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Shared Plasma Fatty Acid Profiles in Four Cancer Types Enable Diagnosis and Discrimination of Gastrointestinal and Lung Cancers. 四种癌症类型中共享的血浆脂肪酸谱有助于胃肠道和肺癌的诊断和鉴别。
IF 3.7 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-12 DOI: 10.3390/metabo16020128
Ahad Hussain, Kangwe Shen, Yan Yan, Xuejun Kang, Li Xie

Background: Cancer is a leading cause of mortality worldwide, characterized by metabolic reprogramming, including alterations in fatty acid (FA) metabolism. Plasma FA profiles hold promise as non-invasive biomarkers for the diagnosis and classification of cancer. Objectives: This study aimed to investigate the diagnostic potential of plasma FA profiles across four major cancers and to identify shared and cancer-type-specific metabolic alterations. Methods: We examine comprehensive FA profiling of plasma samples from 368 individuals, including patients with colorectal (CRC, n = 94), gastric (GC, n = 55), esophageal (EC, n = 53), and lung cancer (LC, n = 73), alongside 93 healthy controls (HCs) by gas chromatography-mass spectrometry. Data were analyzed using univariate statistics and multivariate modeling analysis. Results: Univariate analysis showed a shared set of altered FAs across the cancer types, demonstrating a shared pan-cancer metabolic shift. A comprehensive comparison revealed a remarkable shared pattern within the gastrointestinal (GI) cancers (GC, CRC, EC), while LC showed opposite trends for most FAs. Partial Least Squares Discriminant Analysis (PLS-DA) models on a 70% training set excellently discriminated each cancer type from HCs. The cross-validation of the model demonstrated robust internal performance with Q2 = 0.675 (LC), 0.559 (GC), 0.774 (CRC), and 0.628 (EC). This is followed by assessing the diagnostic accuracy on a 30% hold-out test set, with area under the curve (AUC) values of 0.686 (LC), 0.926 (GC), 0.905 (CRC), and 0.843 (EC). Conclusions: Plasma FA profiles may provide a potential source of biomarkers, capturing both shared cancer markers and distinct tissue-specific metabolic alterations. These findings highlight the high diagnostic and classificatory potential of FAs alterations in oncology.

背景:癌症是世界范围内死亡的主要原因,其特征是代谢重编程,包括脂肪酸代谢的改变。血浆FA谱有望成为癌症诊断和分类的非侵入性生物标志物。目的:本研究旨在探讨血浆FA谱在四种主要癌症中的诊断潜力,并确定共同的和癌症类型特异性的代谢改变。方法:我们通过气相色谱-质谱联用技术对368例患者的血浆样本进行了全面的FA分析,包括结直肠癌(CRC, n = 94)、胃癌(GC, n = 55)、食管癌(EC, n = 53)和肺癌(LC, n = 73),以及93例健康对照(hc)。数据分析采用单因素统计和多因素建模分析。结果:单变量分析显示,不同癌症类型的FAs有一组共同的改变,表明了一个共同的泛癌症代谢转变。综合比较显示,胃肠道(GI)癌症(GC, CRC, EC)中存在显著的共享模式,而LC在大多数FAs中呈现相反的趋势。偏最小二乘判别分析(PLS-DA)模型在70%的训练集上很好地从hc中区分出每种癌症类型。交叉验证表明,模型内部性能稳健,Q2 = 0.675 (LC), 0.559 (GC), 0.774 (CRC)和0.628 (EC)。然后在30%的保留测试集上评估诊断准确性,曲线下面积(AUC)值为0.686 (LC), 0.926 (GC), 0.905 (CRC)和0.843 (EC)。结论:血浆FA谱可能提供生物标志物的潜在来源,捕获共享的癌症标志物和不同的组织特异性代谢改变。这些发现强调了肿瘤中FAs改变的高诊断和分类潜力。
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引用次数: 0
Correction: Zhou et al. The Positive Regulatory Effect of DBT on Lipid Metabolism in Postpartum Dairy Cows. Metabolites 2025, 15, 58. 更正:Zhou等人。DBT对产后奶牛脂质代谢的正向调节作用。代谢物2025,15,58。
IF 3.7 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-12 DOI: 10.3390/metabo16020125
Zheng Zhou, Kang Yong, Zhengzhong Luo, Zhenlong Du, Tao Zhou, Xiaoping Li, Xueping Yao, Liuhong Shen, Shumin Yu, Yixin Huang, Suizhong Cao

The authors would like to make the following correction to their published paper [...].

作者想对他们发表的论文[…]做如下更正。
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引用次数: 0
Sixty Years After a Coal Mine Disaster: Serum Metabolomic Profiles in Older Adults with Long-Term Sequelae of Carbon Monoxide Poisoning: A Cross-Sectional Study. 煤矿灾难六十年后:一氧化碳中毒长期后遗症的老年人血清代谢组学特征:一项横断面研究。
IF 3.7 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-12 DOI: 10.3390/metabo16020126
Eriko Baba, Hiroo Matsuse, Ryuki Hashida, Norika Matsukuma, Yuji Maki, Masayuki Omoto, Yoshio Takano, Makiko Motooka, Hiromichi Motooka

Background: Survivors with chronic sequelae of carbon monoxide (CO) poisoning after the 1963 Miike-Mikawa coal mine disaster can exhibit persistent higher brain dysfunction in late life. We examined whether serum metabolic alterations remained detectable ~60 years later and assessed serum brain-derived neurotrophic factor (BDNF).

Methods: In this cross-sectional case-control study, outpatients with chronic CO-poisoning sequelae (CO; n = 14) and former miners without CO exposure (CON; n = 16), all aged ≥ 75 years, underwent targeted serum metabolomics (1183 metabolites) and clinical assessments. Between-group differences were evaluated using Welch's t-test, and age-matched propensity-score matching (1:1) served as a sensitivity analysis. BDNF was additionally compared using a linear regression/ analysis of covariancemodel adjusting for age and Mini-Mental State Examination (MMSE).

Results: Relative to controls, the CO group showed higher valine, alanine, and betaine and lower 3-hydroxybutyric acid, inosine, and hypoxanthine; these contrasts persisted with concordant direction after matching. Serum BDNF was lower in the CO group (unadjusted trend) and was significantly reduced after age/MMSE adjustment (p = 0.0252). Exploratory correlations between clinical measures and selected metabolites/BDNF were attenuated after accounting for group.

Conclusions: Six decades after exposure, chronic CO sequelae were associated with a reproducible serum profile combining amino-acid elevations with relative suppression of ketone-body and purine-related metabolites, suggesting enduring alterations in systemic substrate handling and bioenergetics. If replicated in larger cohorts, such signatures-potentially alongside BDNF-should be regarded as hypothesis-generating; biomarker development would require external validation, longitudinal tracking, and assessment of intervention responsiveness before any clinical use is considered.

背景:1963年miikemikawa煤矿灾难后一氧化碳(CO)中毒慢性后遗症的幸存者在晚年可能表现出持续的较高的脑功能障碍。我们检查了60年后血清代谢改变是否仍然可检测到,并评估了血清脑源性神经营养因子(BDNF)。方法:在本横断面病例对照研究中,年龄≥75岁的慢性CO中毒后遗症门诊患者(CO; n = 14)和未CO暴露的前矿工(CON; n = 16)进行了针对性的血清代谢组学(1183种代谢物)和临床评估。采用Welch’st检验评估组间差异,采用年龄匹配倾向-得分匹配(1:1)进行敏感性分析。此外,采用线性回归/协方差模型分析调整年龄和最小精神状态检查(MMSE)对BDNF进行比较。结果:与对照组相比,一氧化碳组缬氨酸、丙氨酸和甜菜碱含量较高,3-羟基丁酸、肌苷和次黄嘌呤含量较低;这些对比在匹配后仍保持一致的方向。CO组血清BDNF较低(未调整趋势),经年龄/MMSE调整后显著降低(p = 0.0252)。在计算组后,临床指标与选定代谢物/BDNF之间的探索性相关性减弱。结论:暴露60年后,慢性一氧化碳后遗症与可重复的血清特征相关,包括氨基酸升高和酮体和嘌呤相关代谢物的相对抑制,表明系统底物处理和生物能量学的持久改变。如果在更大的队列中复制,这些特征——可能与bdnf一起——应该被视为假说生成;在考虑任何临床应用之前,生物标志物的开发需要外部验证、纵向跟踪和干预反应性评估。
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引用次数: 0
The Impact of Nutritional Management on Fat-Soluble Nutrient Status in Patients with Fatty Acid Oxidation Disorders: A Cross-Sectional Study. 营养管理对脂肪酸氧化障碍患者脂溶性营养状况的影响:一项横断面研究。
IF 3.7 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-11 DOI: 10.3390/metabo16020124
Maria Wasiewicz-Gajdzis, Małgorzata Jamka, Łukasz Kałużny, Natalia Wichłacz-Trojanowska, Anna Blask-Osipa, Monika Duś-Żuchowska, Joanna Jagłowska, Szymon Kurek, Anna Miśkiewicz-Chotnicka, Jarosław Walkowiak

Background: Fatty acid oxidation disorders (FAOD) are rare inborn errors of metabolism that impair mitochondrial β-oxidation and energy production. Management includes fasting avoidance for all FAOD types. Patients with long-chain FAOD are advised to restrict long-chain triglycerides (LCTs) to 10% of total energy intake and supplement medium-chain triglycerides (MCTs). The impact of such dietary modification on fat-soluble vitamin status has not yet been studied. Methods: In this cross-sectional study, serum concentrations of vitamins A, 25(OH)D, E, and β-carotene were measured in 36 FAOD patients and 36 healthy controls matched for age and sex. Vitamins A, E, and β-carotene were quantified using high-performance liquid chromatography and vitamin 25(OH)D through an immunoassay. FAOD patients were further divided into fat-modified (LCT-restricted) and standard-fat diet subgroups based on dietary management. Results: FAOD patients had significantly higher vitamin A concentrations than controls (p < 0.05), while there was no difference in vitamins 25(OH)D, E, and β-carotene. Within the FAOD cohort, the fat-modified group had higher levels of vitamins A and 25(OH)D but lower levels of vitamin E and β-carotene than the standard-fat group (all p < 0.05). Vitamin 25(OH)D deficiency (<20 ng/mL) was more frequent in the standard-fat group (p = 0.03). Conclusions: Fat-modified diets influence fat-soluble vitamin status in FAOD, emphasising the importance of ongoing monitoring and tailored supplementation. Future work should focus on optimising nutritional management, including modifications to formula composition, and on addressing the currently limited evidence on nutritional status and vitamin deficiencies in patients with FAOD.

背景:脂肪酸氧化障碍(FAOD)是一种罕见的先天性代谢错误,损害线粒体β氧化和能量产生。管理包括避免所有类型的禁食。建议长链fad患者将长链甘油三酯(lct)限制在总能量摄入的10%以内,并补充中链甘油三酯(mct)。这种饮食改变对脂溶性维生素状态的影响尚未得到研究。方法:在这项横断面研究中,测量了36名FAOD患者和36名年龄和性别相匹配的健康对照者的血清维生素A、25(OH)D、E和β-胡萝卜素的浓度。采用高效液相色谱法定量测定维生素A、E和β-胡萝卜素,免疫分析法定量测定维生素25(OH)D。根据饮食管理将FAOD患者进一步分为脂肪调节(lct限制)和标准脂肪饮食亚组。结果:FAOD患者维生素A浓度显著高于对照组(p < 0.05),维生素25(OH)D、E、β-胡萝卜素含量差异无统计学意义。在FAOD队列中,脂肪修饰组的维生素A和25(OH)D水平高于标准脂肪组,但维生素E和β-胡萝卜素水平低于标准脂肪组(均p < 0.05)。维生素25(OH)D缺乏(p = 0.03)。结论:脂肪修饰饮食影响FAOD患者的脂溶性维生素状态,强调持续监测和量身定制补充的重要性。未来的工作应侧重于优化营养管理,包括修改配方成分,以及解决目前有限的关于FAOD患者营养状况和维生素缺乏症的证据。
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引用次数: 0
Correction: Hernández-Miranda et al. Impacts of Phenolic Compounds and Their Benefits on Human Health: Germination. Metabolites 2025, 15, 425. 更正:Hernández-Miranda等。酚类化合物对人体健康的影响及其益处:发芽。代谢物2025,15,425。
IF 3.7 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-11 DOI: 10.3390/metabo16020123
Jonathan Hernández-Miranda, Karen Argelia Reyes-Portillo, Abigail García-Castro, Esther Ramírez-Moreno, Alma Delia Román-Gutiérrez

The authors would like to make the following correction to their published paper [...].

作者想对他们发表的论文[…]做如下更正。
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引用次数: 0
Metabolic and Lactation Effects of Rumen-Protected Choline Supplementation in Peripartum Dairy Cows and Its Effects on Calf Growth Until Weaning. 围产期奶牛补充保护瘤胃胆碱对代谢和泌乳的影响及其对断奶前犊牛生长的影响。
IF 3.7 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-10 DOI: 10.3390/metabo16020122
Ugur Serbester, Melisa Topaktas

Background: This study evaluated the effects of rumen-protected choline (RUPCHOL) supplementation in dairy cows from 21 days before calving to 28 days postpartum. The objective was to determine how RUPCHOL influences metabolic status, milk composition, and subsequent calf growth until weaning.

Methods: Twenty-seven pregnant Holstein cows were assigned to a Control group (n = 13) or an RUPCHOL group (n = 14), both receiving a total mixed ration (TMR), with the RUPCHOL group supplemented with 15 g/day of choline chloride. Cows were monitored during prepartum, calving, and postpartum periods for body weight, body condition score, dry matter intake, rectal temperature, milk yield and composition, and blood metabolites.

Results: RUPCHOL supplementation tended to reduce serum aspartate aminotransferase and lowered concentrations of non-esterified fatty acids and β-hydroxybutyrate, indicating improved metabolic status. Milk total solids, fat, and protein percentages were higher in RUPCHOL-fed cows, suggesting enhanced milk quality. Maternal supplementation did not affect colostrum immunoglobulin G (IgG) content or calf body weight and body measurements (heart girth, wither height, hip height, and body length) from birth to weaning.

Conclusions: In summary, RUPCHOL supplementation improved indicators of metabolic health and milk composition of dairy cows during the peripartum period without altering calf growth outcomes.

背景:本研究评估了奶牛在产犊前21天至产后28天期间添加保护瘤胃胆碱(RUPCHOL)的效果。目的是确定RUPCHOL如何影响代谢状态、乳成分和随后的犊牛生长直到断奶。方法:选取27头妊娠荷斯坦奶牛,分为对照组(n = 13)和RUPCHOL组(n = 14),均饲喂全混合日粮,RUPCHOL组添加15 g/d的氯化胆碱。在奶牛准备期、产犊期和产后监测奶牛体重、体况评分、干物质采食量、直肠温度、产奶量和乳成分以及血液代谢物。结果:RUPCHOL可降低血清天冬氨酸转氨酶,降低非酯化脂肪酸和β-羟基丁酸浓度,表明代谢状态得到改善。rupcholl喂养的奶牛的牛奶总固体、脂肪和蛋白质百分比较高,表明牛奶质量得到改善。从出生到断奶,母体补充对初乳免疫球蛋白G (IgG)含量或小牛体重和身体测量(胸围、臀高、臀高和体长)没有影响。综上所述,添加RUPCHOL改善了围产期奶牛的代谢健康指标和乳成分,但未改变小牛的生长结局。
{"title":"Metabolic and Lactation Effects of Rumen-Protected Choline Supplementation in Peripartum Dairy Cows and Its Effects on Calf Growth Until Weaning.","authors":"Ugur Serbester, Melisa Topaktas","doi":"10.3390/metabo16020122","DOIUrl":"10.3390/metabo16020122","url":null,"abstract":"<p><strong>Background: </strong>This study evaluated the effects of rumen-protected choline (RUPCHOL) supplementation in dairy cows from 21 days before calving to 28 days postpartum. The objective was to determine how RUPCHOL influences metabolic status, milk composition, and subsequent calf growth until weaning.</p><p><strong>Methods: </strong>Twenty-seven pregnant Holstein cows were assigned to a Control group (<i>n</i> = 13) or an RUPCHOL group (<i>n</i> = 14), both receiving a total mixed ration (TMR), with the RUPCHOL group supplemented with 15 g/day of choline chloride. Cows were monitored during prepartum, calving, and postpartum periods for body weight, body condition score, dry matter intake, rectal temperature, milk yield and composition, and blood metabolites.</p><p><strong>Results: </strong>RUPCHOL supplementation tended to reduce serum aspartate aminotransferase and lowered concentrations of non-esterified fatty acids and β-hydroxybutyrate, indicating improved metabolic status. Milk total solids, fat, and protein percentages were higher in RUPCHOL-fed cows, suggesting enhanced milk quality. Maternal supplementation did not affect colostrum immunoglobulin G (IgG) content or calf body weight and body measurements (heart girth, wither height, hip height, and body length) from birth to weaning.</p><p><strong>Conclusions: </strong>In summary, RUPCHOL supplementation improved indicators of metabolic health and milk composition of dairy cows during the peripartum period without altering calf growth outcomes.</p>","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"16 2","pages":""},"PeriodicalIF":3.7,"publicationDate":"2026-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12943471/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147290506","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
The Significance of the Heterogeneity of Cancer-Associated Fibroblasts in Tumor Microenvironments. 肿瘤微环境中癌相关成纤维细胞异质性的意义
IF 3.7 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-09 DOI: 10.3390/metabo16020120
Daiki Imanishi, Hinano Nishikubo, Dongheng Ma, Hongdong Gao, Tomoya Sano, Canfeng Fan, Takashi Sakuma, Yurie Yamamoto, Masakazu Yashiro

The tumor heterogeneity that is frequently observed in cancer tissues comprises not only cancer cells but also stromal cells in the tumor microenvironment. One of the major components of tumor stroma, i.e., cancer-associated fibroblasts (CAFs), play crucial roles in tumor progression and the tumor response to chemotherapy. The known subtypes of CAFs are antigen-presenting CAFs (apCAFs), myofibroblastic CAFs (myCAFs), and inflammatory CAFs (iCAFs). It has been speculated that (i) the heterogeneity of CAF subtypes might contribute to tumor progression; (ii) cell-to-cell interactions among CAF subtypes in tumors might be associated with the development of various types of carcinomas, and (iii) juxtracrine and/or paracrine signaling from CAFs may play important roles in this development. A clarification of the mechanisms that underlie the tumoral heterogeneity of CAFs could contribute to cancer treatment as precision medicine. This review explains the significance of CAF heterogeneity in tumor microenvironments, especially concerning the CAF subtypes.

在肿瘤组织中经常观察到的肿瘤异质性不仅包括癌细胞,还包括肿瘤微环境中的基质细胞。肿瘤基质的主要成分之一,即癌症相关成纤维细胞(CAFs),在肿瘤进展和肿瘤对化疗的反应中起着至关重要的作用。已知的CAFs亚型有抗原呈递CAFs (apCAFs)、肌成纤维CAFs (myCAFs)和炎性CAFs (iCAFs)。据推测:(i) CAF亚型的异质性可能促进肿瘤进展;(ii)肿瘤中CAF亚型之间的细胞间相互作用可能与各种类型癌症的发展有关,(iii)来自CAF的近分泌和/或旁分泌信号可能在这一发展中发挥重要作用。阐明caf肿瘤异质性的机制有助于作为精准医学的癌症治疗。这篇综述解释了CAF异质性在肿瘤微环境中的意义,特别是在CAF亚型方面。
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引用次数: 0
Transcriptomic Profiling Across Developmental Stages of Camellia petelotii (Merr.) Sealy Flower. 茶花发育阶段的转录组学分析希利花。
IF 3.7 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-09 DOI: 10.3390/metabo16020119
Yi Wang, Xing Chen, Shihui Zou, Xuemei Li, Wei Guo, Lijiao Ai

Background: The Camellia genus is widely recognized for its remarkable diversity in floral morphology and coloration, with Camellia petelotii (Merr.) Sealy being particularly notable for its rare golden-yellow flowers, which possess exceptional ornamental value. Despite its horticultural significance, the molecular mechanisms governing its flowering process remain poorly elucidated, presenting a substantial barrier to effective conservation and breeding initiatives. Methods: To address this knowledge gap, we conducted a comprehensive transcriptomic analysis, focusing on three distinct developmental stages of C. petelotii floral organs: the alabastrum stage (S1), the half-opened flower stage (S2), and the full bloom stage (S3). These samples were subjected to high-throughput sequencing using the Illumina platform. