Patients with Type 1 and 2 Diabetes. Tomography 2025; 11:16. [PMID: 39997999 PMCID: PMC11861380 DOI: 10.3390/tomography11020016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2024] [Revised: 01/28/2025] [Accepted: 02/05/2025] [Indexed: 02/26/2025] Open
Abstract
BACKGROUND/OBJECTIVES Diabetes-related pancreatic changes on MRI remain unclear. Thus, we evaluated the pancreatic changes on MRI in patients with both type 1 diabetes (T1D) and type 2 diabetes (T2D) using multiparametric MRI. METHODS This prospective study involved patients with T1D or T2D who underwent upper abdominal 3-T MRI. Additionally, patients without impaired glucose metabolism were retrospectively included as a control. The imaging data included pancreatic anteroposterior (AP) diameter, pancreas-to-muscle signal intensity ratio (SIR) on fat-suppressed T1-weighted image (FS-T1WI), apparent diffusion coefficient (ADC) value, T1 value on T1 map, proton density fat fraction (PDFF), and mean secretion grade of pancreatic juice flow on cine-dynamic magnetic resonance cholangiopancreatography (MRCP). The MR measurements were compared using one-way analysis of variance and the Kruskal-Wallis test. RESULTS Sixty-one patients with T1D (n = 7) or T2D (n = 54) and 21 control patients were evaluated. The pancreatic AP diameters were significantly smaller in patients with T1D than in patients with T2D (p < 0.05). The average SIR on FS-T1WI was significantly lower in patients with T1D than in controls (p < 0.001). The average ADC and T1 values of the pancreas were significantly higher in patients with T1D than in patients with T2D (p < 0.01) and controls (p < 0.05). The mean secretion grade of pancreatic juice flow was significantly lower in patients with T1D than in controls (p = 0.019). The average PDFF of the pancreas was significantly higher in patients with T2D than in controls (p = 0.029). CONCLUSIONS Patients with T1D had reduced pancreas size, increased pancreatic T1 and ADC values, and decreased pancreatic juice flow on cine-dynamic MRCP, whereas patients with T2D had increased pancreatic fat content.
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Affiliation(s)
- Mayumi Higashi
- Department of Radiology, Yamaguchi University Graduate School of Medicine, Yamaguchi 755-8505, Japan; (M.T.); (K.I.)
| | - Masahiro Tanabe
- Department of Radiology, Yamaguchi University Graduate School of Medicine, Yamaguchi 755-8505, Japan; (M.T.); (K.I.)
| | - Katsuya Tanabe
- Division of Endocrinology, Metabolism, Hematological Sciences and Therapeutics, Yamaguchi University Graduate School of Medicine, Yamaguchi 755-8505, Japan; (K.T.)
| | - Shigeru Okuya
- Health Administration Center, Organization for Education and Student Affairs, Yamaguchi 753-8511, Japan;
| | - Koumei Takeda
- Division of Endocrinology, Metabolism, Hematological Sciences and Therapeutics, Yamaguchi University Graduate School of Medicine, Yamaguchi 755-8505, Japan; (K.T.)
| | - Yuko Nagao
- Division of Endocrinology, Metabolism, Hematological Sciences and Therapeutics, Yamaguchi University Graduate School of Medicine, Yamaguchi 755-8505, Japan; (K.T.)
| | - Katsuyoshi Ito
- Department of Radiology, Yamaguchi University Graduate School of Medicine, Yamaguchi 755-8505, Japan; (M.T.); (K.I.)
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Ran T, Wang Y, Yuan F, Liu R, Ye M, Zhang M, Du X, Zheng J. Gender-specific correlations between serum lipid profiles and intra-pancreatic fat deposition: a cross-sectional study. Lipids Health Dis 2025; 23:384. [PMID: 39743538 PMCID: PMC11697053 DOI: 10.1186/s12944-024-02355-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2024] [Accepted: 10/31/2024] [Indexed: 01/04/2025] Open
Abstract
BACKGROUND Intra-pancreatic fat deposition (IPFD) is linked to metabolic and pancreatic diseases. MRI, while precise, is not cost-effective for routine IPFD screening, highlighting the need for accessible biomarkers. This study aims to analyze the relationships among serum lipid profiles, lipoprotein ratios, and IPFD, with a focus on sex differences. METHODS Data from adults at the Affiliated Hospital of Guizhou Medical University between 2018 and 2019 were analyzed. The subjects underwent routine Siemens 64-slice spiral CT scans, and IPFD was quantified via a quantitative computed tomography post-processing station. Lipid panel components were analyzed in the fasted state. Linear regression models stratified by gender were applied to evaluate these associations. RESULTS The study included 1,046 participants after exclusions, with significant sex differences found in the correlations between serum lipids, lipoprotein ratios, and IPFD. In females, remnant cholesterol was strongly associated with total IPFD (R2 = 0.155, P < 0.001), and similarly strong correlations existed with fat deposition in the pancreatic head (R2 = 0.124, P = 0.003), body (R2 = 0.102, P = 0.001), and tail (R2 = 0.146, P = 0.005). Total cholesterol was also positively correlated with IPFD in females, particularly with the total IPFD (R2 = 0.145, P = 0.002) and IPFD in the pancreatic head (R2 = 0.177, P = 0.003) and body (R2 = 0.100, P = 0.001). In males, triglycerides were notably correlated with IPFD in the tail (R2 = 0.200, P = 0.045), but not in other regions. Similarly, total cholesterol was correlated with IPFD in the tail (R2 = 0.197, P = 0.041). Additionally, in males, the triglyceride/high-density lipoprotein cholesterol ratio showed a positive association with tail fat deposition (R2 = 0.200, P = 0.033). CONCLUSION Significant differences between genders were evident in the correlations of serum lipids and lipoprotein ratios with IPFD. In women, remnant cholesterol was strongly correlated with IPFD, suggesting its potential as a biomarker.
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Affiliation(s)
- Ting Ran
- Department of Endocrinology, The Affiliated Hospital of Guizhou Medical University, No. 28 Guiyi Street, Guiyang, 550004, China
- Guizhou Medical University, Guiyang, 550004, China
| | - Yanni Wang
- Department of Endocrinology, The Affiliated Hospital of Guizhou Medical University, No. 28 Guiyi Street, Guiyang, 550004, China
- Guizhou Medical University, Guiyang, 550004, China
| | - Fengxi Yuan
- Department of Endocrinology, The Affiliated Hospital of Guizhou Medical University, No. 28 Guiyi Street, Guiyang, 550004, China
- Guizhou Medical University, Guiyang, 550004, China
| | - Ruoyi Liu
- Department of Endocrinology, The Affiliated Hospital of Guizhou Medical University, No. 28 Guiyi Street, Guiyang, 550004, China
| | - Meng Ye
- Department of Endocrinology, The Affiliated Hospital of Guizhou Medical University, No. 28 Guiyi Street, Guiyang, 550004, China
| | - Miao Zhang
- Department of Endocrinology, The Affiliated Hospital of Guizhou Medical University, No. 28 Guiyi Street, Guiyang, 550004, China
| | - Xia Du
- Department of Radiology, The Affiliated Hospital of Guizhou Medical University, Guiyang, 550004, China.
| | - Jing Zheng
- Department of Endocrinology, The Affiliated Hospital of Guizhou Medical University, No. 28 Guiyi Street, Guiyang, 550004, China.
