首页 > 最新文献

Metabolites最新文献

英文 中文
Investigating the Mechanisms of 15-PGDH Inhibitor SW033291 in Improving Type 2 Diabetes Mellitus: Insights from Metabolomics and Transcriptomics. 研究 15-PGDH 抑制剂 SW033291 改善 2 型糖尿病的机制:代谢组学和转录组学的启示。
IF 3.4 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-09-20 DOI: 10.3390/metabo14090509
Yuanfeng Huang, Mingjie Liang, Yiwen Liao, Zirui Ji, Wanfen Lin, Xiangjin Pu, Lexun Wang, Weixuan Wang

This study focused on exploring the effects of SW033291, an inhibitor of 15-hydroxyprostaglandin dehydrogenase, on type 2 diabetes mellitus (T2DM) mice from a comprehensive perspective. Studies have demonstrated that SW033291 benefits tissue repair, organ function, and muscle mass in elderly mice. Our recent investigation initially reported the beneficial effect of SW033291 on T2DM progression. Herein, we used a T2DM mouse model induced by a high-fat diet and streptozotocin injection. Then, serum and liver metabolomics, as well as liver transcriptomic analyses, were performed to provide a systematic perspective of the SW033291-ameliorated T2DM. The results indicate SW033291 improved T2DM by regulating steroid hormone biosynthesis and linoleic/arachidonic acid metabolism. Furthermore, integrated transcriptomic and metabolomic analyses suggested that key genes and metabolites such as Cyp2c55, Cyp3a11, Cyp21a1, Myc, Gstm1, Gstm3, 9,10-dihydroxyoctadecenoic acid, 11-dehydrocorticosterone, and 12,13-dihydroxy-9Z-octadecenoic acid played crucial roles in these pathways. qPCR analysis validated the significant decreases in the hepatic gene expressions of Cyp2c55, Cyp3a11, Myc, Gstm1, and Gstm3 in the T2DM mice, which were reversed following SW033291 treatment. Meanwhile, the elevated mRNA level of Cyp21a1 in T2DM mice was decreased after SW033291 administration. Taken together, our findings suggest that SW033291 has promising potential in alleviating T2DM and could be a novel therapeutic candidate.

本研究侧重于从综合角度探讨 15-羟基前列腺素脱氢酶抑制剂 SW033291 对 2 型糖尿病(T2DM)小鼠的影响。研究表明,SW033291 有利于老年小鼠的组织修复、器官功能和肌肉质量。我们最近的研究初步报道了 SW033291 对 T2DM 进展的有益影响。在此,我们使用高脂饮食和链脲佐菌素注射诱导的 T2DM 小鼠模型。然后,我们进行了血清和肝脏代谢组学以及肝脏转录组学分析,以系统地透视 SW033291 对 T2DM 的改善作用。结果表明,SW033291通过调节类固醇激素的生物合成和亚油酸/花生四烯酸的代谢改善了T2DM。此外,转录组和代谢组的综合分析表明,Cyp2c55、Cyp3a11、Cyp21a1、Myc、Gstm1、Gstm3、9,10-二羟基十八碳烯酸、11-脱氢皮质酮和 12,13-二羟基-9Z-十八碳烯酸等关键基因和代谢物在这些途径中发挥了关键作用。qPCR 分析证实,T2DM 小鼠肝脏中的 Cyp2c55、Cyp3a11、Myc、Gstm1 和 Gstm3 基因表达量显著下降,而 SW033291 治疗后这些基因表达量得到逆转。同时,服用 SW033291 后,T2DM 小鼠体内升高的 Cyp21a1 mRNA 水平下降。综上所述,我们的研究结果表明,SW033291 在缓解 T2DM 方面具有良好的潜力,可以成为一种新型候选疗法。
{"title":"Investigating the Mechanisms of 15-PGDH Inhibitor SW033291 in Improving Type 2 Diabetes Mellitus: Insights from Metabolomics and Transcriptomics.","authors":"Yuanfeng Huang, Mingjie Liang, Yiwen Liao, Zirui Ji, Wanfen Lin, Xiangjin Pu, Lexun Wang, Weixuan Wang","doi":"10.3390/metabo14090509","DOIUrl":"https://doi.org/10.3390/metabo14090509","url":null,"abstract":"<p><p>This study focused on exploring the effects of SW033291, an inhibitor of 15-hydroxyprostaglandin dehydrogenase, on type 2 diabetes mellitus (T2DM) mice from a comprehensive perspective. Studies have demonstrated that SW033291 benefits tissue repair, organ function, and muscle mass in elderly mice. Our recent investigation initially reported the beneficial effect of SW033291 on T2DM progression. Herein, we used a T2DM mouse model induced by a high-fat diet and streptozotocin injection. Then, serum and liver metabolomics, as well as liver transcriptomic analyses, were performed to provide a systematic perspective of the SW033291-ameliorated T2DM. The results indicate SW033291 improved T2DM by regulating steroid hormone biosynthesis and linoleic/arachidonic acid metabolism. Furthermore, integrated transcriptomic and metabolomic analyses suggested that key genes and metabolites such as <i>Cyp2c55</i>, <i>Cyp3a11</i>, <i>Cyp21a1</i>, <i>Myc</i>, <i>Gstm1</i>, <i>Gstm3</i>, 9,10-dihydroxyoctadecenoic acid, 11-dehydrocorticosterone, and 12,13-dihydroxy-9Z-octadecenoic acid played crucial roles in these pathways. qPCR analysis validated the significant decreases in the hepatic gene expressions of <i>Cyp2c55</i>, <i>Cyp3a11</i>, <i>Myc</i>, <i>Gstm1</i>, and <i>Gstm3</i> in the T2DM mice, which were reversed following SW033291 treatment. Meanwhile, the elevated mRNA level of <i>Cyp21a1</i> in T2DM mice was decreased after SW033291 administration. Taken together, our findings suggest that SW033291 has promising potential in alleviating T2DM and could be a novel therapeutic candidate.</p>","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"14 9","pages":""},"PeriodicalIF":3.4,"publicationDate":"2024-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11434390/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142349779","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Understanding the Genetic Landscape of Gestational Diabetes: Insights into the Causes and Consequences of Elevated Glucose Levels in Pregnancy. 了解妊娠糖尿病的遗传情况:洞察妊娠期血糖水平升高的原因和后果。
IF 3.4 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-09-20 DOI: 10.3390/metabo14090508
Caroline Brito Nunes, Maria Carolina Borges, Rachel M Freathy, Deborah A Lawlor, Elisabeth Qvigstad, David M Evans, Gunn-Helen Moen

Background/Objectives: During pregnancy, physiological changes in maternal circulating glucose levels and its metabolism are essential to meet maternal and fetal energy demands. Major changes in glucose metabolism occur throughout pregnancy and consist of higher insulin resistance and a compensatory increase in insulin secretion to maintain glucose homeostasis. For some women, this change is insufficient to maintain normoglycemia, leading to gestational diabetes mellitus (GDM), a condition characterized by maternal glucose intolerance and hyperglycaemia first diagnosed during the second or third trimester of pregnancy. GDM is diagnosed in approximately 14.0% of pregnancies globally, and it is often associated with short- and long-term adverse health outcomes in both mothers and offspring. Although recent studies have highlighted the role of genetic determinants in the development of GDM, research in this area is still lacking, hindering the development of prevention and treatment strategies. Methods: In this paper, we review recent advances in the understanding of genetic determinants of GDM and glycaemic traits during pregnancy. Results/Conclusions: Our review highlights the need for further collaborative efforts as well as larger and more diverse genotyped pregnancy cohorts to deepen our understanding of the genetic aetiology of GDM, address research gaps, and further improve diagnostic and treatment strategies.

