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Pompa M, Panunzi S, Borri A, D’Orsi L, De Gaetano A. "MoSpec": A customized and integrated system for model development, verification and validation. PLoS One 2025; 20:e0316401. [PMID: 39746065 PMCID: PMC11695006 DOI: 10.1371/journal.pone.0316401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Accepted: 12/10/2024] [Indexed: 01/04/2025] Open
Abstract
BACKGROUND AND OBJECTIVE The growing availability of patient data from several clinical settings, fueled by advanced analysis systems and new diagnostics, presents a unique opportunity. These data can be used to understand disease progression and predict future outcomes. However, analysing this vast amount of data requires collaboration between physicians and experts from diverse fields like mathematics and engineering. METHODS Mathematical models play a crucial role in interpreting patient data and enable in-silico simulations for diagnosis and treatment. To facilitate the creation and sharing of such models, the CNR-IASI BioMatLab group developed the "Gemini" (MoSpec/Autocoder) system, a framework allowing researchers with basic mathematical knowledge to quickly and correctly translate biological problems into Ordinary Differential Equations models. The system facilitates the development and computation of mathematical models for the interpretation of medical and biological phenomena, also using data from the clinical setting or laboratory experiments for parameter estimation. RESULTS Gemini automatically generates code in multiple languages (C++, Matlab, R, and Julia) and automatically creates documentation, including code, figures, and visualizations. CONCLUSIONS This user-friendly approach promotes model sharing and collaboration among researchers, besides vastly increasing group productivity.
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Affiliation(s)
- Marcello Pompa
- Institute of Systems Analysis and Informatics “A. Ruberti” (IASI), National Research Council of Italy, Rome, Italy
| | - Simona Panunzi
- Institute of Systems Analysis and Informatics “A. Ruberti” (IASI), National Research Council of Italy, Rome, Italy
| | - Alessandro Borri
- Institute of Systems Analysis and Informatics “A. Ruberti” (IASI), National Research Council of Italy, Rome, Italy
| | - Laura D’Orsi
- Institute of Systems Analysis and Informatics “A. Ruberti” (IASI), National Research Council of Italy, Rome, Italy
| | - Andrea De Gaetano
- Institute of Systems Analysis and Informatics “A. Ruberti” (IASI), National Research Council of Italy, Rome, Italy
- Institute for Biomedical Research and Innovation (IRIB), National Research Council of Italy, Palermo, Italy
- Dept. of Biomatics Óbuda University, Budapest, Hungary
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Angelini G, Russo S, Carli F, Infelise P, Panunzi S, Bertuzzi A, Caristo ME, Lembo E, Calce R, Bornstein SR, Gastaldelli A, Mingrone G. Dodecanedioic acid prevents and reverses metabolic-associated liver disease and obesity and ameliorates liver fibrosis in a rodent model of diet-induced obesity. FASEB J 2024; 38:e70202. [PMID: 39600104 PMCID: PMC11599784 DOI: 10.1096/fj.202402108r] [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: 09/06/2024] [Revised: 11/07/2024] [Accepted: 11/13/2024] [Indexed: 11/29/2024]
Abstract
Dodecanedioic acid (DC12) is a dicarboxylic acid present in protective polymers of fruit and leaves. We explored the effects of DC12 on metabolic dysfunction-associated steatohepatitis (MASH) and obesity. DC12 supplementation (100 mg/kg/day) was added to a high-fat diet (HFD) for 8 weeks in rodents to assess its impact on obesity and MASH prevention. Rats given DC12 experienced significant reductions of weight gain, liver and visceral fat weight, and improved glucose tolerance and insulin sensitivity. Liver histology showed protection against diet-induced MASH, with reduced steatosis, hepatocyte ballooning, and fibrosis. For weight-loss and MASH reversion, rats were fed HFD for 14 weeks, followed by 6 weeks with or without DC12. DC12 supplementation (100 mg/kg/day) led to a significant reduction of weight gain and liver weight. DC12 induced white adipose tissue beiging and reduced adiposity with a decrease of visceral fat. It also improved glucose tolerance, insulin sensitivity, and reduced hepatic gluconeogenic gene expression. Liver histology revealed a significant reduction in steatosis, hepatocyte ballooning, and inflammation as well as fibrosis, indicating MASH reversal. DC12 reduced hepatic lipogenesis enzymes as well as de novo lipogenesis measured by deuterated water and increased fatty acid β-oxidation. Plasma lipid profile showed lower triglycerides and phosphatidylcholines in the DC12 group. Notably, DC12 decreased mINDY expression, the cell membrane Na+-coupled citrate transporter, reducing citrate uptake and de-novo lipogenesis, linking its effects to improved lipid metabolism and reduced steatosis. We found that during the hepatic first pass, half of the DC12 ingested with water was taken up by the liver. The concentration of DC12 in the portal vein falls within the range identified in vitro as sufficient to inhibit citrate transport in hepatocytes.
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Affiliation(s)
- Giulia Angelini
- Department of Translational Medicine and SurgeryUniversità Cattolica del Sacro CuoreRomeItaly
- Department of Medical and Surgical SciencesFondazione Policlinico Universitario A. Gemelli IRCCSRomeItaly
| | - Sara Russo
- Department of Translational Medicine and SurgeryUniversità Cattolica del Sacro CuoreRomeItaly
- Department of Medical and Surgical SciencesFondazione Policlinico Universitario A. Gemelli IRCCSRomeItaly
| | - Fabrizia Carli
- Cardiometabolic Risk LaboratoryInstitute of Clinical Physiology (IFC), National Research Council (CNR)PisaItaly
| | - Patrizia Infelise
- Cardiometabolic Risk LaboratoryInstitute of Clinical Physiology (IFC), National Research Council (CNR)PisaItaly
| | - Simona Panunzi
- CNR‐IASI, Laboratorio di Biomatematica, Consiglio Nazionale delle RicercheIstituto di Analisi dei Sistemi ed InformaticaRomeItaly
| | - Alessandro Bertuzzi
- CNR‐IASI, Consiglio Nazionale delle RicercheIstituto di Analisi dei Sistemi ed Informatica, Laboratorio di BiomatematicaRomeItaly
| | - Maria Emiliana Caristo
- Department of Translational Medicine and SurgeryUniversità Cattolica del Sacro CuoreRomeItaly
| | - Erminia Lembo
- Department of Translational Medicine and SurgeryUniversità Cattolica del Sacro CuoreRomeItaly
- Department of Medical and Surgical SciencesFondazione Policlinico Universitario A. Gemelli IRCCSRomeItaly
| | - Roberta Calce
- Department of Translational Medicine and SurgeryUniversità Cattolica del Sacro CuoreRomeItaly
- Department of Medical and Surgical SciencesFondazione Policlinico Universitario A. Gemelli IRCCSRomeItaly
| | - Stefan R. Bornstein
- Department of Medicine IIIUniversitätsklinikum Carl Gustav Carus an der Technischen Universität DresdenDresdenGermany
- Division of Diabetes & Nutritional Sciences, School of Cardiovascular and Metabolic Medicine & SciencesKing's College LondonLondonUK
| | - Amalia Gastaldelli
- Cardiometabolic Risk LaboratoryInstitute of Clinical Physiology (IFC), National Research Council (CNR)PisaItaly
| | - Geltrude Mingrone
- Department of Translational Medicine and SurgeryUniversità Cattolica del Sacro CuoreRomeItaly
- Department of Medical and Surgical SciencesFondazione Policlinico Universitario A. Gemelli IRCCSRomeItaly
- Division of Diabetes & Nutritional Sciences, School of Cardiovascular and Metabolic Medicine & SciencesKing's College LondonLondonUK
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Goetzman ES, Zhang BB, Zhang Y, Bharathi SS, Bons J, Rose J, Shah S, Solo KJ, Schmidt AV, Richert AC, Mullett SJ, Gelhaus SL, Rao KS, Shiva SS, Pfister KE, Silva Barbosa A, Sims-Lucas S, Dobrowolski SF, Schilling B. Dietary dicarboxylic acids provide a nonstorable alternative fat source that protects mice against obesity. J Clin Invest 2024; 134:e174186. [PMID: 38687608 PMCID: PMC11178532 DOI: 10.1172/jci174186] [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: 07/24/2023] [Accepted: 04/23/2024] [Indexed: 05/02/2024] Open
Abstract
Dicarboxylic fatty acids are generated in the liver and kidney in a minor pathway called fatty acid ω-oxidation. The effects of consuming dicarboxylic fatty acids as an alternative source of dietary fat have not been explored. Here, we fed dodecanedioic acid, a 12-carbon dicarboxylic (DC12), to mice at 20% of daily caloric intake for 9 weeks. DC12 increased metabolic rate, reduced body fat, reduced liver fat, and improved glucose tolerance. We observed DC12-specific breakdown products in liver, kidney, muscle, heart, and brain, indicating that oral DC12 escaped first-pass liver metabolism and was utilized by many tissues. In tissues expressing the "a" isoform of acyl-CoA oxidase-1 (ACOX1), a key peroxisomal fatty acid oxidation enzyme, DC12 was chain shortened to the TCA cycle intermediate succinyl-CoA. In tissues with low peroxisomal fatty acid oxidation capacity, DC12 was oxidized by mitochondria. In vitro, DC12 was catabolized even by adipose tissue and was not stored intracellularly. We conclude that DC12 and other dicarboxylic acids may be useful for combatting obesity and for treating metabolic disorders.