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Rishi V, Kandasamy D, Gupta Y, Sharma R, Tandon N, Goyal A, Mehndiratta A, Ganeshkumar M, Kalaivani M. Pancreatic volume, fat content and T1 relaxation time using magnetic resonance imaging in patients with prior gestational diabetes mellitus. Abdom Radiol (NY) 2024:10.1007/s00261-024-04698-7. [PMID: 39592481 DOI: 10.1007/s00261-024-04698-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2024] [Revised: 11/08/2024] [Accepted: 11/11/2024] [Indexed: 11/28/2024]
Abstract
PURPOSE To compare the volume, fat content, and T1 relaxation time of the pancreas in participants with and without prior gestational diabetes mellitus (GDM). METHODS In this prospective case-control study, we enrolled 29 women with prior GDM, and divided them into three groups (normoglycemic, prediabetic, and diabetic) based on their glycaemic status in the postpartum period; and a group of 13 participants as controls who had normoglycemia during pregnancy. Participants underwent MR examination including an axial multi-echo DIXON-based sequence and an axial-oblique T1 mapping sequence. The average proton density fat fraction (PDFF) and T1 value of the pancreas were measured by drawing multiple circular regions of interest (ROIs). Average hepatic PDFF was similarly calculated. Pancreatic volume was computed by summating cleaned freehand ROIs outlining pancreatic parenchyma. RESULTS Women were evaluated at a mean age of 32.9 ± 4.0 years and with a mean BMI of 25.2 ± 2.9 kg/m2. The median (IQR) duration of follow-up after childbirth was 24 (34-44) months. In controls, the pancreatic PDFF, T1 value, and volume were 5.4 ± 2.3%, 850.6 ± 101.6 ms, and 69.3 ± 16.2 cm³, respectively, while in subjects with a history of GDM, these values were 4.7 ± 2.0%, 844.6 ± 91.8 ms, and 69.8 ± 16.6 cm³, respectively. No statistical differences were observed (all p > 0.05). Mean hepatic PDFF was significantly higher in the diabetic and prediabetic groups (12.2 ± 6.4% and 11.0 ± 7.6% respectively) than in the control and normoglycemic groups (7.9 ± 7.3 and 4.7 ± 1.6% respectively; p -0.01). CONCLUSION We did not find any significant changes in pancreatic volume, fat content, or fibrosis in women with prior GDM and with different glycaemic categories when evaluated in the early postpartum period, compared to the control group. These findings may be a consequence of the transient state of insulin resistance in GDM and the finite duration of the disease course in new-onset prediabetes and diabetes patients.
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Affiliation(s)
- Vivek Rishi
- All India Institute of Medical Sciences, New Delhi, New delhi, India
| | | | - Yashdeep Gupta
- All India Institute of Medical Sciences, New Delhi, New delhi, India
| | - Raju Sharma
- All India Institute of Medical Sciences, New Delhi, New delhi, India
| | - Nikhil Tandon
- All India Institute of Medical Sciences, New Delhi, New delhi, India
| | - Ankur Goyal
- All India Institute of Medical Sciences, New Delhi, New delhi, India
| | | | - M Ganeshkumar
- Indian Institute of Technology Delhi, New Delhi, India
| | - Mani Kalaivani
- All India Institute of Medical Sciences, New Delhi, New delhi, India
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Virostko J, Tirkes T. Cross-sectional imaging of the pancreas in diabetes. Abdom Radiol (NY) 2024; 49:2116-2124. [PMID: 38557767 PMCID: PMC11213663 DOI: 10.1007/s00261-024-04310-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Revised: 03/22/2024] [Accepted: 03/23/2024] [Indexed: 04/04/2024]
Abstract
Diabetes mellitus presents a global health challenge characterized by dysregulated glucose metabolism and insulin resistance. Pancreas dysfunction contributes to the development and progression of diabetes. Cross-sectional imaging modalities have provided new insight into the structural and functional alterations of the pancreas in individuals with diabetes. This review summarizes MRI and CT studies that characterize pancreas alterations in both type 1 and type 2 diabetes and discusses future applications of these techniques.
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Affiliation(s)
- John Virostko
- Department of Diagnostic Medicine, Dell Medical School, University of Texas at Austin, 10 E 24th Street, Austin, TX, 78712, USA.
- Livestrong Cancer Institutes, Dell Medical School, University of Texas at Austin, Austin, TX, USA.
- Department of Oncology, Dell Medical School, University of Texas at Austin, Austin, TX, USA.
- Oden Institute for Computational Engineering and Sciences, University of Texas at Austin, Austin, TX, USA.
| | - Temel Tirkes
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Medicine, Division of Gastroenterology and Hepatology, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Urology, Indiana University School of Medicine, Indianapolis, IN, USA
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Matana Kaštelan Z, Brumini I, Poropat G, Tkalčić L, Grubešić T, Miletić D. Pancreatic Iodine Density and Fat Fraction on Dual-Energy Computed Tomography in Acute Pancreatitis. Diagnostics (Basel) 2024; 14:955. [PMID: 38732369 PMCID: PMC11083507 DOI: 10.3390/diagnostics14090955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 04/29/2024] [Accepted: 04/30/2024] [Indexed: 05/13/2024] Open
Abstract
The aim of our study was to investigate iodine density (ID) and fat fraction (FF) on dual-energy computed tomography (DECT) in patients with acute pancreatitis (AP). This retrospective study included 72 patients with clinically confirmed AP and 62 control subjects with DECT of the abdomen. Two radiologists assessed necrosis and measured attenuation values, ID, and FF in three pancreatic segments. We used receiver operating characteristic (ROC) analysis to determine the optimal threshold for ID for the differentiation between AP groups. The ID was significantly higher in interstitial edematous AP compared to necrotizing AP and the control group (both p < 0.05). The ROC curve analysis revealed the thresholds of ID for detecting pancreatic necrosis ≤ 2.2, ≤2.3, and ≤2.4 mg/mL (AUC between 0.880 and 0.893, p > 0.05) for the head, body, and tail, respectively. The FF was significantly higher for pancreatitis groups when compared with the control group in the head and body segments (both p < 0.001). In the tail, the difference was significant in necrotizing AP (p = 0.028). The ID values were independent of attenuation values correlated with the FF values in pancreatic tissue. Iodine density values allow for differentiation between morphologic types of AP.
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Affiliation(s)
- Zrinka Matana Kaštelan
- Department of Diagnostic and Interventional Radiology, Clinical Hospital Center Rijeka, Kresimirova 42, 51000 Rijeka, Croatia (D.M.)
| | - Ivan Brumini
- Department of Diagnostic and Interventional Radiology, Clinical Hospital Center Rijeka, Kresimirova 42, 51000 Rijeka, Croatia (D.M.)
- Department of Anatomy, Faculty of Medicine of the University of Rijeka, Brace Branchetta 20, 51000 Rijeka, Croatia
- Department of Radiological Technology, Faculty of Health Studies of the University of Rijeka, Ul. Viktora Cara Emina 5, 51000 Rijeka, Croatia
| | - Goran Poropat
- Department of Gastroenterology, Clinical Hospital Center Rijeka, Kresimirova 42, 51000 Rijeka, Croatia
- Department of Internal Medicine, Faculty of Medicine of the University of Rijeka, Brace Branchetta 20, 51000 Rijeka, Croatia
| | - Lovro Tkalčić
- Department of Diagnostic and Interventional Radiology, Clinical Hospital Center Rijeka, Kresimirova 42, 51000 Rijeka, Croatia (D.M.)
- Department of Radiological Technology, Faculty of Health Studies of the University of Rijeka, Ul. Viktora Cara Emina 5, 51000 Rijeka, Croatia
| | - Tiana Grubešić
- Department of Diagnostic and Interventional Radiology, Clinical Hospital Center Rijeka, Kresimirova 42, 51000 Rijeka, Croatia (D.M.)
- Department of Radiology, Faculty of Medicine of the University of Rijeka, Brace Branchetta 20, 51000 Rijeka, Croatia
| | - Damir Miletić
- Department of Diagnostic and Interventional Radiology, Clinical Hospital Center Rijeka, Kresimirova 42, 51000 Rijeka, Croatia (D.M.)
- Department of Radiology, Faculty of Medicine of the University of Rijeka, Brace Branchetta 20, 51000 Rijeka, Croatia
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Fukukura Y, Kanki A. Quantitative Magnetic Resonance Imaging for the Pancreas: Current Status. Invest Radiol 2024; 59:69-77. [PMID: 37433065 DOI: 10.1097/rli.0000000000001002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/13/2023]
Abstract
ABSTRACT Magnetic resonance imaging (MRI) is important for evaluating pancreatic disorders, and anatomical landmarks play a major role in the interpretation of results. Quantitative MRI is an effective diagnostic modality for various pathologic conditions, as it allows the investigation of various physical parameters. Recent advancements in quantitative MRI techniques have significantly improved the accuracy of pancreatic MRI. Consequently, this method has become an essential tool for the diagnosis, treatment, and monitoring of pancreatic diseases. This comprehensive review article presents the currently available evidence on the clinical utility of quantitative MRI of the pancreas.
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Affiliation(s)
- Yoshihiko Fukukura
- From the Department of Radiology, Kawasaki Medical School, Kurashiki City, Okayama, Japan
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Wang L, Pan Y, Ye X, Zhu Y, Lian Y, Zhang H, Xu M, Liu M, Ruan X. Perirenal fat thickness and liver fat fraction are independent predictors of MetS in adults with overweight and obesity suspected with NAFLD: a retrospective study. Diabetol Metab Syndr 2023; 15:56. [PMID: 36949492 PMCID: PMC10035216 DOI: 10.1186/s13098-023-01033-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 03/15/2023] [Indexed: 03/24/2023] Open
Abstract
BACKGROUND Nonalcoholic fatty liver disease (NAFLD) has a multidirectional relationship with metabolic syndrome (MetS) and used to be considered a hepatic manifestation of MetS. Perirenal fat, as a part of visceral adipose tissue (VAT), was reported to be correlated with MetS components, but data for intraorgan fat are lacking. This study was undertaken to assess the value of peripheral and intraorgan fat to predict MetS in adults with overweight and obesity with suspected NAFLD. METHODS We studied 134 sequential adults (mean age, 31.5 years; 47% female) with overweight and obesity with suspected NAFLD. All participants underwent abdominal magnetic resonance imaging (MRI) examination. Anthropometric and metabolic parameters and perirenal fat thickness (PRFT), subcutaneous adipose tissue thickness (SATT), liver fat fraction (LFF), pancreas fat fraction (PFF), and lumbar spine fat fraction (LSFF) were collected. MetS was defined according to the International Diabetes Federation (IDF) criteria. Statistical analyses included basic statistics, linear correlation and logistic regression analysis. RESULTS A total of 63 adults with MetS and 71 adults with advanced liver steatosis (grades 2 and 3) were included in our study. Patients with MetS had greater PRFT (p = 0.026) and LFF (p < 0.001), as well as greater homeostasis model assessment of insulin resistance (HOMA-IR), alanine transaminase (ALT), aspartate transaminase (AST), and decreased SATT. MetS patients had a higher proportion of advanced steatosis than those without MetS (P < 0.001). The MetS score was associated with PRFT and LFF. Logistic regression analysis showed that the PRFT and LFF were independent predictors of MetS after adjusting for age and sex. A cutoff of 9.15 mm for PRFT and 14.68% for LFF could be predictive of MetS. CONCLUSIONS This study shows that the absolute cutoff level of 9.15 mm for PRFT and 14.68% for LFF may be clinically important markers for identifying patients who are at high risk of MetS among adults with overweight and obesity with suspected NAFLD, irrespective of sex and age. Moreover, ectopic fat levels in pancreas and lumbar spine are positively associated with PRFT. TRIAL REGISTRATION Not applicable.
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Affiliation(s)
- Li Wang
- Department of Radiology, Ningbo First Hospital, No. 59, Liuting Street, Haishu District, Ningbo, Zhejiang 315010 China
| | - Yuning Pan
- Department of Radiology, Ningbo First Hospital, No. 59, Liuting Street, Haishu District, Ningbo, Zhejiang 315010 China
| | - Xianwang Ye
- Department of Radiology, Ningbo First Hospital, No. 59, Liuting Street, Haishu District, Ningbo, Zhejiang 315010 China
| | - Yongmeng Zhu
- Department of Radiology, Ningbo First Hospital, No. 59, Liuting Street, Haishu District, Ningbo, Zhejiang 315010 China
| | - Yandong Lian
- Department of Radiology, Ningbo First Hospital, No. 59, Liuting Street, Haishu District, Ningbo, Zhejiang 315010 China
| | - Hui Zhang
- Department of Radiology, Ningbo First Hospital, No. 59, Liuting Street, Haishu District, Ningbo, Zhejiang 315010 China
| | - Miao Xu
- Department of Endocrinology, Ningbo First Hospital, No. 59, Liuting Street, Haishu District, Ningbo, Zhejiang 315010 China
| | - Mengxiao Liu
- MR Collaborations, Siemens healthineers, No.278, Zhouzhu Road, Pudong New District, Shanghai, 200090 China
| | - Xinzhong Ruan
- Department of Radiology, Ningbo First Hospital, No. 59, Liuting Street, Haishu District, Ningbo, Zhejiang 315010 China
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Mukherjee S, Maheshwari D, Pal R, Sachdeva N. Pancreatic fat in type 2 diabetes: Causal or coincidental? World J Meta-Anal 2023; 11:68-78. [DOI: 10.13105/wjma.v11.i3.68] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2022] [Revised: 12/27/2022] [Accepted: 02/15/2023] [Indexed: 03/01/2023] Open
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10
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Wang J, Cai Q, Wu X, Wang J, Chang X, Ding X, Liu J, Wang G. Association between Intrapancreatic Fat Deposition and Lower High-Density Lipoprotein Cholesterol in Individuals with Newly Diagnosed T2DM. Int J Endocrinol 2023; 2023:6991633. [PMID: 36747994 PMCID: PMC9899139 DOI: 10.1155/2023/6991633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2022] [Revised: 01/15/2023] [Accepted: 01/18/2023] [Indexed: 01/30/2023] Open
Abstract
BACKGROUND Intrapancreatic fat deposition (IPFD) usually occurs in individuals with type 2 diabetes mellitus (T2DM), but its physiopathological influence remains controversial. The present study aimed to investigate IPFD and its associations with various aspects of glucose and lipid metabolism in individuals with newly diagnosed T2DM. METHODS A total of 100 individuals were included, consisting of 80 patients with newly diagnosed T2DM and 20 age- and sex-matched healthy controls. Then, we assessed IPFD using magnetic resonance imaging (MRI) and various parameters of glucose and lipid metabolism. RESULTS Individuals with newly diagnosed T2DM had a significantly higher IPFD (median: 12.34%; IQR, 9.19-16.60%) compared with healthy controls (median: 6.35%; IQR, 5.12-8.96%) (p < 0.001). In individuals with newly diagnosed T2DM, IPFD was significantly associated with FINS and HOMA-IR in unadjusted model (β = 0.239, p=0.022; β = 0.578, p=0.007, respectively) and adjusted model for age and sex (β = 0.241, p=0.022; β = 0.535, p=0.014, respectively), but these associations vanished after adjustment for age, sex, and BMI. The OR of lower HDL-C for the prevalence of high IPFD was 4.22 (95% CI, 1.41 to 12.69; p=0.010) after adjustment for age, sex, BMI, and HbA1c. CONCLUSIONS Lower HDL-C was an independent predictor for a high degree of IPFD.
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Affiliation(s)
- Jianliang Wang
- General Surgery Department, Beijing Chao-Yang Hospital, Capital Medical University, Beijing 100020, China
| | - Qingyun Cai
- Department of Endocrinology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing 100020, China
| | - Xiaojuan Wu
- Department of Endocrinology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing 100020, China
| | - Jiaxuan Wang
- Department of Endocrinology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing 100020, China
| | - Xiaona Chang
- Department of Endocrinology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing 100020, China
| | - Xiaoyu Ding
- Department of Endocrinology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing 100020, China
| | - Jia Liu
- Department of Endocrinology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing 100020, China
| | - Guang Wang
- Department of Endocrinology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing 100020, China
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Deischinger C, Slukova D, Just I, Kaufmann U, Harreiter J, van Trotsenburg M, Trattnig S, Krššák M, Kautzky-Willer A, Klepochova R, Kosi-Trebotic L. Effects of gender-affirming hormone therapy on cardiovascular risk factors focusing on glucose metabolism in an Austrian transgender cohort. INTERNATIONAL JOURNAL OF TRANSGENDER HEALTH 2022; 24:499-509. [PMID: 37901063 PMCID: PMC10601523 DOI: 10.1080/26895269.2022.2123425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/31/2023]
Abstract
Objective We aimed to investigate the effect of gender-affirming hormone therapy (GAHT) on cardiovascular disease risk factors focusing on glucose tolerance. Patients and Methods This primarily translational study enrolled 16 transgender persons assigned female at birth (AFAB), 22 assigned male at birth (AMAB), and 33 age- and BMI-matched cisgender controls at the Medical University of Vienna from 2013 to 2020. A 3-Tesla MRI scan to measure intramyocardial, pancreatic, hepatic fat content and subcutaneous-to-visceral adipose tissue ratio (SAT/VAT-ratio), an oral glucose tolerance test (oGTT), bloodwork including brain natriuretic peptide (pro-BNP), sex hormones and two glucose-metabolism related biomarkers (adiponectin, betatrophin) were performed. Results Estrogen intake was associated with higher fasting insulin (p = 0.034) and Homeostatic Model Assessment for Insulin Resistance (HOMA-IR) (p = 0.037), however, lower HbA1c levels (p = 0.031) in AMAB than cisgender males. Adiponectin (p = 0.001) and betatrophin (p = 0.034) levels were higher in AMAB than cisgender males, but similar to cisgender females. Compared to cisgender females, AFAB displayed no differences in glucose metabolism or SAT/VAT-ratio. AFAB had lower pro-BNP levels (p = 0.014), higher liver enzymes (AST: p = 0.011; ALT: p = 0.012) and lower HDL levels (p = 0.017) than cisgender females, but comparable levels to cisgender males. AMAB showed an increased heart rate (p < 0.001) and pro-BNP (p = 0.002) levels, but a more favorable SAT/VAT-ratio (p = 0.013) and lower creatine kinase (CK) (p = 0.001) than cisgender males. There were no relevant differences in organ fat content between transgender persons and their respective cisgender controls. Conclusion In AMAB, most investigated parameters adapted to levels seen in cisgender females except for parameters related to fasted insulin resistance. AMAB should be monitored with respect to the development of insulin resistance.