背景/目的:妊娠期间,母体循环葡萄糖水平及其代谢的生理变化对于满足母体和胎儿的能量需求至关重要。葡萄糖代谢的主要变化发生在整个孕期,包括胰岛素抵抗的增加和胰岛素分泌的代偿性增加,以维持葡萄糖平衡。对于某些妇女来说,这种变化不足以维持正常血糖,从而导致妊娠糖尿病(GDM),这种疾病的特点是孕产妇葡萄糖不耐受和高血糖,首次诊断是在妊娠的第二个或第三个三个月。全球约有 14.0% 的妊娠被诊断为 GDM,它通常会对母亲和后代造成短期和长期的不良健康后果。尽管最近的研究强调了遗传因素在 GDM 发病中的作用,但这方面的研究仍然缺乏,阻碍了预防和治疗策略的制定。方法:在本文中,我们回顾了在了解 GDM 遗传决定因素和孕期血糖特征方面的最新进展。结果/结论:我们的综述强调了进一步合作的必要性,以及建立更大规模、更多样化的基因分型妊娠队列的必要性,以加深我们对 GDM 遗传病因学的理解,弥补研究空白,并进一步改进诊断和治疗策略。
{"title":"Understanding the Genetic Landscape of Gestational Diabetes: Insights into the Causes and Consequences of Elevated Glucose Levels in Pregnancy.","authors":"Caroline Brito Nunes, Maria Carolina Borges, Rachel M Freathy, Deborah A Lawlor, Elisabeth Qvigstad, David M Evans, Gunn-Helen Moen","doi":"10.3390/metabo14090508","DOIUrl":"https://doi.org/10.3390/metabo14090508","url":null,"abstract":"<p><p><b>Background/Objectives:</b> During pregnancy, physiological changes in maternal circulating glucose levels and its metabolism are essential to meet maternal and fetal energy demands. Major changes in glucose metabolism occur throughout pregnancy and consist of higher insulin resistance and a compensatory increase in insulin secretion to maintain glucose homeostasis. For some women, this change is insufficient to maintain normoglycemia, leading to gestational diabetes mellitus (GDM), a condition characterized by maternal glucose intolerance and hyperglycaemia first diagnosed during the second or third trimester of pregnancy. GDM is diagnosed in approximately 14.0% of pregnancies globally, and it is often associated with short- and long-term adverse health outcomes in both mothers and offspring. Although recent studies have highlighted the role of genetic determinants in the development of GDM, research in this area is still lacking, hindering the development of prevention and treatment strategies. <b>Methods:</b> In this paper, we review recent advances in the understanding of genetic determinants of GDM and glycaemic traits during pregnancy. <b>Results/Conclusions:</b> Our review highlights the need for further collaborative efforts as well as larger and more diverse genotyped pregnancy cohorts to deepen our understanding of the genetic aetiology of GDM, address research gaps, and further improve diagnostic and treatment strategies.</p>","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"14 9","pages":""},"PeriodicalIF":3.4,"publicationDate":"2024-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11434570/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142349785","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the Metabolism of Flubrotizolam, a Potent Thieno-Triazolo Diazepine, Using Human Hepatocytes and High-Resolution Mass Spectrometry. 利用人体肝细胞和高分辨率质谱法探索强效噻吩三唑并二氮杂卓--氟溴唑仑的代谢过程
IF 3.4 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-09-19 DOI: 10.3390/metabo14090506
Prince Sellase Gameli, Johannes Kutzler, Diletta Berardinelli, Jeremy Carlier, Volker Auwärter, Francesco Paolo Busardò

Background: The abuse of psychoactive substances presents challenges in clinical and forensic toxicology. The emergence of novel and potent drugs that pose significant health risks, in particular towards frequent abusers and users unaware of the ingredients, further complicates the situation. Designer benzodiazepines have become a fast-growing subgroup of these new psychoactive substances (NPSs), and their overdose may potentially turn fatal, especially when combined with other central nervous system depressants. In 2021, flubrotizolam, a potent thieno-triazolo designer benzodiazepine, emerged on the illicit market, available online as a "research chemical". The identification of markers of consumption for this designer benzodiazepine is essential in analytical toxicology, especially in clinical and forensic cases.

Methods: We therefore aimed to identify biomarkers of flubrotizolam uptake in ten-donor-pooled human hepatocytes, applying liquid chromatography high-resolution mass spectrometry and software-aided data mining supported by in silico prediction tools.

Results: Prediction studies resulted in 10 and 13 first- and second-generation metabolites, respectively, mainly transformed through hydroxylation and sulfation, methylation, and glucuronidation reactions. We identified six metabolites after 3 h human hepatocyte incubation: two hydroxylated metabolites (α- and 6-hydroxy-flubrotizolam), two 6-hydroxy-glucuronides, a reduced-hydroxy-N-glucuronide, and an N-glucuronide.

Conclusions: We suggest detecting flubrotizolam and its hydroxylated metabolites as markers of consumption after the glucuronide hydrolysis of biological samples. The results are consistent with the in vivo metabolism of brotizolam, a medically used benzodiazepine and a chloro-phenyl analog of flubrotizolam.

