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Oanes C, Alexeeva M, Søreide K, Brede C. Salting-out assisted liquid-liquid extraction for UPLC-MS/MS determination of bile acids and kynurenine-, indole- and serotonin-pathway metabolites of tryptophan in human serum of healthy probands. J Chromatogr B Analyt Technol Biomed Life Sci 2025; 1255:124519. [PMID: 39955961 DOI: 10.1016/j.jchromb.2025.124519] [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: 12/05/2024] [Revised: 01/31/2025] [Accepted: 02/09/2025] [Indexed: 02/18/2025]
Abstract
The bacterial composition of the gut has been found to affect many diseases, including several gastrointestinal cancers. The microbiome appears central in the production of certain metabolites that enter circulation, especially those from bile acids and the essential amino acid tryptophan. The tumor-microenvironment may also produce changes in metabolites, such as those from the tryptophan-kynurenine pathway, of which several compounds may be measured in the blood. As data emerges from large scale metabolomics studies, there will be a need to validate metabolomic biomarkers to confirm their clinical utility. This task also requires knowledge about biological variation of the same metabolites in a healthy population. For this purpose, a novel method was developed for quantification of bile acids and tryptophan metabolites in samples of human serum by ultra-performance liquid chromatography coupled with tandem mass spectrometry. Salting-out assisted liquid-liquid extraction was optimized with the ion-pairing reagent trifluoroacetic acid. In this way, both polar tryptophan metabolites and non-polar bile acids could be extracted with a high recovery, favorable matrix effects, and improved chromatographic focusing, by using straightforward robot pipetting. The instrumental analysis was fast (4 min and 32 s) and with sample injections done directly from the extraction microplate. The method was applied to quantify metabolites in serum from healthy probands, and for investigating inter- and intraindividual variations over six hours.
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Affiliation(s)
- Celine Oanes
- Gastrointestinal Translational Research Unit, Laboratory for Molecular Medicine, Stavanger University Hospital, N-4068 Stavanger, Norway; Department of Gastrointestinal Surgery, Stavanger University Hospital, N-4068 Stavanger, Norway
| | - Marina Alexeeva
- Gastrointestinal Translational Research Unit, Laboratory for Molecular Medicine, Stavanger University Hospital, N-4068 Stavanger, Norway; Department of Gastrointestinal Surgery, Stavanger University Hospital, N-4068 Stavanger, Norway
| | - Kjetil Søreide
- Gastrointestinal Translational Research Unit, Laboratory for Molecular Medicine, Stavanger University Hospital, N-4068 Stavanger, Norway; Department of Gastrointestinal Surgery, Stavanger University Hospital, N-4068 Stavanger, Norway; Department of Clinical Medicine, University of Bergen, N-7804 Bergen, Norway
| | - Cato Brede
- Department of Medical Biochemistry, Stavanger University Hospital, N-4068 Stavanger, Norway; Department of Chemistry, Bioscience and Environmental Engineering, University of Stavanger, N-4036 Stavanger, Norway.
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Liu H, Zhang X, Li K, Fang Q, Liu X, Sun L, Guo G, An S, Li M, Wang G, Kong Y. Effects of dietary of bile acid on growth performance, antioxidant capacity, liver and intestinal health and immune function in loach (Misgurnus anguillicaudatus). AQUACULTURE REPORTS 2024; 39:102455. [DOI: 10.1016/j.aqrep.2024.102455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
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Zorić L, Štritof PG, Čičak H, Zekan P, Pavasović MG, Blagaić V, Čoklo M, Šimundić AM, Dukić L. Verification of bile acid determination method and establishing reference intervals for biochemical and haematological parameters in third-trimester pregnant women. Clin Chem Lab Med 2024; 62:2048-2061. [PMID: 38557367 DOI: 10.1515/cclm-2023-1109] [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: 10/05/2023] [Accepted: 02/28/2024] [Indexed: 04/04/2024]
Abstract
OBJECTIVES The aims of this study were to verify the bile acids (BA) method and to establish reference intervals (RIs) for bile acids (BA) and biochemical and haematological parameters in Croatian pregnant women. METHODS BA spectrophotometric method verification was performed on Siemens Atellica Solution CH 930 automated analyser using Sentinel reagent. Stability, precision, trueness, linearity, and RIs, as well as lipemia interference were tested according to CLSI guidelines. BA, biochemical, and haematological parameters were measured in serum (BA, biochemical) and whole blood (haematological) samples of fasting healthy third-trimester pregnant women from Croatia (n=121). The establishment of the RIs was done a priori according to the CLSI EP28-A3C:2010 guideline. Selected reference individuals' data were analysed using parametric, non-parametric, and robust methods. RESULTS Stability study showed that BA are stable in serum samples for 2 days at 20 °C, 14 days at 4-8 °C, and 22 days at -20 °C. The precision study and adult RIs verification met the criteria. Linearity was verified for the concentration range of 3.5-172.1 μmol/L whereas the lipemia interference test showed a positive bias (%) in BA concentration. The determined reference limits generally exhibited better precision for haematological parameters, being lower than the upper recommended value 0.2, unlike biochemical parameters. Haematological parameters showed notable differences between pregnant and non-pregnant women, while many biochemical parameters' RIs remained similar. Only ALT and GGT showed lower non-comparable RI upper limits in the population pregnant women. CONCLUSIONS Spectrophotometric BA method showed satisfactory performance and all examined parameters were within the set criteria. Moreover, RIs for key biochemical and haematological parameters, including BAs, have been established for the first time in the population of Croatian pregnant women.