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Affiliation(s)
- Carola Deischinger
- Department of Internal Medicine III, Clinical Division of Endocrinology and Metabolism, Gender Medicine Unit, Medical University of Vienna, General Hospital Vienna, Vienna, Austria
| | - Dorota Slukova
- Department of Internal Medicine III, Clinical Division of Endocrinology and Metabolism, Gender Medicine Unit, Medical University of Vienna, General Hospital Vienna, Vienna, Austria
| | - Ivica Just
- Department of Internal Medicine III, Clinical Division of Endocrinology and Metabolism, Gender Medicine Unit, Medical University of Vienna, General Hospital Vienna, Vienna, Austria
- High field MR Centre of Excellence, Department of Biomedical Imaging and Image guided Therapy, Medical University of Vienna, Vienna, Austria
| | - Ulrike Kaufmann
- Department of Obstetrics and Gynaecology, Clinical Division of Gynaecologic Endocrinology and Reproductive Medicine, General Hospital Vienna, Vienna, Austria
| | - Juergen Harreiter
- Department of Internal Medicine III, Clinical Division of Endocrinology and Metabolism, Gender Medicine Unit, Medical University of Vienna, General Hospital Vienna, Vienna, Austria
| | - Mick van Trotsenburg
- Department of Obstetrics and Gynecology, University of st Pölten Lilienfeld, Vienna, Austria
| | - Siegfried Trattnig
- High field MR Centre of Excellence, Department of Biomedical Imaging and Image guided Therapy, Medical University of Vienna, Vienna, Austria
| | - Martin Krššák
- High field MR Centre of Excellence, Department of Biomedical Imaging and Image guided Therapy, Medical University of Vienna, Vienna, Austria
| | - Alexandra Kautzky-Willer
- Department of Internal Medicine III, Clinical Division of Endocrinology and Metabolism, Gender Medicine Unit, Medical University of Vienna, General Hospital Vienna, Vienna, Austria
| | - Radka Klepochova
- Department of Internal Medicine III, Clinical Division of Endocrinology and Metabolism, Gender Medicine Unit, Medical University of Vienna, General Hospital Vienna, Vienna, Austria
- High field MR Centre of Excellence, Department of Biomedical Imaging and Image guided Therapy, Medical University of Vienna, Vienna, Austria
| | - Lana Kosi-Trebotic
- Department of Internal Medicine III, Clinical Division of Endocrinology and Metabolism, Gender Medicine Unit, Medical University of Vienna, General Hospital Vienna, Vienna, Austria
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12
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Salman AA, Salman MA, Said M, El Sherbiny M, Elkassar H, Hassan MB, Marwan A, Morad MA, Ashoush O, Labib S, Aon MH, Awad A, Sayed M, Taha AE, Moustafa A, Shaaban HED, Khater A, Elewa A, Khalaf AM, Mostafa AA, Matter M, Youssef A. Improvement of Pancreatic Steatosis and Indices of Insulin Resistance After Metabolic Surgery. Front Med (Lausanne) 2022; 9:894465. [PMID: 35733870 PMCID: PMC9207952 DOI: 10.3389/fmed.2022.894465] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 04/27/2022] [Indexed: 11/13/2022] Open
Abstract
PURPOSE Obesity is associated with fat accumulation in ectopic sites such as the pancreas, the so-called pancreatic steatosis (PS). Bariatric surgery has been shown to be associated with reducing pancreatic fat. This study investigated the effect of laparoscopic sleeve gastrectomy (LSG) on pancreatic volume and its fat content and glucose homeostasis. METHODS The study enrolled 54 patients subjected to LSG. Metabolic variables and pancreatic exocrine function were assessed immediately before surgery and 12 months after. MRI of the abdomen was performed to measure pancreatic fat content and its total volume and visceral adipose tissue (VAT). RESULTS Surgery resulted in a significant reduction in body weight and BMI. HbA1c, fasting insulin, C-peptide levels, HOMA-IR, and Hs-CRP levels decreased significantly. Surgery resulted in significant improvement in lipid profile except for HDL-cholesterol and liver function tests. Total VAT volume decreased significantly. Total pancreas volume decreased by a mean of 9.0 cm3 (95% CI: 6.6-11.3). The median change of pancreatic fat was -26.1% (range: -55.6 to 58.3%). Pancreatic lipase decreased significantly (P < 0.001). There was a positive correlation between the percentage of total weight loss and decrease in pancreatic fat volume (r = 0.295, P = 0.030). CONCLUSION Weight loss after LSG is associated with a reduction of total VAT volume, total pancreatic volume, and pancreatic fat content. These changes are associated with improved glucose homeostasis, reduced systemic inflammation, and decreased pancreatic lipase secretion.
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Affiliation(s)
| | | | - Mostafa Said
- Internal Medicine Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Mohammad El Sherbiny
- Internal Medicine Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Hesham Elkassar
- Internal Medicine Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Mohamed Badr Hassan
- Internal Medicine Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Ahmed Marwan
- Internal Medicine Department, Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | | | - Omar Ashoush
- Internal Medicine Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Safa Labib
- Internal Medicine Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Mohamed H. Aon
- Internal Medicine Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Abeer Awad
- Internal Medicine Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Mohamed Sayed
- Internal Medicine Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Ahmed E. Taha
- Department of Endemic Medicine and Hepatology, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Ahmed Moustafa
- Department of Endemic Medicine and Hepatology, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Hossam El-Din Shaaban
- Tropical and Gastroenterology Department, National Hepatology and Tropical Medicine Research Institute, Cairo, Egypt
| | - Amir Khater
- Tropical and Gastroenterology Department, National Hepatology and Tropical Medicine Research Institute, Cairo, Egypt
| | - Ahmed Elewa
- General Surgery Department, National Hepatology and Tropical Medicine Research Institute, Cairo, Egypt
| | - Adel M. Khalaf
- Department of General Surgery, Faculty of Medicine, Al-Azhar University, Cairo, Egypt
| | - Ahmed A. Mostafa
- Department of General Surgery, Faculty of Medicine, Al-Azhar University, Cairo, Egypt
| | - Mohamed Matter
- Radiodiagnosis Department, Faculty of Medicine, Alazhar University, Cairo, Egypt
| | - Ahmed Youssef
- Internal Medicine Department, Faculty of Medicine, Cairo University, Cairo, Egypt
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13
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Skudder-Hill L, Sequeira IR, Cho J, Ko J, Poppitt SD, Petrov MS. Fat Distribution Within the Pancreas According to Diabetes Status and Insulin Traits. Diabetes 2022; 71:1182-1192. [PMID: 35234845 DOI: 10.2337/db21-0976] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2021] [Accepted: 02/22/2022] [Indexed: 11/13/2022]
Abstract
A growing body of evidence suggests that intrapancreatic fat is associated with diabetes, but whether distribution of intrapancreatic fat across the regions of the pancreas has a pathophysiologic role is unknown. The aim of this study was to investigate the differences in intrapancreatic fat deposition between the head, body, and tail of the pancreas, as well as the relationship between regional intrapancreatic fat deposition and diabetes status and insulin traits. A total of 368 adults from the general population underwent MRI on a 3 Tesla scanner, and intrapancreatic fat was manually quantified in duplicate. Statistical models included adjustment for age, sex, ethnicity, BMI, and liver fat. Intrapancreatic fat deposition in the head, body, and tail of the pancreas did not differ significantly in adjusted models in either the overall cohort or the three subgroups based on diabetes status. HOMA of insulin resistance and fasting insulin were significantly positively associated with fat in the tail and body of the pancreas. There was no significant association between regional intrapancreatic fat and HOMA of β-cell function. The association of increased intrapancreatic fat deposition in the tail and body regions with increased insulin resistance may have an important role in the early identification of patients at risk for developing insulin resistance and diseases that stem from it.
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Affiliation(s)
- Loren Skudder-Hill
- School of Medicine, University of Auckland, Auckland, New Zealand
- Department of Neurosurgery, Yuquan Hospital Affiliated to Tsinghua University School of Clinical Medicine, Beijing, People's Republic of China
| | - Ivana R Sequeira
- Human Nutrition Unit, School of Biological Sciences, University of Auckland, Auckland, New Zealand
- High-Value Nutrition National Science Challenge, University of Auckland, Auckland, New Zealand
| | - Jaelim Cho
- Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Juyeon Ko
- School of Medicine, University of Auckland, Auckland, New Zealand
| | - Sally D Poppitt
- School of Medicine, University of Auckland, Auckland, New Zealand
- Human Nutrition Unit, School of Biological Sciences, University of Auckland, Auckland, New Zealand
- High-Value Nutrition National Science Challenge, University of Auckland, Auckland, New Zealand
- Riddet Institute, Centre of Research Excellence (CoRE) for Food and Nutrition, Palmerston North, New Zealand
| | - Maxim S Petrov
- School of Medicine, University of Auckland, Auckland, New Zealand
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14
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Waddell T, Bagur A, Cunha D, Thomaides‐Brears H, Banerjee R, Cuthbertson DJ, Brown E, Cusi K, Després J, Brady M. Greater ectopic fat deposition and liver fibroinflammation and lower skeletal muscle mass in people with type 2 diabetes. Obesity (Silver Spring) 2022; 30:1231-1238. [PMID: 35475573 PMCID: PMC9321120 DOI: 10.1002/oby.23425] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 01/27/2022] [Accepted: 02/16/2022] [Indexed: 11/12/2022]
Abstract
OBJECTIVE Type 2 diabetes (T2D) is associated with significant end-organ damage and ectopic fat accumulation. Multiparametric magnetic resonance imaging (MRI) can provide a rapid, noninvasive assessment of multiorgan and body composition. The primary objective of this study was to investigate differences in visceral adiposity, ectopic fat accumulation, body composition, and relevant biomarkers between people with and without T2D. METHODS Participant demographics, routine biochemistry, and multiparametric MRI scans of the liver, pancreas, visceral and subcutaneous adipose tissue, and skeletal muscle were analyzed from 266 participants (131 with T2D and 135 without T2D) who were matched for age, gender, and BMI. Wilcoxon and χ2 tests were performed to calculate differences between groups. RESULTS Participants with T2D had significantly elevated liver fat (7.4% vs. 5.3%, p = 0.011) and fibroinflammation (as assessed by corrected T1 [cT1]; 730 milliseconds vs. 709 milliseconds, p = 0.019), despite there being no differences in liver biochemistry, serum aspartate aminotransferase (p = 0.35), or alanine transaminase concentration (p = 0.11). Significantly lower measures of skeletal muscle index (45.2 cm2 /m2 vs. 50.6 cm2 /m2 , p = 0.003) and high-density lipoprotein cholesterol (1.1 mmol/L vs. 1.3 mmol/L, p < 0.0001) were observed in participants with T2D. CONCLUSIONS Multiparametric MRI revealed significantly elevated liver fat and fibroinflammation in participants with T2D, despite normal liver biochemistry. This study corroborates findings of significantly lower measures of skeletal muscle and high-density lipoprotein cholesterol in participants with T2D versus those without T2D.
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Affiliation(s)
- Tom Waddell
- Department of Engineering ScienceThe University of OxfordOxfordUK
- Perspectum Ltd.OxfordUK
| | - Alexandre Bagur
- Department of Engineering ScienceThe University of OxfordOxfordUK
- Perspectum Ltd.OxfordUK
| | | | | | | | - Daniel J. Cuthbertson
- Department of Cardiovascular and Metabolic MedicineInstitute of Life Course and Medical SciencesUniversity of LiverpoolLiverpoolUK
- Liverpool University Hospitals NHS Foundation TrustLiverpoolUK
| | - Emily Brown
- Department of Cardiovascular and Metabolic MedicineInstitute of Life Course and Medical SciencesUniversity of LiverpoolLiverpoolUK
- Liverpool University Hospitals NHS Foundation TrustLiverpoolUK
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15
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Fatty Pancreas-Centered Metabolic Basis of Pancreatic Adenocarcinoma: From Obesity, Diabetes and Pancreatitis to Oncogenesis. Biomedicines 2022; 10:biomedicines10030692. [PMID: 35327494 PMCID: PMC8945032 DOI: 10.3390/biomedicines10030692] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 03/11/2022] [Accepted: 03/15/2022] [Indexed: 12/13/2022] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is one of the deadliest types of cancer, and it is currently the third most common cause of cancer death in the U.S.A. Progress in the fight against PDAC has been hampered by an inability to detect it early in the overwhelming majority of patients, and also by the reduced oxygen levels and nutrient perfusion caused by new matrix formation through the activation of stromal cells in the context of desmoplasia. One harbinger of PDAC is excess intrapancreatic fat deposition, namely, fatty pancreas, which specifically affects the tumor macro- and microenvironment in the organ. Over half of PDAC patients have diabetes mellitus (DM) at the time of diagnosis, and fatty pancreas is associated with subsequent DM development. Moreover, there is a strong association between fatty pancreas and fatty liver through obesity, and a higher intrapancreatic fat percentage has been noted in acute pancreatitis patients with DM than in those without DM. All these findings suggest that the link between fatty pancreas and PDAC might occur through metabolic alterations, either DM-related or non-DM-related. Based on clinical, in vivo and in vitro evidence, the current review highlights the etiologies of fatty pancreas (including fatty infiltration and replacement) and the fatty pancreas-associated metabolic alterations involved in oncogenesis to provide crucial targets to prevent, detect, and/or effectively treat PDAC.