背景:滥用精神活性物质给临床和法医毒理学带来了挑战。新型强效药物的出现对健康构成了重大风险,尤其是对频繁滥用者和不了解其成分的使用者而言,使情况变得更加复杂。苯并二氮杂卓类药物已成为这些新型精神活性物质(NPSs)中增长迅速的一个亚类,过量服用可能致命,尤其是与其他中枢神经系统抑制剂合用时。2021 年,一种强效的噻吩并三唑类苯并二氮杂卓出现在非法市场上,作为一种 "研究化学品 "在网上出售。在分析毒理学中,尤其是在临床和法医案件中,鉴定这种特制苯并二氮杂卓的消费标记物至关重要:因此,我们采用液相色谱高分辨质谱法和软件辅助数据挖掘法,并辅以硅学预测工具,旨在确定十种供体池人类肝细胞吸收氟溴唑仑的生物标志物:预测研究结果显示,第一代和第二代代谢物分别为 10 种和 13 种,主要通过羟基化、硫化、甲基化和葡萄糖醛酸化反应进行转化。人体肝细胞培养 3 小时后,我们发现了六种代谢物:两种羟基化代谢物(α- 和 6-羟基-氟比唑仑)、两种 6-羟基-葡萄糖醛酸、一种还原羟基-N-葡萄糖醛酸和一种 N-葡萄糖醛酸:我们建议检测氟溴唑仑及其羟化代谢物,作为生物样本葡萄糖醛酸水解后的消耗标记物。结果与布洛替唑仑的体内代谢一致,布洛替唑仑是一种医疗用苯二氮卓,也是氟溴唑仑的氯苯类似物。
{"title":"Exploring the Metabolism of Flubrotizolam, a Potent Thieno-Triazolo Diazepine, Using Human Hepatocytes and High-Resolution Mass Spectrometry.","authors":"Prince Sellase Gameli, Johannes Kutzler, Diletta Berardinelli, Jeremy Carlier, Volker Auwärter, Francesco Paolo Busardò","doi":"10.3390/metabo14090506","DOIUrl":"https://doi.org/10.3390/metabo14090506","url":null,"abstract":"<p><strong>Background: </strong>The abuse of psychoactive substances presents challenges in clinical and forensic toxicology. The emergence of novel and potent drugs that pose significant health risks, in particular towards frequent abusers and users unaware of the ingredients, further complicates the situation. Designer benzodiazepines have become a fast-growing subgroup of these new psychoactive substances (NPSs), and their overdose may potentially turn fatal, especially when combined with other central nervous system depressants. In 2021, flubrotizolam, a potent thieno-triazolo designer benzodiazepine, emerged on the illicit market, available online as a \"research chemical\". The identification of markers of consumption for this designer benzodiazepine is essential in analytical toxicology, especially in clinical and forensic cases.</p><p><strong>Methods: </strong>We therefore aimed to identify biomarkers of flubrotizolam uptake in ten-donor-pooled human hepatocytes, applying liquid chromatography high-resolution mass spectrometry and software-aided data mining supported by in silico prediction tools.</p><p><strong>Results: </strong>Prediction studies resulted in 10 and 13 first- and second-generation metabolites, respectively, mainly transformed through hydroxylation and sulfation, methylation, and glucuronidation reactions. We identified six metabolites after 3 h human hepatocyte incubation: two hydroxylated metabolites (α- and 6-hydroxy-flubrotizolam), two 6-hydroxy-glucuronides, a reduced-hydroxy-<i>N</i>-glucuronide, and an <i>N</i>-glucuronide.</p><p><strong>Conclusions: </strong>We suggest detecting flubrotizolam and its hydroxylated metabolites as markers of consumption after the glucuronide hydrolysis of biological samples. The results are consistent with the in vivo metabolism of brotizolam, a medically used benzodiazepine and a chloro-phenyl analog of flubrotizolam.</p>","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"14 9","pages":""},"PeriodicalIF":3.4,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11433749/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142349778","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Urinary Biomarkers of Strawberry and Blueberry Intake 草莓和蓝莓摄入量的尿液生物标志物
IF 4.1 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-09-18 DOI: 10.3390/metabo14090505
Ya Gao, Rebecca Finlay, Xiaofei Yin, Lorraine Brennan
Introduction There is increasing interest in food biomarkers to address the shortcomings of self-reported dietary assessments. Berries are regarded as important fruits worldwide; however, there are no well-validated biomarkers of berry intake. Thus, the objective of this study is to identify urinary biomarkers of berry intake. Methods For the discovery study, participants consumed 192 g strawberries with 150 g blueberries, and urine samples were collected at 2, 4, 6, and 24 h post-consumption. A dose–response study was performed, whereby participants consumed three portions (78 g, 278 g, and 428 g) of mixed strawberries and blueberries. The urine samples were profiled by an untargeted LC-MS metabolomics approach in the positive and negative modes. Results Statistical analysis of the data revealed that 39 features in the negative mode and 15 in the positive mode significantly increased between fasting and 4 h following mixed berry intake. Following the analysis of the dose–response data, 21 biomarkers showed overall significance across the portions of berry intake. Identification of the biomarkers was performed using fragmentation matches in the METLIN, HMDB, and MoNA databases and in published papers, confirmed where possible with authentic standards. Conclusions The ability of the panel of biomarkers to assess intake was examined, and the predictability was good, laying the foundations for the development of biomarker panels.
引言 人们对食品生物标志物的兴趣与日俱增,以解决自我报告膳食评估的不足。浆果被认为是世界上重要的水果,但目前还没有经过充分验证的浆果摄入量生物标志物。因此,本研究旨在确定浆果摄入量的尿液生物标志物。方法 在发现研究中,参与者食用 192 克草莓和 150 克蓝莓,并在食用后 2、4、6 和 24 小时收集尿液样本。在剂量反应研究中,参与者食用了三份(78 克、278 克和 428 克)混合草莓和蓝莓。采用非靶向 LC-MS 代谢组学方法对尿液样本进行了阳性和阴性分析。结果 数据统计分析显示,从空腹到摄入混合浆果后 4 小时,阴性模式中有 39 个特征显著增加,阳性模式中有 15 个特征显著增加。在对剂量反应数据进行分析后,21 个生物标志物在不同浆果摄入量之间显示出整体意义。利用 METLIN、HMDB 和 MoNA 数据库以及已发表论文中的片段匹配结果对生物标志物进行了鉴定,并尽可能使用真实标准进行确认。结论 检验了生物标记物小组评估摄入量的能力,其可预测性良好,为开发生物标记物小组奠定了基础。
{"title":"Urinary Biomarkers of Strawberry and Blueberry Intake","authors":"Ya Gao, Rebecca Finlay, Xiaofei Yin, Lorraine Brennan","doi":"10.3390/metabo14090505","DOIUrl":"https://doi.org/10.3390/metabo14090505","url":null,"abstract":"Introduction There is increasing interest in food biomarkers to address the shortcomings of self-reported dietary assessments. Berries are regarded as important fruits worldwide; however, there are no well-validated biomarkers of berry intake. Thus, the objective of this study is to identify urinary biomarkers of berry intake. Methods For the discovery study, participants consumed 192 g strawberries with 150 g blueberries, and urine samples were collected at 2, 4, 6, and 24 h post-consumption. A dose–response study was performed, whereby participants consumed three portions (78 g, 278 g, and 428 g) of mixed strawberries and blueberries. The urine samples were profiled by an untargeted LC-MS metabolomics approach in the positive and negative modes. Results Statistical analysis of the data revealed that 39 features in the negative mode and 15 in the positive mode significantly increased between fasting and 4 h following mixed berry intake. Following the analysis of the dose–response data, 21 biomarkers showed overall significance across the portions of berry intake. Identification of the biomarkers was performed using fragmentation matches in the METLIN, HMDB, and MoNA databases and in published papers, confirmed where possible with authentic standards. Conclusions The ability of the panel of biomarkers to assess intake was examined, and the predictability was good, laying the foundations for the development of biomarker panels.","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"77 1","pages":""},"PeriodicalIF":4.1,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142269721","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Relationship between Body Adiposity Indices and Reversal of Metabolically Unhealthy Obesity 6 Months after Roux-en-Y Gastric Bypass 身体脂肪指数与鲁氏胃旁路术后 6 个月逆转代谢不健康肥胖的关系
IF 4.1 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-09-18 DOI: 10.3390/metabo14090502
Mariana Luna, Silvia Pereira, Carlos Saboya, Andrea Ramalho
The factors determining the reversal of metabolically unhealthy obesity (MUO) to metabolically healthy obesity (MHO) after Roux-en-Y gastric bypass (RYGB) are not completely elucidated. The present study aims to evaluate body adiposity and distribution, through different indices, according to metabolic phenotypes before and 6 months after RYGB, and the relationship between these indices and transition from MUO to MHO. This study reports a prospective longitudinal study on adults with obesity who were evaluated before (T0) and 6 months (T1) after RYGB. Bodyweight, height, waist circumference (WC), BMI, waist-to-height ratio (WHR), total cholesterol (TC), HDL-c, LDL-c, triglycerides, insulin, glucose, HbA1c and HOMA-IR were evaluated. The visceral adiposity index (VAI), the conicity index (CI), the lipid accumulation product (LAP), CUN-BAE and body shape index (ABSI) were calculated. MUO was classified based on insulin resistance. MUO at T0 with transition to MHO at T1 formed the MHO-t group MHO and MUO at both T0 and T1 formed the MHO-m and MUO-m groups, respectively. At T0, 37.3% of the 62 individuals were classified as MHO and 62.7% as MUO. Individuals in the MUO-T0 group had higher blood glucose, HbA1c, HOMA-IR, insulin, TC and LDL-c compared to those in the MHO-T0 group. Both groups showed significant improvement in biochemical and body variables at T1. After RYGB, 89.2% of MUO-T0 became MHO (MHO-t). The MUO-m group presented higher HOMA-IR, insulin and VAI, compared to the MHO-m and MHO-t groups. CI and ABSI at T0 correlated with HOMA-IR at T1 in the MHO-t and MHO-m groups. CI and ABSI, indicators of visceral fat, are promising for predicting post-RYGB metabolic improvement. Additional studies are needed to confirm the sustainability of MUO reversion and its relationship with these indices.
决定鲁式胃旁路术(RYGB)后代谢不健康肥胖(MUO)向代谢健康肥胖(MHO)逆转的因素尚未完全阐明。本研究旨在根据 RYGB 术前和术后 6 个月的代谢表型,通过不同指数评估身体脂肪含量和分布,以及这些指数与 MUO 向 MHO 过渡之间的关系。本研究报告了一项前瞻性纵向研究,研究对象是在 RYGB 术前(T0)和术后 6 个月(T1)接受评估的成人肥胖症患者。对体重、身高、腰围 (WC)、体重指数 (BMI)、腰高比 (WHR)、总胆固醇 (TC)、高密度脂蛋白胆固醇 (HDL-c)、低密度脂蛋白胆固醇 (LDL-c)、甘油三酯、胰岛素、血糖、HbA1c 和 HOMA-IR 进行了评估。还计算了内脏脂肪指数(VAI)、圆锥指数(CI)、脂质堆积乘积(LAP)、CUN-BAE 和体形指数(ABSI)。根据胰岛素抵抗对 MUO 进行分类。T0时为MUO,T1时转变为MHO的为MHO-t组,T0和T1时均为MUO的分别为MHO-m组和MUO-m组。在 T0 时,62 人中有 37.3% 被归类为 MHO,62.7% 被归类为 MUO。与 MHO-T0 组相比,MUO-T0 组的血糖、HbA1c、HOMA-IR、胰岛素、总胆固醇和低密度脂蛋白胆固醇均较高。两组在 T1 阶段的生化指标和身体变量均有明显改善。RYGB 治疗后,89.2% 的 MUO-T0 变成了 MHO(MHO-t)。与 MHO-m 组和 MHO-t 组相比,MUO-m 组的 HOMA-IR、胰岛素和 VAI 均较高。在 MHO-t 组和 MHO-m 组,T0 时的 CI 和 ABSI 与 T1 时的 HOMA-IR 相关。CI和ABSI作为内脏脂肪的指标,有望预测RYGB术后代谢改善的情况。还需要更多的研究来证实 MUO 逆转的可持续性及其与这些指标的关系。
{"title":"Relationship between Body Adiposity Indices and Reversal of Metabolically Unhealthy Obesity 6 Months after Roux-en-Y Gastric Bypass","authors":"Mariana Luna, Silvia Pereira, Carlos Saboya, Andrea Ramalho","doi":"10.3390/metabo14090502","DOIUrl":"https://doi.org/10.3390/metabo14090502","url":null,"abstract":"The factors determining the reversal of metabolically unhealthy obesity (MUO) to metabolically healthy obesity (MHO) after Roux-en-Y gastric bypass (RYGB) are not completely elucidated. The present study aims to evaluate body adiposity and distribution, through different indices, according to metabolic phenotypes before and 6 months after RYGB, and the relationship between these indices and transition from MUO to MHO. This study reports a prospective longitudinal study on adults with obesity who were evaluated before (T0) and 6 months (T1) after RYGB. Bodyweight, height, waist circumference (WC), BMI, waist-to-height ratio (WHR), total cholesterol (TC), HDL-c, LDL-c, triglycerides, insulin, glucose, HbA1c and HOMA-IR were evaluated. The visceral adiposity index (VAI), the conicity index (CI), the lipid accumulation product (LAP), CUN-BAE and body shape index (ABSI) were calculated. MUO was classified based on insulin resistance. MUO at T0 with transition to MHO at T1 formed the MHO-t group MHO and MUO at both T0 and T1 formed the MHO-m and MUO-m groups, respectively. At T0, 37.3% of the 62 individuals were classified as MHO and 62.7% as MUO. Individuals in the MUO-T0 group had higher blood glucose, HbA1c, HOMA-IR, insulin, TC and LDL-c compared to those in the MHO-T0 group. Both groups showed significant improvement in biochemical and body variables at T1. After RYGB, 89.2% of MUO-T0 became MHO (MHO-t). The MUO-m group presented higher HOMA-IR, insulin and VAI, compared to the MHO-m and MHO-t groups. CI and ABSI at T0 correlated with HOMA-IR at T1 in the MHO-t and MHO-m groups. CI and ABSI, indicators of visceral fat, are promising for predicting post-RYGB metabolic improvement. Additional studies are needed to confirm the sustainability of MUO reversion and its relationship with these indices.","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"16 1","pages":""},"PeriodicalIF":4.1,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142266769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of Microplastic Exposure on Blood Glucose Levels and Gut Microbiota: Differential Effects under Normal or High-Fat Diet Conditions 微塑料暴露对血糖水平和肠道微生物群的影响:正常或高脂饮食条件下的差异效应
IF 4.1 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-09-18 DOI: 10.3390/metabo14090504
Manjin Xu, Huixia Niu, Lizhi Wu, Mingluan Xing, Zhe Mo, Zhijian Chen, Xueqing Li, Xiaoming Lou
Microplastics are emerging pollutants that have garnered significant attention, with evidence suggesting their association with the pathogenesis of type 2 diabetes mellitus. In order to assess the impact of polystyrene microplastic exposure on alterations in the gut microbiota and the subsequent implications for glucose dysregulation under different dietary conditions in mice, we investigated the effects and disparities in the blood glucose levels induced by polystyrene microplastic exposure in mice fed a high-fat diet versus those fed a normal diet. Using 16S rRNA sequencing and bioinformatics analyses, we explored the dynamic changes and discrepancies in the gut microbiota stability induced by polystyrene microplastic exposure under varied dietary conditions, and we screened for gut genera associated with the potential of polystyrene microplastics to disrupt glucose homeostasis. Our findings indicate that a high-fat diet resulted in abnormal mouse body weight, energy intake, blood glucose levels and related metabolic parameters. Additionally, polystyrene microplastic exposure exacerbated the glucose metabolism disorders induced by a high-fat diet. Furthermore, the composition and diversity of the mouse gut microbiota were significantly altered following microplastic exposure, with 11 gut genera exhibiting a differential presence between mice fed a high-fat diet combined with microplastic exposure compared to those fed a normal diet with microplastic exposure. Moreover, Ucg-009 played an intermediary role in the association between a high-fat diet and the fasting blood glucose. Hence, our study demonstrates that polystyrene microplastic exposure exacerbates high-fat diet-induced glucose metabolism disorders, whereas its impact on the blood glucose under normal dietary conditions is not significant, highlighting the differential influence attributable to distinct alterations in characteristic gut genera.
微塑料是一种新出现的污染物,引起了人们的极大关注,有证据表明微塑料与 2 型糖尿病的发病机制有关。为了评估聚苯乙烯微塑料暴露对肠道微生物区系改变的影响,以及随后在不同饮食条件下对小鼠血糖失调的影响,我们研究了聚苯乙烯微塑料暴露对高脂饮食与正常饮食小鼠血糖水平的影响和差异。利用 16S rRNA 测序和生物信息学分析,我们探讨了在不同饮食条件下,聚苯乙烯微塑料暴露所诱发的肠道微生物群稳定性的动态变化和差异,并筛选出与聚苯乙烯微塑料可能破坏葡萄糖稳态有关的肠道菌属。我们的研究结果表明,高脂肪饮食会导致小鼠体重、能量摄入、血糖水平和相关代谢参数异常。此外,暴露于聚苯乙烯微塑料会加剧高脂饮食引起的葡萄糖代谢紊乱。此外,小鼠肠道微生物群的组成和多样性在接触微塑料后发生了显著变化,与喂食正常饮食并接触微塑料的小鼠相比,喂食高脂饮食并接触微塑料的小鼠肠道微生物群中有 11 个微生物属的存在有差异。此外,Ucg-009 在高脂饮食与空腹血糖之间的关联中起着中介作用。因此,我们的研究表明,暴露于聚苯乙烯微塑料会加剧高脂饮食引起的葡萄糖代谢紊乱,而在正常饮食条件下,其对血糖的影响并不显著,这凸显了可归因于肠道特征种属的不同改变的不同影响。
{"title":"Impact of Microplastic Exposure on Blood Glucose Levels and Gut Microbiota: Differential Effects under Normal or High-Fat Diet Conditions","authors":"Manjin Xu, Huixia Niu, Lizhi Wu, Mingluan Xing, Zhe Mo, Zhijian Chen, Xueqing Li, Xiaoming Lou","doi":"10.3390/metabo14090504","DOIUrl":"https://doi.org/10.3390/metabo14090504","url":null,"abstract":"Microplastics are emerging pollutants that have garnered significant attention, with evidence suggesting their association with the pathogenesis of type 2 diabetes mellitus. In order to assess the impact of polystyrene microplastic exposure on alterations in the gut microbiota and the subsequent implications for glucose dysregulation under different dietary conditions in mice, we investigated the effects and disparities in the blood glucose levels induced by polystyrene microplastic exposure in mice fed a high-fat diet versus those fed a normal diet. Using 16S rRNA sequencing and bioinformatics analyses, we explored the dynamic changes and discrepancies in the gut microbiota stability induced by polystyrene microplastic exposure under varied dietary conditions, and we screened for gut genera associated with the potential of polystyrene microplastics to disrupt glucose homeostasis. Our findings indicate that a high-fat diet resulted in abnormal mouse body weight, energy intake, blood glucose levels and related metabolic parameters. Additionally, polystyrene microplastic exposure exacerbated the glucose metabolism disorders induced by a high-fat diet. Furthermore, the composition and diversity of the mouse gut microbiota were significantly altered following microplastic exposure, with 11 gut genera exhibiting a differential presence between mice fed a high-fat diet combined with microplastic exposure compared to those fed a normal diet with microplastic exposure. Moreover, Ucg-009 played an intermediary role in the association between a high-fat diet and the fasting blood glucose. Hence, our study demonstrates that polystyrene microplastic exposure exacerbates high-fat diet-induced glucose metabolism disorders, whereas its impact on the blood glucose under normal dietary conditions is not significant, highlighting the differential influence attributable to distinct alterations in characteristic gut genera.","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"32 1","pages":""},"PeriodicalIF":4.1,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142266770","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Metabolomic and Physiological Analyses Reveal the Effects of Different Storage Conditions on Sinojackia xylocarpa Hu Seeds 代谢组学和生理学分析揭示不同贮藏条件对胡麻籽的影响
IF 4.1 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-09-18 DOI: 10.3390/metabo14090503
Hao Cai, Yongbao Shen
Backgrounds: Sinojackia xylocarpa Hu is a deciduous tree in the Styracaceae family, and it is classified as a Class II endangered plant in China. Seed storage technology is an effective means of conserving germplasm resources, but the effects of different storage conditions on the quality and associated metabolism of S. xylocarpa seeds remain unclear. This study analyzed the physiological and metabolic characteristics of S. xylocarpa seeds under four storage conditions. Results: Our findings demonstrate that reducing seed moisture content and storage temperature effectively prolongs storage life. Seeds stored under that condition exhibited higher internal nutrient levels, lower endogenous abscisic acid (ABA) hormone levels, and elevated gibberellic acid (GA3) levels. Additionally, 335 metabolites were identified under four different storage conditions. The analysis indicates that S. xylocarpa seeds extend seed longevity and maintain cellular structural stability mainly by regulating the changes in metabolites related to lipid, amino acid, carbohydrate, and carotenoid metabolic pathways under the storage conditions of a low temperature and low seed moisture. Conclusions: These findings provide new insights at the physiological and metabolic levels into how these storage conditions extend seed longevity while also offering effective storage strategies for preserving the germplasm resources of S. xylocarpa.
背景介绍胡颓子(Sinojackia xylocarpa Hu)为枫香科落叶乔木,在中国被列为二级濒危植物。种子贮藏技术是保存种质资源的有效手段,但不同贮藏条件对木麻黄种子质量及相关代谢的影响尚不清楚。本研究分析了四种贮藏条件下木豆种子的生理代谢特征。结果显示我们的研究结果表明,降低种子含水量和储藏温度可有效延长储藏寿命。在这种条件下贮藏的种子表现出较高的内部营养水平、较低的内源脱落酸(ABA)激素水平和较高的赤霉素(GA3)水平。此外,在四种不同的贮藏条件下,共鉴定出 335 种代谢物。分析表明,在低温和低种子水分的贮藏条件下,木豆种子主要通过调节与脂质、氨基酸、碳水化合物和类胡萝卜素代谢途径相关的代谢物的变化来延长种子寿命和保持细胞结构的稳定性。结论这些研究结果从生理和代谢层面为了解这些贮藏条件如何延长种子寿命提供了新的视角,同时也为保存木薯种质资源提供了有效的贮藏策略。
{"title":"Metabolomic and Physiological Analyses Reveal the Effects of Different Storage Conditions on Sinojackia xylocarpa Hu Seeds","authors":"Hao Cai, Yongbao Shen","doi":"10.3390/metabo14090503","DOIUrl":"https://doi.org/10.3390/metabo14090503","url":null,"abstract":"Backgrounds: Sinojackia xylocarpa Hu is a deciduous tree in the Styracaceae family, and it is classified as a Class II endangered plant in China. Seed storage technology is an effective means of conserving germplasm resources, but the effects of different storage conditions on the quality and associated metabolism of S. xylocarpa seeds remain unclear. This study analyzed the physiological and metabolic characteristics of S. xylocarpa seeds under four storage conditions. Results: Our findings demonstrate that reducing seed moisture content and storage temperature effectively prolongs storage life. Seeds stored under that condition exhibited higher internal nutrient levels, lower endogenous abscisic acid (ABA) hormone levels, and elevated gibberellic acid (GA3) levels. Additionally, 335 metabolites were identified under four different storage conditions. The analysis indicates that S. xylocarpa seeds extend seed longevity and maintain cellular structural stability mainly by regulating the changes in metabolites related to lipid, amino acid, carbohydrate, and carotenoid metabolic pathways under the storage conditions of a low temperature and low seed moisture. Conclusions: These findings provide new insights at the physiological and metabolic levels into how these storage conditions extend seed longevity while also offering effective storage strategies for preserving the germplasm resources of S. xylocarpa.","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"10 1","pages":""},"PeriodicalIF":4.1,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142269682","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Metabolomic Effects of Liraglutide Therapy on the Plasma Metabolomic Profile of Patients with Obesity 利拉鲁肽疗法对肥胖症患者血浆代谢组学特征的影响
IF 4.1 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-09-17 DOI: 10.3390/metabo14090500
Assim A. Alfadda, Anas M. Abdel Rahman, Hicham Benabdelkamel, Reem AlMalki, Bashayr Alsuwayni, Abdulaziz Alhossan, Madhawi M. Aldhwayan, Ghalia N. Abdeen, Alexander Dimitri Miras, Afshan Masood
Background: Liraglutide, a long-acting glucagon-like peptide-1 receptor agonist (GLP1RA), is a well-established anti-diabetic drug, has also been approved for the treatment of obesity at a dose of 3 mg. There are a limited number of studies in the literature that have looked at changes in metabolite levels before and after liraglutide treatment in patients with obesity. To this end, in the present study we aimed to explore the changes in the plasma metabolomic profile, using liquid chromatography-high resolution mass spectrometry (LC-HRMS) in patients with obesity. Methods: A single-center prospective study was undertaken to evaluate the effectiveness of 3 mg liraglutide therapy in twenty-three patients (M/F: 8/15) with obesity, mean BMI 40.81 ± 5.04 kg/m2, and mean age of 36 ± 10.9 years, in two groups: at baseline (pre-treatment) and after 12 weeks of treatment (post-treatment). An untargeted metabolomic profiling was conducted in plasma from the pre-treatment and post-treatment groups using LC-HRMS, along with bioinformatics analysis using ingenuity pathway analysis (IPA). Results: The metabolomics analysis revealed a significant (FDR p-value ≤ 0.05, FC 1.5) dysregulation of 161 endogenous metabolites (97 upregulated and 64 downregulated) with distinct separation between the two groups. Among the significantly dysregulated metabolites, the majority of them were identified as belonging to the class of oxidized lipids (oxylipins) that includes arachidonic acid and its derivatives, phosphorglycerophosphates, N-acylated amino acids, steroid hormones, and bile acids. The biomarker analysis conducted using MetaboAnalyst showed PGP (a21:0/PG/F1alpha), an oxidized lipid, as the first metabolite among the list of the top 15 biomarkers, followed by cysteine and estrone. The IPA analysis showed that the dysregulated metabolites impacted the pathway related to cell signaling, free radical scavenging, and molecular transport, and were focused around the dysregulation of NF-κB, ERK, MAPK, PKc, VEGF, insulin, and pro-inflammatory cytokine signaling pathways. Conclusions: The findings suggest that liraglutide treatment reduces inflammation and modulates lipid metabolism and oxidative stress. Our study contributes to a better understanding of the drug’s multifaceted impact on overall metabolism in patients with obesity.
背景:利拉鲁肽是一种长效胰高血糖素样肽-1受体激动剂(GLP1RA),是一种成熟的抗糖尿病药物,已被批准用于治疗肥胖症,剂量为 3 毫克。关于利拉鲁肽治疗肥胖症患者前后代谢物水平变化的文献研究数量有限。为此,本研究旨在利用液相色谱-高分辨质谱法(LC-HRMS)探讨肥胖症患者血浆代谢组谱的变化。研究方法本研究是一项单中心前瞻性研究,旨在评估 3 毫克利拉鲁肽对 23 名肥胖症患者(男/女:8/15)(平均体重指数为 40.81 ± 5.04 kg/m2,平均年龄为 36 ± 10.9 岁)的治疗效果,患者分为两组:基线期(治疗前)和治疗 12 周后(治疗后)。使用 LC-HRMS 对治疗前和治疗后两组的血浆进行了非靶向代谢组学分析,并使用 ingenuity pathway analysis (IPA) 进行了生物信息学分析。结果代谢组学分析表明,161 种内源性代谢物(97 种上调,64 种下调)出现了显著的失调(FDR p 值≤ 0.05,FC 1.5),且两组之间存在明显的差异。在明显失调的代谢物中,大部分属于氧化脂类(氧化脂素),包括花生四烯酸及其衍生物、甘油磷酸酯、N-酰化氨基酸、类固醇激素和胆汁酸。使用 MetaboAnalyst 进行的生物标志物分析显示,氧化脂质 PGP(a21:0/PG/F1alpha)是前 15 种生物标志物中的第一种代谢物,其次是半胱氨酸和雌酮。IPA分析表明,失调的代谢物影响了与细胞信号传导、自由基清除和分子转运相关的通路,主要集中在NF-κB、ERK、MAPK、PKc、血管内皮生长因子、胰岛素和促炎细胞因子信号传导通路的失调。结论研究结果表明,利拉鲁肽治疗可减轻炎症反应,调节脂质代谢和氧化应激。我们的研究有助于更好地了解该药物对肥胖症患者整体代谢的多方面影响。