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Affiliation(s)
- Lara Zorić
- Department of Medical Laboratory Diagnostics, 119195 University Hospital "Sveti Duh" , Zagreb, Croatia
| | - Petra Glad Štritof
- Department of Obstetrics and Gynecology, 119195 University Hospital "Sveti Duh" , Zagreb, Croatia
| | - Helena Čičak
- Department of Medical Laboratory Diagnostics, 119195 University Hospital "Sveti Duh" , Zagreb, Croatia
| | - Paulo Zekan
- Department of Obstetrics and Gynecology, 119195 University Hospital "Sveti Duh" , Zagreb, Croatia
| | - Maria Gotić Pavasović
- Department of Obstetrics and Gynecology, 119195 University Hospital "Sveti Duh" , Zagreb, Croatia
| | - Vladimir Blagaić
- Department of Obstetrics and Gynecology, 119195 University Hospital "Sveti Duh" , Zagreb, Croatia
| | - Miran Čoklo
- Centre for Applied Bioanthropology, 162067 Institute for Anthropological Research , Zagreb, Croatia
| | - Ana-Maria Šimundić
- Department of Medical Laboratory Diagnostics, 119195 University Hospital "Sveti Duh" , Zagreb, Croatia
- Faculty of Pharmacy and Biochemistry, 119195 University of Zagreb , Zagreb, Croatia
| | - Lora Dukić
- Department of Medical Laboratory Diagnostics, 119195 University Hospital "Sveti Duh" , Zagreb, Croatia
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Yamauchi M, Maekawa M, Sato T, Sato Y, Kumondai M, Tsuruoka M, Inoue J, Masamune A, Mano N. Liquid Chromatography/Tandem Mass Spectrometry-Based Simultaneous Analysis of 32 Bile Acids in Plasma and Conventional Biomarker-Integrated Diagnostic Screening Model Development for Hepatocellular Carcinoma. Metabolites 2024; 14:513. [PMID: 39330520 PMCID: PMC11433973 DOI: 10.3390/metabo14090513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Revised: 09/04/2024] [Accepted: 09/21/2024] [Indexed: 09/28/2024] Open
Abstract
Imaging tests, tumor marker (TM) screening, and biochemical tests provide a definitive diagnosis of hepatocellular carcinoma (HCC). However, some patients with HCC may present TM-negative results, warranting a need for developing more sensitive and accurate screening biomarkers. Various diseases exhibit increased blood levels of bile acids, biosynthesized from cholesterol in the liver, and they have been associated with HCC. Herein, we analyzed plasma bile acids using liquid chromatography/tandem mass spectrometry and integrated them with conventional biomarkers to develop a diagnostic screening model for HCC. Plasma samples were obtained from patients diagnosed with chronic hepatitis, hepatic cirrhosis (HC), and HCC. A QTRAP 6500 mass spectrometer and a Nexera liquid chromatograph with a YMC-Triart C18 analytical column were used. The mobile phase A was a 20 mmol/L ammonium formate solution, and mobile phase B was a methanol/acetonitrile mixture (1:1, v/v) with 20 mmol/L ammonium formate. After determining the concentrations of 32 bile acids, statistical analysis and diagnostic screening model development were performed. Plasma concentrations of bile acids differed between sample groups, with significant differences observed between patients with HC and HCC. By integrating bile acid results with conventional biochemical tests, a potential diagnostic screening model for HCC was successfully developed. Future studies should increase the sample size and analyze the data in detail to verify the diagnostic efficacy of the model.
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Affiliation(s)
- Minami Yamauchi
- Graduate School of Pharmaceutical Sciences, Tohoku University, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan (N.M.)
| | - Masamitsu Maekawa
- Graduate School of Pharmaceutical Sciences, Tohoku University, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan (N.M.)
- Department of Pharmaceutical Sciences, Tohoku University Hospital, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan; (T.S.); (Y.S.); (M.K.)
- Advanced Research Center for Innovations in Next-Generation Medicine, Tohoku University, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan
| | - Toshihiro Sato
- Department of Pharmaceutical Sciences, Tohoku University Hospital, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan; (T.S.); (Y.S.); (M.K.)
| | - Yu Sato
- Department of Pharmaceutical Sciences, Tohoku University Hospital, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan; (T.S.); (Y.S.); (M.K.)
| | - Masaki Kumondai
- Department of Pharmaceutical Sciences, Tohoku University Hospital, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan; (T.S.); (Y.S.); (M.K.)
| | - Mio Tsuruoka
- Division of Gastroenterology, Tohoku University Graduate School of Medicine, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan (J.I.); (A.M.)
| | - Jun Inoue
- Division of Gastroenterology, Tohoku University Graduate School of Medicine, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan (J.I.); (A.M.)
| | - Atsushi Masamune
- Division of Gastroenterology, Tohoku University Graduate School of Medicine, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan (J.I.); (A.M.)
| | - Nariyasu Mano
- Graduate School of Pharmaceutical Sciences, Tohoku University, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan (N.M.)
- Department of Pharmaceutical Sciences, Tohoku University Hospital, 1-1 Seiryo-machi, Aoba-Ku, Sendai 980-8574, Japan; (T.S.); (Y.S.); (M.K.)
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Łuczykowski K, Warmuzińska N, Jaroch K, Kollmann D, Selzner M, Bojko B. Recent solid-phase microextraction-based analytical approaches for the profiling of biliary bile acids in pre-transplant assessments of liver grafts subjected to normothermic ex vivo liver perfusion. Anal Chim Acta 2024; 1318:342954. [PMID: 39067930 DOI: 10.1016/j.aca.2024.342954] [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: 05/28/2024] [Revised: 07/05/2024] [Accepted: 07/06/2024] [Indexed: 07/30/2024]
Abstract
BACKGROUND Liver transplantation is the definitive treatment for end-stage liver failure, but the scarcity of donor organs remains a significant challenge. Leveraging organs from extended criteria donors (ECD) offers a potential avenue to address worldwide shortages, though these organs are more susceptible to post-reperfusion injury. This study explores the use of normothermic ex vivo liver perfusion (NEVLP) as a method for organ preservation - an approach that sustains liver metabolism and facilitates pre-transplant assessments of organ viability via bile analysis. The focal point of this study revolves on the development of analytical methods for determining the bile acid profile throughout the peritransplantation period as a potential indicator of liver function and viability. RESULTS The study optimized and validated a high-throughput analytical method to quantify selected bile acids in bile samples using a thin-film microextraction-liquid chromatography-mass spectrometry (TFME-LC-MS) platform. Furthermore, it introduced a solid-phase microextraction-microfluidic open interface-mass spectrometry (SPME-MOI-MS) method for rapid direct analysis of bile acid isobar groups. In the animal study, discernible variations in the concentrations of specific bile acids were observed between donors after circulatory death (DCD) and heart-beating donors (HBD), particularly following normothermic perfusion and reperfusion. Noteworthy fluctuations in individual bile acid concentrations were observed throughout the entire organ transplantation process, with taurocholic acid (TCA), glycocholic acid (GCA), and glycochenodeoxycholic acid (GCDCA) emerging as promising indicators of organ quality. The efficacy of the SPME-MOI-MS platform in corroborating these trends highlights its potential for real-time bile acid analysis during liver transplantation procedures. SIGNIFICANCE Our findings underscore the efficacy of NEVLP in tandem with advanced bile acid analysis methods as a reliable strategy for pre-transplant assessments of organ viability, potentially increasing the use of ECD organs and reducing organ shortages. The ability to monitor bile acid profiles in real-time provides crucial insights into liver function and ischemic injury, making significant strides in improving transplant outcomes and patient survival rates.