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Affiliation(s)
- Eric S. Goetzman
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Bob B. Zhang
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Yuxun Zhang
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Sivakama S. Bharathi
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Joanna Bons
- The Buck Institute for Research on Aging, Novato, California, USA
| | - Jacob Rose
- The Buck Institute for Research on Aging, Novato, California, USA
| | - Samah Shah
- The Buck Institute for Research on Aging, Novato, California, USA
| | - Keaton J. Solo
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Alexandra V. Schmidt
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Adam C. Richert
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Steven J. Mullett
- Department of Pharmacology and Chemical Biology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Health Sciences Mass Spectrometry Core, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Stacy L. Gelhaus
- Department of Pharmacology and Chemical Biology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Health Sciences Mass Spectrometry Core, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Krithika S. Rao
- Department of Pharmacology and Chemical Biology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Vascular Medicine Institute and
| | - Sruti S. Shiva
- Department of Pharmacology and Chemical Biology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Vascular Medicine Institute and
| | - Katherine E. Pfister
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Anne Silva Barbosa
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Sunder Sims-Lucas
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Steven F. Dobrowolski
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Birgit Schilling
- The Buck Institute for Research on Aging, Novato, California, USA
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Halli K, Cohrs I, Brügemann K, Koch C, König S. Effects of temperature-humidity index on blood metabolites of German dairy cows and their female calves. J Dairy Sci 2023; 106:7281-7294. [PMID: 37500442 DOI: 10.3168/jds.2022-22890] [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: 10/10/2022] [Accepted: 03/31/2023] [Indexed: 07/29/2023]
Abstract
Heat stress (HS) impairs productivity, health, and welfare in dairy cows, and additionally causes metabolic changes. Hence, specific metabolites could be used as HS biomarkers. Consequently, the aim of the present study was to compare blood metabolite concentrations of German Holstein dairy cows and of their female calves suffering from high temperature-humidity index (THI) during late gestation (cows) or during their first week of life (calves) or not. According to the mean daily THI (mTHI) at the day before blood sampling, animals were classified into 2 groups: high mTHI ≥60 (hmTHI) and low mTHI <60 (lmTHI). To perform a standard cross-sectional 2-group study, cow groups (n = 48) and calf groups (n = 47) were compared separately. Differences in metabolite concentrations between hmTHI and lmTHI animals were inferred based on a targeted metabolomics approach. In the first step, processed metabolomics data were evaluated by multivariate data analysis techniques, and were visualized using the web-based platform MetaboAnalyst V5.0. The most important metabolites with pronounced differences between groups were further analyzed in a second step using linear mixed models. We identified 9 thermally sensitive metabolites for the cows [dodecanedioic acid; 3-indolepropionic acid; sarcosine; triglycerides (14:0_34:0), (16:0_38:7), (18:0_32:1), and (18:0_36:2); phosphatidylcholine aa C38:1; and lysophosphatidylcholine a C20:3] and for the calves [phosphatidylcholines aa C38:1, ae C38:3, ae C36:0, and ae C36:2; cholesteryl esters (17:1) and (20:3); sphingomyelins C18:0 and C18:1; and p-cresol sulfate], most of them related to lipid metabolism. Apart from 2 metabolites (3-indolepropionic acid and sarcosine) in cows, the metabolite plasma concentrations were lower in hmTHI than in lmTHI groups. In our heat-stressed dry cows, results indicate an altered lipid metabolism compared with lactating heat-stressed cows, due to the missing antilipolytic effect of HS. The results also indicate alterations in lipid metabolism of calves due to high mTHI in the first week of life. From a cross-generation perspective, high mTHI directly before calving seems to reduce colostrum quality, with detrimental effects on metabolite concentrations in offspring.