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16
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Triay Bagur A, Aljabar P, Ridgway GR, Brady M, Bulte DP. Pancreas MRI Segmentation Into Head, Body, and Tail Enables Regional Quantitative Analysis of Heterogeneous Disease. J Magn Reson Imaging 2022; 56:997-1008. [PMID: 35128748 DOI: 10.1002/jmri.28098] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 01/19/2022] [Accepted: 01/22/2022] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Quantitative imaging studies of the pancreas have often targeted the three main anatomical segments, head, body, and tail, using manual region of interest strategies to assess geographic heterogeneity. Existing automated analyses have implemented whole-organ segmentation, providing overall quantification but failing to address spatial heterogeneity. PURPOSE To develop and validate an automated method for pancreas segmentation into head, body, and tail subregions in abdominal MRI. STUDY TYPE Retrospective. SUBJECTS One hundred and fifty nominally healthy subjects from UK Biobank (100 subjects for method development and 50 subjects for validation). A separate 390 UK Biobank triples of subjects including type 2 diabetes mellitus (T2DM) subjects and matched nondiabetics. FIELD STRENGTH/SEQUENCE A 1.5 T, three-dimensional two-point Dixon sequence (for segmentation and volume assessment) and a two-dimensional axial multiecho gradient-recalled echo sequence. ASSESSMENT Pancreas segments were annotated by four raters on the validation cohort. Intrarater agreement and interrater agreement were reported using Dice overlap (Dice similarity coefficient [DSC]). A segmentation method based on template registration was developed and evaluated against annotations. Results on regional pancreatic fat assessment are also presented, by intersecting the three-dimensional parts segmentation with one available proton density fat fraction (PDFF) image. STATISTICAL TEST Wilcoxon signed rank test and Mann-Whitney U-test for comparisons. DSC and volume differences for evaluation. A P value < 0.05 was considered statistically significant. RESULTS Good intrarater (DSC mean, head: 0.982, body: 0.940, tail: 0.961) agreement and interrater (DSC mean, head: 0.968, body: 0.905, tail: 0.943) agreement were observed. No differences (DSC, head: P = 0.4358, body: P = 0.0992, tail: P = 0.1080) were observed between the manual annotations and our method's segmentations (DSC mean, head: 0.965, body: 0.893, tail: 0.934). Pancreatic body PDFF was different between T2DM and nondiabetics matched by body mass index. DATA CONCLUSION The developed segmentation's performance was no different from manual annotations. Application on type 2 diabetes subjects showed potential for assessing pancreatic disease heterogeneity. LEVEL OF EVIDENCE 4 TECHNICAL EFFICACY STAGE: 3.
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Affiliation(s)
- Alexandre Triay Bagur
- Department of Engineering Science, University of Oxford, Oxford, UK.,Perspectum Ltd, Oxford, UK
| | | | | | | | - Daniel P Bulte
- Department of Engineering Science, University of Oxford, Oxford, UK
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17
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Zeng N, Wang Y, Cheng Y, Huang Z, Song B. Imaging evaluation of the pancreas in diabetic patients. Abdom Radiol (NY) 2022; 47:715-726. [PMID: 34786594 DOI: 10.1007/s00261-021-03340-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2021] [Revised: 10/28/2021] [Accepted: 10/29/2021] [Indexed: 02/05/2023]
Abstract
Diabetes mellitus (DM) is becoming a global epidemic and its diagnosis and monitoring are based on laboratory testing which sometimes have limitations. The pancreas plays a key role in metabolism and is involved in the pathogenesis of DM. It has long been known through cadaver biopsies that pancreas volume is decreased in patients with DM. With the development of different imaging modalities over the last two decades, many studies have attempted to determine whether there other changes occurred in the pancreas of diabetic patients. This review summarizes current knowledge about the use of different imaging approaches (such as CT, MR, and US) and radiomics for exploring pancreatic changes in diabetic patients. Imaging studies are expected to produce reliable information regarding DM, and radiomics could provide increasingly valuable information to identify some undetectable features and help diagnose and predict the occurrence of diabetes through pancreas imaging.
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Affiliation(s)
- Ni Zeng
- Department of Radiology, West China Hospital, Sichuan University, No. 37 Guoxue Alley, Chengdu, 610041, Sichuan, China
| | - Yi Wang
- Department of Radiology, West China Hospital, Sichuan University, No. 37 Guoxue Alley, Chengdu, 610041, Sichuan, China
| | - Yue Cheng
- Department of Radiology, West China Hospital, Sichuan University, No. 37 Guoxue Alley, Chengdu, 610041, Sichuan, China
| | - Zixing Huang
- Department of Radiology, West China Hospital, Sichuan University, No. 37 Guoxue Alley, Chengdu, 610041, Sichuan, China.
| | - Bin Song
- Department of Radiology, West China Hospital, Sichuan University, No. 37 Guoxue Alley, Chengdu, 610041, Sichuan, China.
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18
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Virostko J, Craddock RC, Williams JM, Triolo TM, Hilmes MA, Kang H, Du L, Wright JJ, Kinney M, Maki JH, Medved M, Waibel M, Kay TWH, Thomas HE, Greeley SAW, Steck AK, Moore DJ, Powers AC. Development of a standardized MRI protocol for pancreas assessment in humans. PLoS One 2021; 16:e0256029. [PMID: 34428220 PMCID: PMC8384163 DOI: 10.1371/journal.pone.0256029] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Accepted: 07/29/2021] [Indexed: 11/26/2022] Open
Abstract
Magnetic resonance imaging (MRI) has detected changes in pancreas volume and other characteristics in type 1 and type 2 diabetes. However, differences in MRI technology and approaches across locations currently limit the incorporation of pancreas imaging into multisite trials. The purpose of this study was to develop a standardized MRI protocol for pancreas imaging and to define the reproducibility of these measurements. Calibrated phantoms with known MRI properties were imaged at five sites with differing MRI hardware and software to develop a harmonized MRI imaging protocol. Subsequently, five healthy volunteers underwent MRI at four sites using the harmonized protocol to assess pancreas size, shape, apparent diffusion coefficient (ADC), longitudinal relaxation time (T1), magnetization transfer ratio (MTR), and pancreas and hepatic fat fraction. Following harmonization, pancreas size, surface area to volume ratio, diffusion, and longitudinal relaxation time were reproducible, with coefficients of variation less than 10%. In contrast, non-standardized image processing led to greater variation in MRI measurements. By using a standardized MRI image acquisition and processing protocol, quantitative MRI of the pancreas performed at multiple locations can be incorporated into clinical trials comparing pancreas imaging measures and metabolic state in individuals with type 1 or type 2 diabetes.