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Affiliation(s)
- Kamil Łuczykowski
- Department of Pharmacodynamics and Molecular Pharmacology, Faculty of Pharmacy, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University in Toruń, Bydgoszcz, Poland
| | - Natalia Warmuzińska
- Department of Pharmacodynamics and Molecular Pharmacology, Faculty of Pharmacy, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University in Toruń, Bydgoszcz, Poland
| | - Karol Jaroch
- Department of Pharmacodynamics and Molecular Pharmacology, Faculty of Pharmacy, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University in Toruń, Bydgoszcz, Poland
| | - Dagmar Kollmann
- Department of Surgery, Ajmera Transplant Centre, Toronto General Hospital, University Health Network, Toronto, ON M5G 2C4, Canada; Department of General Surgery, Medical University of Vienna, 1090 Vienna, Austria
| | - Markus Selzner
- Department of Surgery, Ajmera Transplant Centre, Toronto General Hospital, University Health Network, Toronto, ON M5G 2C4, Canada
| | - Barbara Bojko
- Department of Pharmacodynamics and Molecular Pharmacology, Faculty of Pharmacy, Collegium Medicum in Bydgoszcz, Nicolaus Copernicus University in Toruń, Bydgoszcz, Poland.
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Gao T, Hu S, Xu W, Wang Z, Guo T, Chen F, Ma Y, Zhu L, Chen F, Wang X, Zhou J, Lv Z, Lu L. Targeted LC-MS/MS profiling of bile acids reveals primary/secondary bile acid ratio as a novel biomarker for necrotizing enterocolitis. Anal Bioanal Chem 2024; 416:287-297. [PMID: 37938412 PMCID: PMC10758366 DOI: 10.1007/s00216-023-05017-7] [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: 07/25/2023] [Revised: 10/12/2023] [Accepted: 10/23/2023] [Indexed: 11/09/2023]
Abstract
Bile acids (BAs) are involved in the development of necrotizing enterocolitis (NEC), which mainly occurs in preterm infants. We aim to identify the change of BAs in preterm infants and validate its potential value in the detection of NEC. Targeted liquid chromatography-tandem mass spectrometry (LC-MS/MS) was performed to measure the plasma BAs in healthy preterm infants and patients with NEC. By analyzing the level of BAs in healthy preterm infants, we found that the plasma concentrations of BAs were related to sex, gestational/postnatal age, birth weight, mode of birth, and feeding type after birth. The plasma levels of TCA, GCA, TCDCA, GCDCA, primary BAs, and total BAs and the primary/secondary BA ratio were decreased, while DCA, UDCA, and secondary BAs were increased in NEC. The primary/secondary BA ratio (cutoff point 62.9) can effectively differentiate NEC from healthy preterm infants, with an AUC of 0.9, a sensitivity of 94.5%, and a specificity of 78.1%. Combining the ratio with high-risk factors of NEC can better distinguish between NEC and control, with an AUC of 0.95. Importantly, significantly lower levels of primary/secondary BA ratio were found in infants with surgical NEC than in nonsurgical NEC cases. The cutoff point of 28.7 identified surgical NEC from nonsurgical NEC with sensitivity and specificity of 76.9% and 100%. Thus, our study identified that the primary/secondary BA ratio in the plasma can differentiate NEC from healthy preterm infants and effectively differentiate the surgical NEC from nonsurgical NEC. Therefore, LC-MS/MS was expected to be a novel measurement platform used to distinguish infants who are most in need of close monitoring or early surgical intervention.
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Affiliation(s)
- Tingting Gao
- Department of General Surgery, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Shaohua Hu
- Department of Clinical Laboratory, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Weijue Xu
- Department of General Surgery, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Zhiru Wang
- Department of General Surgery, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Ting Guo
- Department of General Surgery, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Feng Chen
- Department of General Surgery, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yingxuan Ma
- Department of General Surgery, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Linlin Zhu
- Department of General Surgery, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Faling Chen
- Department of General Surgery, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Xiaomei Wang
- Agricultural Information Institute, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Jin Zhou
- Department of General Surgery, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Zhibao Lv
- Department of General Surgery, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
| | - Li Lu
- Department of General Surgery, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
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Dolbnya AD, Popov IA, Pekov SI. Molecular Biomarkers in Cholangiocarcinoma: Focus on Bile. Curr Top Med Chem 2024; 24:722-736. [PMID: 38303538 DOI: 10.2174/0115680266290367240130054142] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 01/12/2024] [Accepted: 01/17/2024] [Indexed: 02/03/2024]
Abstract
Hepatobiliary system cancers have demonstrated an increasing incidence rate in the past years. Without the presence of early symptoms, the majority of such cancers manifest with a set of similar symptoms, such as cholestasis resulting in posthepatic icterus. Differential diagnosis of hepatobiliary cancers is required for the therapy selection, however, the similarity of the symptoms complicates diagnostics. Thus, the search for molecular markers is of high interest for such patients. Cholangiocarcinoma (CCA) is characterized by a poor prognosis due to a low resectability rate, which occurs because this disease is frequently beyond the limits of surgical therapy at the time of diagnosis. The CCA is diagnosed by the combination of clinical/biochemical features, radiological methods, and non-specific serum tumor biomarkers, although invasive examination is still needed. The main disadvantage is limited specificity and sensitivity, which complicates early diagnostics. Therefore, prognostic and predictive biomarkers are still lacking and urgently needed for early diagnosis. In contrast to serum, bile is more accessible to identify biliary disease due to its simpler composition. Moreover, bile can contain higher concentrations of tumor biomarkers due to its direct contact with the tumor. It is known that the composition of the main bile component - bile acids, may vary during different diseases of the biliary tract. This review summarizes the recent developments in the current research on the diagnostic biomarkers for CCA in serum and bile and provides an overview of the methods of bile acids analysis.
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Affiliation(s)
- Andrey D Dolbnya
- Siberian State Medical University, Tomsk, 634050, Russian Federation
| | - Igor A Popov
- Siberian State Medical University, Tomsk, 634050, Russian Federation
- Moscow Institute of Physics and Technology, Dolgoprudny, 141701, Russian Federation
| | - Stanislav I Pekov
- Siberian State Medical University, Tomsk, 634050, Russian Federation
- Moscow Institute of Physics and Technology, Dolgoprudny, 141701, Russian Federation
- Skolkovo Institute of Science and Technology, Moscow, 121205, Russian Federation
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Sardar SW, Nam J, Kim TE, Kim H, Park YH. Identification of Novel Biomarkers for Early Diagnosis of Atherosclerosis Using High-Resolution Metabolomics. Metabolites 2023; 13:1160. [PMID: 37999255 PMCID: PMC10673153 DOI: 10.3390/metabo13111160] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 11/14/2023] [Accepted: 11/16/2023] [Indexed: 11/25/2023] Open
Abstract
Atherosclerosis (AS) is a metabolic disorder and the pre-stage of several cardiovascular diseases, including myocardial infarction, stroke, and angina pectoris. Early detection of AS can provide the opportunity for effective management and better clinical results, along with the prevention of further progression of the disease. In the current study, an untargeted and targeted metabolomic approach was used to identify possible metabolic signatures that have altered levels in AS patients. A total of 200 serum samples from individuals with AS and normal were analyzed via liquid chromatography-high-resolution mass spectrometry. Univariate and multivariate analysis approaches were used to identify differential metabolites. A group of metabolites associated with bile acids, amino acids, steroid hormones, and purine metabolism were identified that are capable of distinguishing AS-risk sera from normal. Further, the targeted metabolomics approach confirmed that six metabolites, namely taurocholic acid, cholic acid, cortisol, hypoxanthine, trimethylamine N-oxide (TMAO), and isoleucine, were found to be significantly upregulated, while the concentrations of glycoursodeoxycholic acid, glycocholic acid, testosterone, leucine, methionine, phenylalanine, tyrosine, and valine were found to be significantly downregulated in the AS-risk sera. The receiver operating characteristic curves of three metabolites, including cortisol, hypoxanthine, and isoleucine, showed high sensitivity and specificity. Taken together, these findings suggest cortisol, hypoxanthine, and isoleucine as novel biomarkers for the early and non-invasive detection of AS. Thus, this study provides new insights for further investigations into the prevention and management of AS.
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Affiliation(s)
- Syed Wasim Sardar
- Omics Research Center, Korea University, Sejong 30019, Republic of Korea; (S.W.S.); (T.E.K.); (H.K.)
| | - Jeonghun Nam
- Artificial Intelligence (AI)-Bio Research Center, Incheon Jaeneung University, Incheon 22573, Republic of Korea;
| | - Tae Eun Kim
- Omics Research Center, Korea University, Sejong 30019, Republic of Korea; (S.W.S.); (T.E.K.); (H.K.)
| | - Hyunil Kim
- Omics Research Center, Korea University, Sejong 30019, Republic of Korea; (S.W.S.); (T.E.K.); (H.K.)
| | - Youngja H. Park
- Omics Research Center, Korea University, Sejong 30019, Republic of Korea; (S.W.S.); (T.E.K.); (H.K.)
- Metabolomics Laboratory, College of Pharmacy, Korea University, Sejong 30019, Republic of Korea
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Kouhjani M, Saberi A, Hadizadeh F, Khodaverdi E, Karimi M, Gholizadeh E, Kamali H, Nokhodchi A. Development of Sustained Release Formulations Based on Lipid-Liquid Crystal to Control the Release of Deoxycholate: In Vitro and In Vivo Assessment. AAPS PharmSciTech 2023; 24:224. [PMID: 37946092 DOI: 10.1208/s12249-023-02677-7] [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: 07/24/2023] [Accepted: 10/12/2023] [Indexed: 11/12/2023] Open
Abstract
Subcutaneous injections of phosphatidylcholine (PC), sodium deoxycholate (NADC), and a mixture of them were found to be an effective option for treating cellulite. However, it is noteworthy that the injection of NADC may result in inflammation as well as necrosis in the injection area. The preparation of a sustained release formulation based on lipid-liquid crystal that controls the release of NADC could be a potential solution to address the issue of inflammation and necrosis at the site of injection. To present a practical and validated approach for accurately determining the concentration of NADC in LLC formulations, spectrofluorimetry was used based on the International Council for Harmonization (ICH) Q2 guidelines. Based on the validation results, the fluorometric technique has been confirmed as a reliable, efficient, and economical analytical method for quantifying NADC concentrations. The method demonstrated favorable attributes of linearity, precision, and accuracy, with an r2 value of 0.999. Furthermore, it exhibited excellent interday and intraday repeatability, with RSD values below 4%. The recovery percentages ranged from 97 to 100%, indicating the method's ability to accurately measure NADC concentrations. The subcutaneous injection of the LLC-NADC demonstrated a reduction in inflammation and tissue necrosis in skin tissue, along with an increase in fat lysis within 30 days, when compared to the administration of only NADC solution. Moreover, the histopathological assessment confirmed that the use of the LLC formulation did not result in any detrimental side effects for kidney or heart tissue.
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Affiliation(s)
- Maryam Kouhjani
- Department of Pharmaceutics, School of Pharmacy, Mashhad University of Medical Science, Mashhad, Iran
| | - Arezoo Saberi
- Department of Pharmaceutics, School of Pharmacy, Mashhad University of Medical Science, Mashhad, Iran
| | - Farzin Hadizadeh
- Department of Medicinal Chemistry, School of Pharmacy, Mashhad University of Medical Sciences, Mashhad, Iran
- Biotechnology Research Center, Pharmaceutical Technology Institute, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Elham Khodaverdi
- Department of Pharmaceutics, School of Pharmacy, Mashhad University of Medical Science, Mashhad, Iran
- Targeted Drug Delivery Research Center, Pharmaceutical Technology Institute, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Malihe Karimi
- Department of Pharmaceutics, School of Pharmacy, Mashhad University of Medical Science, Mashhad, Iran
| | - Elaheh Gholizadeh
- Department of Pharmaceutics, School of Pharmacy, Mashhad University of Medical Science, Mashhad, Iran
| | - Hossein Kamali
- Department of Pharmaceutics, School of Pharmacy, Mashhad University of Medical Science, Mashhad, Iran.