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Affiliation(s)
- K Halli
- Institute of Animal Breeding and Genetics, Justus Liebig University, 35390 Giessen, Germany.
| | - I Cohrs
- Educational and Research Centre for Animal Husbandry, Hofgut Neumuehle, 67728 Muenchweiler an der Alsenz, Germany
| | - K Brügemann
- Institute of Animal Breeding and Genetics, Justus Liebig University, 35390 Giessen, Germany
| | - C Koch
- Educational and Research Centre for Animal Husbandry, Hofgut Neumuehle, 67728 Muenchweiler an der Alsenz, Germany
| | - S König
- Institute of Animal Breeding and Genetics, Justus Liebig University, 35390 Giessen, Germany
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Effects of dietary N-carbamylglutamate supplementation on milk production performance, nutrient digestibility and blood metabolomics of lactating Holstein cows under heat stress. Anim Feed Sci Technol 2021. [DOI: 10.1016/j.anifeedsci.2020.114797] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
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Ma C, Hu L, Tao G, Lv W, Wang H. An UPLC-MS-based metabolomics investigation on the anti-fatigue effect of salidroside in mice. J Pharm Biomed Anal 2014; 105:84-90. [PMID: 25543286 DOI: 10.1016/j.jpba.2014.11.036] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2014] [Revised: 11/17/2014] [Accepted: 11/18/2014] [Indexed: 12/25/2022]
Abstract
An ultra-performance liquid chromatography-quadrupole time-of-flight-based metabolomic approach was developed to study influence of salidroside, an anti-fatigue ingredient from Rhoiola rosea, on urinary metabolic profiling of rats to a single dose of 180 mg/kg per day. Unsupervised principal component analysis (PCA) and supervised orthogonal pre-projection to latent structures discriminate analysis (OPLS-DA) on metabolite profiling revealed obvious differentiation between the salidroside treated groups and controls in both positive and negative ion modes. Eleven urinary metabolites contributing to the differentiation were identified as anti-fatigue biomarkers: N-acetylserotonin, 2-Methoxyestrone 3-glucuronide, Taurine, Melatonin, Sorbitol, Geranyl diphosphate, Z-nucleotide, Cortisone, Dihydrocortisol, Sebacic acid, Pregnenolone sulfate. The physiological significance of these biomarkers is discussed. The work showed that metabolomics is a powerful tool in studying the anti-fatigue effects of natural compound salidroside on multiple targets in vivo.
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Affiliation(s)
- Chaoyang Ma
- State Key Laboratory of Food Science and Technology (Jiangnan University), School of Food Science and Technology, 1800 Lihu Road, 214122 Wuxi, China
| | - Liming Hu
- Air Force Logistics College, Xuzhou, Jiangshu 221006, China
| | - Guanjun Tao
- State Key Laboratory of Food Science and Technology (Jiangnan University), School of Food Science and Technology, 1800 Lihu Road, 214122 Wuxi, China
| | - Wenping Lv
- State Key Laboratory of Food Science and Technology (Jiangnan University), School of Food Science and Technology, 1800 Lihu Road, 214122 Wuxi, China
| | - Hongxin Wang
- State Key Laboratory of Food Science and Technology (Jiangnan University), School of Food Science and Technology, 1800 Lihu Road, 214122 Wuxi, China.
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Dai X, Huang YC. Electrospun fibrous scaffolds of Poly(glycerol-dodecanedioate) for engineering neural tissues from mouse embryonic stem cells. J Vis Exp 2014. [PMID: 24961272 DOI: 10.3791/51587] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
For tissue engineering applications, the preparation of biodegradable and biocompatible scaffolds is the most desirable but challenging task. Among the various fabrication methods, electrospinning is the most attractive one due to its simplicity and versatility. Additionally, electrospun nanofibers mimic the size of natural extracellular matrix ensuring additional support for cell survival and growth. This study showed the viability of the fabrication of long fibers spanning a larger deposit area for a novel biodegradable and biocompatible polymer named poly(glycerol-dodecanoate) (PGD)(1) by using a newly designed collector for electrospinning. PGD exhibits unique elastic properties with similar mechanical properties to nerve tissues, thus it is suitable for neural tissue engineering applications. The synthesis and fabrication set-up for making fibrous scaffolding materials was simple, highly reproducible, and inexpensive. In biocompatibility testing, cells derived from mouse embryonic stem cells could adhere to and grow on the electrospun PGD fibers. In summary, this protocol provided a versatile fabrication method for making PGD electrospun fibers to support the growth of mouse embryonic stem cell derived neural lineage cells.
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Affiliation(s)
- Xizi Dai
- Department of Biomedical Engineering, Florida International University
| | - Yen-Chih Huang
- Department of Biomedical Engineering, Florida International University;
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Mingrone G, Castagneto M. Medium-Chain, Even-Numbered Dicarboxylic Acids as Novel Energy Substrates: An Update. Nutr Rev 2006. [DOI: 10.1111/j.1753-4887.2006.tb00175.x] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
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