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Affiliation(s)
- John Virostko
- Department of Diagnostic Medicine, University of Texas at Austin, Austin, Texas, United States of America
- Livestrong Cancer Institutes, University of Texas at Austin, Austin, Texas, United States of America
- Department of Oncology, University of Texas at Austin, Austin, Texas, United States of America
- * E-mail:
| | - Richard C. Craddock
- Department of Diagnostic Medicine, University of Texas at Austin, Austin, Texas, United States of America
| | - Jonathan M. Williams
- Division of Diabetes, Endocrinology, and Metabolism, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
| | - Taylor M. Triolo
- Barbara Davis Center for Diabetes, University of Colorado School of Medicine, Aurora, Colorado, United States of America
| | - Melissa A. Hilmes
- Department of Radiology and Radiological Sciences, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
| | - Hakmook Kang
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
| | - Liping Du
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
| | - Jordan J. Wright
- Division of Diabetes, Endocrinology, and Metabolism, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
| | - Mara Kinney
- Barbara Davis Center for Diabetes, University of Colorado School of Medicine, Aurora, Colorado, United States of America
| | - Jeffrey H. Maki
- Department of Radiology, University of Colorado School of Medicine, Aurora, Colorado, United States of America
| | - Milica Medved
- Department of Radiology, University of Chicago, Chicago, IL, United States of America
| | - Michaela Waibel
- Immunology and Diabetes Unit, St Vincent’s Institute, Fitzroy, Victoria, Australia
| | - Thomas W. H. Kay
- Immunology and Diabetes Unit, St Vincent’s Institute, Fitzroy, Victoria, Australia
- Department of Medicine, St. Vincent’s Hospital, The University of Melbourne, Fitzroy, Victoria, Australia
| | - Helen E. Thomas
- Immunology and Diabetes Unit, St Vincent’s Institute, Fitzroy, Victoria, Australia
- Department of Medicine, St. Vincent’s Hospital, The University of Melbourne, Fitzroy, Victoria, Australia
| | - Siri Atma W. Greeley
- Section of Adult and Pediatric Endocrinology, Diabetes, and Metabolism, Kovler Diabetes Center, University of Chicago, Chicago, IL, United States of America
| | - Andrea K. Steck
- Barbara Davis Center for Diabetes, University of Colorado School of Medicine, Aurora, Colorado, United States of America
| | - Daniel J. Moore
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
- Department of Pathology, Immunology, and Microbiology, Vanderbilt University, Nashville, Tennessee, United States of America
| | - Alvin C. Powers
- Division of Diabetes, Endocrinology, and Metabolism, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
- Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, Tennessee, United States of America
- VA Tennessee Valley Healthcare System, Nashville, Tennessee, United States of America
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19
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Ko J, Skudder-Hill L, Cho J, Bharmal SH, Petrov MS. Pancreatic enzymes and abdominal adipose tissue distribution in new-onset prediabetes/diabetes after acute pancreatitis. World J Gastroenterol 2021; 27:3357-3371. [PMID: 34163117 PMCID: PMC8218354 DOI: 10.3748/wjg.v27.i23.3357] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Revised: 04/14/2021] [Accepted: 06/07/2021] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND New-onset prediabetes/diabetes after acute pancreatitis (NODAP) is the most common sequela of pancreatitis, and it differs from type 2 prediabetes/diabetes mellitus (T2DM).
AIM To study the associations between circulating levels of pancreatic amylase, pancreatic lipase, chymotrypsin and fat phenotypes in NODAP, T2DM, and health.
METHODS Individuals with NODAP (n = 30), T2DM (n = 30), and sex-matched healthy individuals (n = 30) were included. Five fat phenotypes (intra-pancreatic fat, liver fat, skeletal muscle fat, visceral fat, and subcutaneous fat) were determined using the same magnetic resonance imaging protocol and scanner magnet strength for all participants. One-way analysis of covariance, linear regression analysis, and relative importance analysis were conducted.
RESULTS Intra-pancreatic fat deposition (IPFD) was higher in NODAP (9.4% ± 1.8%) and T2DM (9.8% ± 1.1%) compared with healthy controls (7.8% ± 1.9%) after adjusting for covariates (P = 0.003). Similar findings were observed in regards to visceral fat volume (P = 0.005), but not subcutaneous fat volume, liver fat, or skeletal muscle fat. Both IPFD (β = -2.201, P = 0.023) and visceral fat volume (β = -0.004, P = 0.028) were significantly associated with circulating levels of pancreatic amylase in NODAP, but not in T2DM or healthy individuals. Of the five fat phenotypes, IPFD explained the highest amount of variance in pancreatic amylase concentration (R2 = 15.3% out of 41.2%). None of the phenotypes contributed meaningfully to the variance in pancreatic lipase or chymotrypsin.
CONCLUSION Both NODAP and T2DM are characterized by increased IPFD and visceral fat volume. However, only NODAP is characterized by significant inverse associations between the two fat phenotypes and pancreatic amylase.
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Affiliation(s)
- Juyeon Ko
- School of Medicine, University of Auckland, Auckland 1142, New Zealand
| | | | - Jaelim Cho
- School of Medicine, University of Auckland, Auckland 1142, New Zealand
| | - Sakina H Bharmal
- School of Medicine, University of Auckland, Auckland 1142, New Zealand
| | - Maxim S Petrov
- School of Medicine, University of Auckland, Auckland 1142, New Zealand
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20
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Virostko J. Quantitative Magnetic Resonance Imaging of the Pancreas of Individuals With Diabetes. Front Endocrinol (Lausanne) 2020; 11:592349. [PMID: 33343509 PMCID: PMC7747766 DOI: 10.3389/fendo.2020.592349] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Accepted: 10/28/2020] [Indexed: 12/11/2022] Open
Abstract
Magnetic resonance imaging (MRI) has the potential to improve our understanding of diabetes and improve both diagnosis and monitoring of the disease. Although the spatial resolution of MRI is insufficient to directly image the endocrine pancreas in people, the increasing awareness that the exocrine pancreas is also involved in diabetes pathogenesis has spurred new MRI applications. These techniques build upon studies of exocrine pancreatic diseases, for which MRI has already developed into a routine clinical tool for diagnosis and monitoring of pancreatic cancer and pancreatitis. By adjusting the imaging contrast and carefully controlling image acquisition and processing, MRI can quantify a variety of tissue pathologies. This review introduces a number of quantitative MRI techniques that have been applied to study the diabetic pancreas, summarizes progress in validating and standardizing each technique, and discusses the need for image analyses that account for spatial heterogeneity in the pancreas.
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Affiliation(s)
- John Virostko
- Department of Diagnostic Medicine, University of Texas at Austin, Austin, TX, United States
- Livestrong Cancer Institutes, University of Texas at Austin, Austin, TX, United States
- Department of Oncology, University of Texas at Austin, Austin, TX, United States
- *Correspondence: John Virostko,
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