- Targeted Drug Delivery Research Center, Pharmaceutical Technology Institute, Mashhad University of Medical Sciences, Mashhad, Iran.
| | - Ali Nokhodchi
- Pharmaceutics Research Laboratory, School of Life Sciences, University of Sussex, Brighton, UK.
- Lupin Research Inc., Coral Springs, FL, USA.
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10
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Danese E, Lievens PMJ, Padoan A, Peserico D, Galavotti R, Negrini D, Gelati M, Conci S, Ruzzenente A, Salvagno GL, Lippi G. Plasma Bile Acid Profiling and Modulation of Secreted Mucin 5AC in Cholangiocarcinoma. Int J Mol Sci 2023; 24:12794. [PMID: 37628976 PMCID: PMC10454108 DOI: 10.3390/ijms241612794] [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: 07/01/2023] [Revised: 08/09/2023] [Accepted: 08/10/2023] [Indexed: 08/27/2023] Open
Abstract
Studies investigating the potential role of circulating bile acids (BAs) as diagnostic biomarkers for cholangiocarcinoma (CCA) are sparse and existing data do not adjust for confounding variables. Furthermore, the mechanism by which BAs affect the expression of the oncogenic mucin 5AC (MUC5AC) has never been investigated. We performed a case-control study to characterise the profile of circulating BAs in patients with CCA (n = 68) and benign biliary disease (BBD, n = 48) with a validated liquid chromatography-tandem mass spectrometry technique. Odd ratios (OR) for CCA associations were calculated with multivariable logistic regression models based on a directed acyclic graph structure learning algorithm. The most promising BAs were then tested in an in vitro study to investigate their interplay in modulating MUC5AC expression. The total concentration of BAs was markedly higher in patients with CCA compared with BBD controls and accompanied by a shift in BAs profile toward a higher proportion of primary conjugated BAs (OR = 1.50, CI: 1.14 to 1.96, p = 0.003), especially taurochenodeoxycholic acid (TCDCA, OR = 42.29, CI: 3.54 to 504.63, p = 0.003) after multiple adjustments. Western blot analysis of secreted MUC5AC in human primary cholangiocytes treated with primary conjugated BAs or with TCDCA alone allowed us to identify a novel 230 kDa isoform, possibly representing a post-translationally modified MUC5AC specie.
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Affiliation(s)
- Elisa Danese
- Section of Clinical Biochemistry, Department of Engineering for Innovation Medicine, University of Verona, 37129 Verona, Italy; (D.P.); (D.N.); (M.G.); (G.L.S.); (G.L.)
| | - Patricia M.-J. Lievens
- Section of Biology and Genetics, Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, 37129 Verona, Italy; (P.M.-J.L.); (R.G.)
| | - Andrea Padoan
- Department of Medicine-DIMED, University of Padova, 35122 Padova, Italy;
| | - Denise Peserico
- Section of Clinical Biochemistry, Department of Engineering for Innovation Medicine, University of Verona, 37129 Verona, Italy; (D.P.); (D.N.); (M.G.); (G.L.S.); (G.L.)
| | - Roberta Galavotti
- Section of Biology and Genetics, Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, 37129 Verona, Italy; (P.M.-J.L.); (R.G.)
| | - Davide Negrini
- Section of Clinical Biochemistry, Department of Engineering for Innovation Medicine, University of Verona, 37129 Verona, Italy; (D.P.); (D.N.); (M.G.); (G.L.S.); (G.L.)
| | - Matteo Gelati
- Section of Clinical Biochemistry, Department of Engineering for Innovation Medicine, University of Verona, 37129 Verona, Italy; (D.P.); (D.N.); (M.G.); (G.L.S.); (G.L.)
| | - Simone Conci
- Section of Hepatobiliary Surgery, Department of Surgery, Dentistry, Pediatrics and Gynecology, University of Verona, 37129 Verona, Italy; (S.C.); (A.R.)
| | - Andrea Ruzzenente
- Section of Hepatobiliary Surgery, Department of Surgery, Dentistry, Pediatrics and Gynecology, University of Verona, 37129 Verona, Italy; (S.C.); (A.R.)
| | - Gian Luca Salvagno
- Section of Clinical Biochemistry, Department of Engineering for Innovation Medicine, University of Verona, 37129 Verona, Italy; (D.P.); (D.N.); (M.G.); (G.L.S.); (G.L.)
| | - Giuseppe Lippi
- Section of Clinical Biochemistry, Department of Engineering for Innovation Medicine, University of Verona, 37129 Verona, Italy; (D.P.); (D.N.); (M.G.); (G.L.S.); (G.L.)
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11
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Vidal JE, Wier MN, A. Angulo-Zamudio U, McDevitt E, Jop Vidal AG, Alibayov B, Scasny A, Wong SM, Akerley BJ, McDaniel LS. Prophylactic Inhibition of Colonization by Streptococcus pneumoniae with the Secondary Bile Acid Metabolite Deoxycholic Acid. Infect Immun 2021; 89:e0046321. [PMID: 34543118 PMCID: PMC8594607 DOI: 10.1128/iai.00463-21] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 09/07/2021] [Indexed: 12/26/2022] Open
Abstract
Streptococcus pneumoniae colonizes the nasopharynx of children and the elderly but also kills millions worldwide yearly. The secondary bile acid metabolite deoxycholic acid (DoC) affects the viability of human pathogens but also plays multiple roles in host physiology. We assessed in vitro the antimicrobial activity of DoC and investigated its potential to eradicate S. pneumoniae colonization using a model of human nasopharyngeal colonization and an in vivo mouse model of colonization. At a physiological concentration, DoC (0.5 mg/ml; 1.27 mM) killed all tested S. pneumoniae strains (n = 48) 2 h postinoculation. The model of nasopharyngeal colonization showed that DoC eradicated colonization by S. pneumoniae strains as soon as 10 min postexposure. The mechanism of action did not involve activation of autolysis, since the autolysis-defective double mutants ΔlytAΔlytC and ΔspxBΔlctO were as susceptible to DoC as was the wild type (WT). Oral streptococcal species (n = 20), however, were not susceptible to DoC (0.5 mg/ml). Unlike trimethoprim, whose spontaneous resistance frequency (srF) for TIGR4 or EF3030 was ≥1 × 10-9, no spontaneous resistance was observed with DoC (srF, ≥1 × 10-12). Finally, the efficacy of DoC to eradicate S. pneumoniae colonization was assessed in vivo using a topical route via intranasal (i.n.) administration and as a prophylactic treatment. Mice challenged with S. pneumoniae EF3030 carried a median of 4.05 × 105 CFU/ml 4 days postinoculation compared to 6.67 × 104 CFU/ml for mice treated with DoC. Mice in the prophylactic group had an ∼99% reduction of the pneumococcal density (median, 2.61 × 103 CFU/ml). Thus, DoC, an endogenous human bile salt, has therapeutic potential against S. pneumoniae.
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Affiliation(s)
- Jorge E. Vidal
- Department of Microbiology and Immunology, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Meagan N. Wier
- Department of Microbiology and Immunology, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | | | - Erin McDevitt
- Department of Microbiology and Immunology, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Ana G. Jop Vidal
- Department of Microbiology and Immunology, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Babek Alibayov
- Department of Microbiology and Immunology, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Anna Scasny
- Department of Microbiology and Immunology, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Sandy M. Wong
- Department of Microbiology and Immunology, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Brian J. Akerley
- Department of Microbiology and Immunology, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Larry S. McDaniel
- Department of Microbiology and Immunology, University of Mississippi Medical Center, Jackson, Mississippi, USA
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12
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Mantovani A, Dalbeni A, Peserico D, Cattazzo F, Bevilacqua M, Salvagno GL, Lippi G, Targher G, Danese E, Fava C. Plasma Bile Acid Profile in Patients with and without Type 2 Diabetes. Metabolites 2021; 11:metabo11070453. [PMID: 34357347 PMCID: PMC8304030 DOI: 10.3390/metabo11070453] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 07/06/2021] [Accepted: 07/12/2021] [Indexed: 12/27/2022] Open
Abstract
A paucity of information currently exists on plasma bile acid (BA) profiles in patients with and without type 2 diabetes mellitus (T2DM). We assayed 14 plasma BA species in 224 patients with T2DM and in 102 nondiabetic individuals with metabolic syndrome. Plasma BA levels were measured with ultra-performance liquid chromatography tandem mass spectrometry (UHPLC-MS/MS) technique. Multivariable linear regression analyses were undertaken to assess associations between measured plasma BA species and T2DM status after adjustment for confounding factors. The presence of T2DM was significantly associated with higher plasma concentrations of both primary BAs (adjusted-standardized β coefficient: 0.279, p = 0.005) and secondary BAs (standardized β coefficient: 0.508, p < 0.001) after adjustment for age, sex, adiposity measures, serum alanine aminotransferase and use of statins or metformin. More specifically, the presence of T2DM was significantly associated with higher levels of plasma taurochenodeoxycholic acid, taurodeoxycholic acid, glycochenodeoxycholic acid, hyodeoxycholic acid, glycodeoxycholic acid, glycolithocholic acid, deoxycholic acid, taurochenodeoxycholic acid, taurodeoxycholic acid, glycochenodeoxycholic acid and glycodeoxycholic acid (adjusted-standardized β coefficients ranging from 0.315 to 0.600; p < 0.01 or less), as well as with lower plasma levels of cholic acid (adjusted-standardized β coefficient: −0.250, p = 0.013) and taurocholic acid (adjusted-standardized β coefficient: −0.309, p = 0.001). This study shows that there are marked differences in plasma BA profiles between patients with and without T2DM. Further research will be needed to better understand how these differences in plasma BA profiles may interplay with the pathophysiology of T2DM.
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Affiliation(s)
- Alessandro Mantovani
- Section of Endocrinology, Diabetes and Metabolism, Department of Medicine, University and Azienda Ospedaliera Universitaria Integrata of Verona, 37126 Verona, Italy;
- Correspondence: (A.M.); (E.D.)
| | - Andrea Dalbeni
- Section of General Medicine C and Liver Unit, Department of Medicine, University and Azienda Ospedaliera Universitaria Integrata of Verona, 37126 Verona, Italy; (A.D.); (F.C.); (M.B.); (C.F.)
| | - Denise Peserico
- Section of Clinical Biochemistry, Department of Neurological, Biomedical and Movement Sciences, University of Verona, 37126 Verona, Italy; (D.P.); (G.L.S.); (G.L.)
| | - Filippo Cattazzo
- Section of General Medicine C and Liver Unit, Department of Medicine, University and Azienda Ospedaliera Universitaria Integrata of Verona, 37126 Verona, Italy; (A.D.); (F.C.); (M.B.); (C.F.)
| | - Michele Bevilacqua
- Section of General Medicine C and Liver Unit, Department of Medicine, University and Azienda Ospedaliera Universitaria Integrata of Verona, 37126 Verona, Italy; (A.D.); (F.C.); (M.B.); (C.F.)
| | - Gian Luca Salvagno
- Section of Clinical Biochemistry, Department of Neurological, Biomedical and Movement Sciences, University of Verona, 37126 Verona, Italy; (D.P.); (G.L.S.); (G.L.)
| | - Giuseppe Lippi
- Section of Clinical Biochemistry, Department of Neurological, Biomedical and Movement Sciences, University of Verona, 37126 Verona, Italy; (D.P.); (G.L.S.); (G.L.)
| | - Giovanni Targher
- Section of Endocrinology, Diabetes and Metabolism, Department of Medicine, University and Azienda Ospedaliera Universitaria Integrata of Verona, 37126 Verona, Italy;
| | - Elisa Danese
- Section of Clinical Biochemistry, Department of Neurological, Biomedical and Movement Sciences, University of Verona, 37126 Verona, Italy; (D.P.); (G.L.S.); (G.L.)
- Correspondence: (A.M.); (E.D.)
| | - Cristiano Fava
- Section of General Medicine C and Liver Unit, Department of Medicine, University and Azienda Ospedaliera Universitaria Integrata of Verona, 37126 Verona, Italy; (A.D.); (F.C.); (M.B.); (C.F.)
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13
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Zhang Y, Yu S, Zhu X, Ning X, Liu W, Wang C, Liu X, Zhao D, Zheng Y, Bao J. Explainable liver tumor delineation in surgical specimens using hyperspectral imaging and deep learning. BIOMEDICAL OPTICS EXPRESS 2021; 12:4510-4529. [PMID: 34457429 PMCID: PMC8367264 DOI: 10.1364/boe.432654] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 06/17/2021] [Accepted: 06/18/2021] [Indexed: 05/08/2023]
Abstract
Surgical removal is the primary treatment for liver cancer, but frequent recurrence caused by residual malignant tissue remains an important challenge, as recurrence leads to high mortality. It is unreliable to distinguish tumors from normal tissues merely under visual inspection. Hyperspectral imaging (HSI) has been proved to be a promising technology for intra-operative use by capturing the spatial and spectral information of tissue in a fast, non-contact and label-free manner. In this work, we investigated the feasibility of HSI for liver tumor delineation on surgical specimens using a multi-task U-Net framework. Measurements are performed on 19 patients and a dataset of 36 specimens was collected with corresponding pathological results serving as the ground truth. The developed framework can achieve an overall sensitivity of 94.48% and a specificity of 87.22%, outperforming the baseline SVM method by a large margin. In particular, we propose to add explanations on the well-trained model from the spatial and spectral dimensions to show the contribution of pixels and spectral channels explicitly. On that basis, a novel saliency-weighted channel selection method is further proposed to select a small subset of 5 spectral channels which provide essentially as much information as using all 224 channels. According to the dominant channels, the absorption difference of hemoglobin and bile content in the normal and malignant tissues seems to be promising markers that could be further exploited.
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Affiliation(s)
- Yating Zhang
- Department of Electronic Engineering, Tsinghua University, Beijing 100084, China
| | - Si Yu
- Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing 100730, China
| | - Xueyu Zhu
- Department of Mathematics, University of Iowa, Iowa City, IA 52242, USA
| | - Xuefei Ning
- Department of Electronic Engineering, Tsinghua University, Beijing 100084, China
| | - Wei Liu
- Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, School of Basic Medicine, Peking Union Medical College, Beijing, China
| | - Chuting Wang
- Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing 100730, China
| | - Xiaohu Liu
- Department of Electronic Engineering, Tsinghua University, Beijing 100084, China
- Currently with the School of Biomedical Engineering, School of Ophthalmology & Optometry, Wenzhou Medical University. Xueyuan Road 270, Wenzhou 325027, China
| | - Ding Zhao
- Department of Electronic Engineering, Tsinghua University, Beijing 100084, China
| | - Yongchang Zheng
- Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing 100730, China
| | - Jie Bao
- Department of Electronic Engineering, Tsinghua University, Beijing 100084, China
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14
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Montagnana M, Danese E, Giontella A, Bonafini S, Benati M, Tagetti A, Dalbeni A, Cavarzere P, Gaudino R, Pucci M, Salvagno GL, Antoniazzi F, Lippi G, Maffeis C, Fava C. Circulating Bile Acids Profiles in Obese Children and Adolescents: A Possible Role of Sex, Puberty and Liver Steatosis. Diagnostics (Basel) 2020; 10:diagnostics10110977. [PMID: 33233601 PMCID: PMC7699673 DOI: 10.3390/diagnostics10110977] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Revised: 11/11/2020] [Accepted: 11/18/2020] [Indexed: 01/04/2023] Open
Abstract
Background. Childhood obesity is becoming a major health issue and contributes to increasing the risk of cardiovascular disease in adulthood. Since dysregulated metabolism of bile acids (BAs) plays a role in progression of obesity-related disorders, including steatosis and hypertension, this study aimed to investigate BAs profiles in obese children with and without steatosis and hypertension, as well as exploring the interplay between BAs profile and vascular function. Methods. BAs concentrations were quantified with liquid chromatography-tandem mass spectrometry in 69 overweight/obese children and adolescents (mean age, 11.6 ± 2.5 years; 30 females). Liver steatosis was defined with abdomen ultrasonography, whilst hypertension was defined according to the current European guidelines. Vascular function was assessed with ultrasound technique, by measuring carotid intima media thickness (cIMT) and common carotid artery distensibility (cDC). Results. Total and individual glycine-conjugated BAs concentrations were found to be significantly higher in males compared to females, as well as in pre-pubertal compared to pubertal stage (p < 0.05 for both). No difference in BAs concentration was observed between hypertensive and normotensive subjects. Total BAs and glycine conjugated BAs were significantly higher in participants with steatosis compared to those without (p = 0.004 for both). The values of total glycine-conjugate acids were positively correlated with cDC and this association remained significant in linear regression after adjusting for sex, age, pubertal stage, body mass index and aspartate aminotransferase. Conclusion. The results suggest a possible role of BAs in the pathogenesis of liver and/or vascular damage in children and adolescent. Further studies are hence needed to validate these preliminary findings.
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Affiliation(s)
- Martina Montagnana
- Section of Clinical Biochemistry, Department of Neuroscience, Biomedicine and Movement Science, University of Verona, 37134 Verona, Italy; (E.D.); (M.B.); (M.P.); (G.L.S.); (G.L.)
- Correspondence:
| | - Elisa Danese
- Section of Clinical Biochemistry, Department of Neuroscience, Biomedicine and Movement Science, University of Verona, 37134 Verona, Italy; (E.D.); (M.B.); (M.P.); (G.L.S.); (G.L.)
| | - Alice Giontella
- “General Medicine and Hypertension” Unit, Department of Medicine, University of Verona, 37134 Verona, Italy; (A.G.); (S.B.); (A.T.); (A.D.); (C.F.)
| | - Sara Bonafini
- “General Medicine and Hypertension” Unit, Department of Medicine, University of Verona, 37134 Verona, Italy; (A.G.); (S.B.); (A.T.); (A.D.); (C.F.)
| | - Marco Benati
- Section of Clinical Biochemistry, Department of Neuroscience, Biomedicine and Movement Science, University of Verona, 37134 Verona, Italy; (E.D.); (M.B.); (M.P.); (G.L.S.); (G.L.)
| | - Angela Tagetti
- “General Medicine and Hypertension” Unit, Department of Medicine, University of Verona, 37134 Verona, Italy; (A.G.); (S.B.); (A.T.); (A.D.); (C.F.)
| | - Andrea Dalbeni
- “General Medicine and Hypertension” Unit, Department of Medicine, University of Verona, 37134 Verona, Italy; (A.G.); (S.B.); (A.T.); (A.D.); (C.F.)
| | - Paolo Cavarzere
- Department of Surgery, Dentistry, Paediatrics and Gynaecology, University of Verona, 37126 Verona, Italy; (P.C.); (R.G.); (F.A.); (C.M.)
| | - Rossella Gaudino
- Department of Surgery, Dentistry, Paediatrics and Gynaecology, University of Verona, 37126 Verona, Italy; (P.C.); (R.G.); (F.A.); (C.M.)
| | - Mairi Pucci
- Section of Clinical Biochemistry, Department of Neuroscience, Biomedicine and Movement Science, University of Verona, 37134 Verona, Italy; (E.D.); (M.B.); (M.P.); (G.L.S.); (G.L.)
| | - Gian Luca Salvagno
- Section of Clinical Biochemistry, Department of Neuroscience, Biomedicine and Movement Science, University of Verona, 37134 Verona, Italy; (E.D.); (M.B.); (M.P.); (G.L.S.); (G.L.)
| | - Franco Antoniazzi
- Department of Surgery, Dentistry, Paediatrics and Gynaecology, University of Verona, 37126 Verona, Italy; (P.C.); (R.G.); (F.A.); (C.M.)
| | - Giuseppe Lippi
- Section of Clinical Biochemistry, Department of Neuroscience, Biomedicine and Movement Science, University of Verona, 37134 Verona, Italy; (E.D.); (M.B.); (M.P.); (G.L.S.); (G.L.)
| | - Claudio Maffeis
- Department of Surgery, Dentistry, Paediatrics and Gynaecology, University of Verona, 37126 Verona, Italy; (P.C.); (R.G.); (F.A.); (C.M.)
| | - Cristiano Fava
- “General Medicine and Hypertension” Unit, Department of Medicine, University of Verona, 37134 Verona, Italy; (A.G.); (S.B.); (A.T.); (A.D.); (C.F.)
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15
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Negrini D, Zecchin P, Ruzzenente A, Bagante F, De Nitto S, Gelati M, Salvagno GL, Danese E, Lippi G. Machine Learning Model Comparison in the Screening of Cholangiocarcinoma Using Plasma Bile Acids Profiles. Diagnostics (Basel) 2020; 10:551. [PMID: 32748848 PMCID: PMC7460348 DOI: 10.3390/diagnostics10080551] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Revised: 07/31/2020] [Accepted: 07/31/2020] [Indexed: 12/13/2022] Open
Abstract
Bile acids (BAs) assessments are garnering increasing interest for their potential involvement in development and progression of cholangiocarcinoma (CCA). Since machine learning (ML) algorithms are increasingly used for exploring metabolomic profiles, we evaluated performance of some ML models for dissecting patients with CCA or benign biliary diseases according to their plasma BAs profiles. We used ultra-performance liquid chromatography tandem mass spectrometry (UHPLC-MS/MS) for assessing plasma BAs profile in 112 patients (70 CCA, 42 benign biliary diseases). Twelve normalisation procedures were applied, and performance of six ML algorithms were evaluated (logistic regression, k-nearest neighbors, naïve bayes, RBF SVM, random forest, extreme gradient boosting). Naïve bayes, using direct bilirubin concentration for normalisation of BAs, was the ML model displaying better performance in the holdout set, with an Area Under Curve (AUC) of 0.95, 0.79 sensitivity, 1.00 specificity. This model, also characterised by 1.00 positive predictive value and 0.73 negative predictive value, displayed a globally excellent accuracy (86.4%). The accuracy of the other five models was lower, and AUCs ranged 0.75-0.95. Preliminary results of this study show that application of ML to BAs profile analysis can provide a valuable contribution for characterising bile duct diseases and identifying patients with higher likelihood of having malignant pathologies.
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Affiliation(s)
- Davide Negrini
- Department of Laboratory Medicine, University-Hospital of Padova, 35128 Padova, Italy;
| | - Patrick Zecchin
- Clinical Biochemistry Section, Department of Neurological, Biomedical and Movement Sciences, University of Verona, 37134 Verona, Italy; (P.Z.); (S.D.N.); (M.G.); (G.L.S.); (G.L.)
| | - Andrea Ruzzenente
- Department of Surgery, Division of General Surgery, Unit of Hepato-Pancreato-Biliary Surgery, University of Verona, 37134 Verona, Italy; (A.R.); (F.B.)
| | - Fabio Bagante
- Department of Surgery, Division of General Surgery, Unit of Hepato-Pancreato-Biliary Surgery, University of Verona, 37134 Verona, Italy; (A.R.); (F.B.)
| | - Simone De Nitto
- Clinical Biochemistry Section, Department of Neurological, Biomedical and Movement Sciences, University of Verona, 37134 Verona, Italy; (P.Z.); (S.D.N.); (M.G.); (G.L.S.); (G.L.)
| | - Matteo Gelati
- Clinical Biochemistry Section, Department of Neurological, Biomedical and Movement Sciences, University of Verona, 37134 Verona, Italy; (P.Z.); (S.D.N.); (M.G.); (G.L.S.); (G.L.)
| | - Gian Luca Salvagno
- Clinical Biochemistry Section, Department of Neurological, Biomedical and Movement Sciences, University of Verona, 37134 Verona, Italy; (P.Z.); (S.D.N.); (M.G.); (G.L.S.); (G.L.)
| | - Elisa Danese
- Clinical Biochemistry Section, Department of Neurological, Biomedical and Movement Sciences, University of Verona, 37134 Verona, Italy; (P.Z.); (S.D.N.); (M.G.); (G.L.S.); (G.L.)
| | - Giuseppe Lippi
- Clinical Biochemistry Section, Department of Neurological, Biomedical and Movement Sciences, University of Verona, 37134 Verona, Italy; (P.Z.); (S.D.N.); (M.G.); (G.L.S.); (G.L.)
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