{"title":"Metabolomic Effects of Liraglutide Therapy on the Plasma Metabolomic Profile of Patients with Obesity","authors":"Assim A. Alfadda, Anas M. Abdel Rahman, Hicham Benabdelkamel, Reem AlMalki, Bashayr Alsuwayni, Abdulaziz Alhossan, Madhawi M. Aldhwayan, Ghalia N. Abdeen, Alexander Dimitri Miras, Afshan Masood","doi":"10.3390/metabo14090500","DOIUrl":"https://doi.org/10.3390/metabo14090500","url":null,"abstract":"Background: Liraglutide, a long-acting glucagon-like peptide-1 receptor agonist (GLP1RA), is a well-established anti-diabetic drug, has also been approved for the treatment of obesity at a dose of 3 mg. There are a limited number of studies in the literature that have looked at changes in metabolite levels before and after liraglutide treatment in patients with obesity. To this end, in the present study we aimed to explore the changes in the plasma metabolomic profile, using liquid chromatography-high resolution mass spectrometry (LC-HRMS) in patients with obesity. Methods: A single-center prospective study was undertaken to evaluate the effectiveness of 3 mg liraglutide therapy in twenty-three patients (M/F: 8/15) with obesity, mean BMI 40.81 ± 5.04 kg/m2, and mean age of 36 ± 10.9 years, in two groups: at baseline (pre-treatment) and after 12 weeks of treatment (post-treatment). An untargeted metabolomic profiling was conducted in plasma from the pre-treatment and post-treatment groups using LC-HRMS, along with bioinformatics analysis using ingenuity pathway analysis (IPA). Results: The metabolomics analysis revealed a significant (FDR p-value ≤ 0.05, FC 1.5) dysregulation of 161 endogenous metabolites (97 upregulated and 64 downregulated) with distinct separation between the two groups. Among the significantly dysregulated metabolites, the majority of them were identified as belonging to the class of oxidized lipids (oxylipins) that includes arachidonic acid and its derivatives, phosphorglycerophosphates, N-acylated amino acids, steroid hormones, and bile acids. The biomarker analysis conducted using MetaboAnalyst showed PGP (a21:0/PG/F1alpha), an oxidized lipid, as the first metabolite among the list of the top 15 biomarkers, followed by cysteine and estrone. The IPA analysis showed that the dysregulated metabolites impacted the pathway related to cell signaling, free radical scavenging, and molecular transport, and were focused around the dysregulation of NF-κB, ERK, MAPK, PKc, VEGF, insulin, and pro-inflammatory cytokine signaling pathways. Conclusions: The findings suggest that liraglutide treatment reduces inflammation and modulates lipid metabolism and oxidative stress. Our study contributes to a better understanding of the drug’s multifaceted impact on overall metabolism in patients with obesity.","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"98 1","pages":""},"PeriodicalIF":4.1,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142266771","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Implementation of Machine Learning-Based System for Early Diagnosis of Feline Mammary Carcinomas through Blood Metabolite Profiling 通过血液代谢物分析实现基于机器学习的猫乳腺癌早期诊断系统
IF 4.1 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-09-17 DOI: 10.3390/metabo14090501
Vidhi Kulkarni, Igor F. Tsigelny, Valentina L. Kouznetsova
Background: Feline mammary carcinoma (FMC) is a prevalent and fatal carcinoma that predominantly affects unspayed female cats. FMC is the third most common carcinoma in cats but is still underrepresented in research. Current diagnosis methods include physical examinations, imaging tests, and fine-needle aspiration. The diagnosis through these methods is sometimes delayed and unreliable, leading to increased chances of mortality. Objectives: The objective of this study was to identify the biomarkers, including blood metabolites and genes, related to feline mammary carcinoma, study their relationships, and develop a machine learning (ML) model for the early diagnosis of the disease. Methods: We analyzed the blood metabolites of felines with mammary carcinoma using the pathway analysis feature in MetaboAnalyst software, v. 5.0. We utilized machine-learning (ML) methods to recognize FMC using the blood metabolites of sick patients. Results: The metabolic pathways that were elucidated to be associated with this disease include alanine, aspartate and glutamate metabolism, Glutamine and glutamate metabolism, Arginine biosynthesis, and Glycerophospholipid metabolism. Furthermore, we also elucidated several genes that play a significant role in the development of FMC, such as ERBB2, PDGFA, EGFR, FLT4, ERBB3, FIGF, PDGFC, PDGFB through STRINGdb, a database of known and predicted protein-protein interactions, and MetaboAnalyst 5.0. The best-performing ML model was able to predict metabolite class with an accuracy of 85.11%. Conclusion: Our findings demonstrate that the identification of the biomarkers associated with FMC and the affected metabolic pathways can aid in the early diagnosis of feline mammary carcinoma.
背景:猫乳腺癌(FMC)是一种常见的致命癌症,主要影响未绝育的雌猫。FMC 是猫科动物中第三大最常见的癌症,但在研究中的代表性仍然不足。目前的诊断方法包括体格检查、成像测试和细针穿刺。这些方法有时会延误诊断且不可靠,导致死亡率上升。研究目的本研究的目的是确定与猫乳腺癌相关的生物标志物,包括血液代谢物和基因,研究它们之间的关系,并开发一个用于疾病早期诊断的机器学习(ML)模型。研究方法我们使用 MetaboAnalyst 软件 5.0 版的通路分析功能分析了患乳腺癌猫科动物的血液代谢物。我们利用机器学习(ML)方法来识别患病猫科动物的血液代谢物。结果阐明了与该疾病相关的代谢途径,包括丙氨酸、天门冬氨酸和谷氨酸代谢、谷氨酰胺和谷氨酸代谢、精氨酸生物合成和甘油磷脂代谢。此外,我们还通过STRINGdb(一个已知和预测的蛋白质-蛋白质相互作用数据库)和MetaboAnalyst 5.0阐明了在FMC发病中起重要作用的几个基因,如ERBB2、PDGFA、表皮生长因子受体、FLT4、ERBB3、FIGF、PDGFC、PDGFB。表现最好的 ML 模型预测代谢物类别的准确率为 85.11%。结论我们的研究结果表明,识别与猫乳腺癌相关的生物标记物以及受影响的代谢途径有助于猫乳腺癌的早期诊断。
{"title":"Implementation of Machine Learning-Based System for Early Diagnosis of Feline Mammary Carcinomas through Blood Metabolite Profiling","authors":"Vidhi Kulkarni, Igor F. Tsigelny, Valentina L. Kouznetsova","doi":"10.3390/metabo14090501","DOIUrl":"https://doi.org/10.3390/metabo14090501","url":null,"abstract":"Background: Feline mammary carcinoma (FMC) is a prevalent and fatal carcinoma that predominantly affects unspayed female cats. FMC is the third most common carcinoma in cats but is still underrepresented in research. Current diagnosis methods include physical examinations, imaging tests, and fine-needle aspiration. The diagnosis through these methods is sometimes delayed and unreliable, leading to increased chances of mortality. Objectives: The objective of this study was to identify the biomarkers, including blood metabolites and genes, related to feline mammary carcinoma, study their relationships, and develop a machine learning (ML) model for the early diagnosis of the disease. Methods: We analyzed the blood metabolites of felines with mammary carcinoma using the pathway analysis feature in MetaboAnalyst software, v. 5.0. We utilized machine-learning (ML) methods to recognize FMC using the blood metabolites of sick patients. Results: The metabolic pathways that were elucidated to be associated with this disease include alanine, aspartate and glutamate metabolism, Glutamine and glutamate metabolism, Arginine biosynthesis, and Glycerophospholipid metabolism. Furthermore, we also elucidated several genes that play a significant role in the development of FMC, such as ERBB2, PDGFA, EGFR, FLT4, ERBB3, FIGF, PDGFC, PDGFB through STRINGdb, a database of known and predicted protein-protein interactions, and MetaboAnalyst 5.0. The best-performing ML model was able to predict metabolite class with an accuracy of 85.11%. Conclusion: Our findings demonstrate that the identification of the biomarkers associated with FMC and the affected metabolic pathways can aid in the early diagnosis of feline mammary carcinoma.","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"49 1","pages":""},"PeriodicalIF":4.1,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142266772","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identification of Plasma Metabolomic Biomarkers of Juvenile Idiopathic Arthritis 鉴定幼年特发性关节炎的血浆代谢组生物标记物
IF 4.1 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-09-16 DOI: 10.3390/metabo14090499
Amar Kumar, Joshua Tatarian, Valentina Shakhnovich, Rachel L. Chevalier, Marc Sudman, Daniel J. Lovell, Susan D. Thompson, Mara L. Becker, Ryan S. Funk
Identification of disease and therapeutic biomarkers remains a significant challenge in the early diagnosis and effective treatment of juvenile idiopathic arthritis (JIA). In this study, plasma metabolomic profiling was conducted to identify disease-related metabolic biomarkers associated with JIA. Plasma samples from treatment-naïve JIA patients and non-JIA reference patients underwent global metabolomic profiling across discovery (60 JIA, 60 non-JIA) and replication (49 JIA, 38 non-JIA) cohorts. Univariate analysis identified significant metabolites (q-value ≤ 0.05), followed by enrichment analysis using ChemRICH and metabolic network mapping with MetaMapp and Cytoscape. Receiver operating characteristic (ROC) analysis determined the top discriminating biomarkers based on area under the curve (AUC) values. A total of over 800 metabolites were measured, consisting of 714 known and 155 unknown compounds. In the discovery cohort, 587 metabolites were significantly altered in JIA patients compared with the reference population (q < 0.05). In the replication cohort, 288 metabolites were significantly altered, with 78 overlapping metabolites demonstrating the same directional change in both cohorts. JIA was associated with a notable increase in plasma levels of sphingosine metabolites and fatty acid ethanolamides and decreased plasma levels of sarcosine, iminodiacetate, and the unknown metabolite X-12462. Chemical enrichment analysis identified cycloparaffins in the form of naproxen and its metabolites, unsaturated lysophospholipids, saturated phosphatidylcholines, sphingomyelins, ethanolamines, and saturated ceramides as the top discriminating biochemical clusters. ROC curve analysis identified 11 metabolites classified as highly discriminatory based on an AUC > 0.90, with the top discriminating metabolite being sphinganine-1-phosphate (AUC = 0.98). This study identifies specific metabolic changes in JIA, particularly within sphingosine metabolism, through both discovery and replication cohorts. Plasma metabolomic profiling shows promise in pinpointing JIA-specific biomarkers, differentiating them from those in healthy controls and Crohn’s disease, which may improve diagnosis and treatment.
疾病和治疗生物标志物的鉴定仍然是早期诊断和有效治疗幼年特发性关节炎(JIA)的重大挑战。本研究通过血浆代谢组学分析来确定与 JIA 相关的疾病相关代谢生物标志物。在发现队列(60 名 JIA 患者,60 名非 JIA 患者)和复制队列(49 名 JIA 患者,38 名非 JIA 患者)中,对未经治疗的 JIA 患者和非 JIA 参考患者的血浆样本进行了全球代谢组学分析。单变量分析确定了重要的代谢物(q 值≤ 0.05),随后使用 ChemRICH 进行了富集分析,并使用 MetaMapp 和 Cytoscape 绘制了代谢网络图。根据曲线下面积(AUC)值,接收者操作特征(ROC)分析确定了最具鉴别力的生物标记物。共测定了 800 多种代谢物,其中包括 714 种已知化合物和 155 种未知化合物。在发现队列中,与参照人群相比,JIA 患者体内有 587 种代谢物发生了显著变化(q < 0.05)。在复制队列中,288个代谢物发生了明显变化,其中78个重叠的代谢物在两个队列中表现出相同的方向性变化。JIA 与血浆中鞘氨醇代谢物和脂肪酸乙醇酰胺水平的明显升高以及肌氨酸、亚氨基二乙酸盐和未知代谢物 X-12462 水平的降低有关。化学富集分析确定了以萘普生及其代谢物形式存在的环链烷烃、不饱和溶血磷脂、饱和磷脂酰胆碱、鞘磷脂、乙醇胺和饱和神经酰胺是最具鉴别力的生化组群。根据 AUC > 0.90,ROC 曲线分析确定了 11 种具有高度鉴别性的代谢物,其中最具鉴别性的代谢物是鞘氨醇-1-磷酸(AUC = 0.98)。这项研究通过发现队列和复制队列确定了JIA的特定代谢变化,特别是鞘磷脂代谢的变化。血浆代谢组学分析有望精确定位JIA特异性生物标志物,并将它们与健康对照组和克罗恩病的生物标志物区分开来,从而改善诊断和治疗。
{"title":"Identification of Plasma Metabolomic Biomarkers of Juvenile Idiopathic Arthritis","authors":"Amar Kumar, Joshua Tatarian, Valentina Shakhnovich, Rachel L. Chevalier, Marc Sudman, Daniel J. Lovell, Susan D. Thompson, Mara L. Becker, Ryan S. Funk","doi":"10.3390/metabo14090499","DOIUrl":"https://doi.org/10.3390/metabo14090499","url":null,"abstract":"Identification of disease and therapeutic biomarkers remains a significant challenge in the early diagnosis and effective treatment of juvenile idiopathic arthritis (JIA). In this study, plasma metabolomic profiling was conducted to identify disease-related metabolic biomarkers associated with JIA. Plasma samples from treatment-naïve JIA patients and non-JIA reference patients underwent global metabolomic profiling across discovery (60 JIA, 60 non-JIA) and replication (49 JIA, 38 non-JIA) cohorts. Univariate analysis identified significant metabolites (q-value ≤ 0.05), followed by enrichment analysis using ChemRICH and metabolic network mapping with MetaMapp and Cytoscape. Receiver operating characteristic (ROC) analysis determined the top discriminating biomarkers based on area under the curve (AUC) values. A total of over 800 metabolites were measured, consisting of 714 known and 155 unknown compounds. In the discovery cohort, 587 metabolites were significantly altered in JIA patients compared with the reference population (q < 0.05). In the replication cohort, 288 metabolites were significantly altered, with 78 overlapping metabolites demonstrating the same directional change in both cohorts. JIA was associated with a notable increase in plasma levels of sphingosine metabolites and fatty acid ethanolamides and decreased plasma levels of sarcosine, iminodiacetate, and the unknown metabolite X-12462. Chemical enrichment analysis identified cycloparaffins in the form of naproxen and its metabolites, unsaturated lysophospholipids, saturated phosphatidylcholines, sphingomyelins, ethanolamines, and saturated ceramides as the top discriminating biochemical clusters. ROC curve analysis identified 11 metabolites classified as highly discriminatory based on an AUC > 0.90, with the top discriminating metabolite being sphinganine-1-phosphate (AUC = 0.98). This study identifies specific metabolic changes in JIA, particularly within sphingosine metabolism, through both discovery and replication cohorts. Plasma metabolomic profiling shows promise in pinpointing JIA-specific biomarkers, differentiating them from those in healthy controls and Crohn’s disease, which may improve diagnosis and treatment.","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"694 1","pages":""},"PeriodicalIF":4.1,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142269681","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Metabolites
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1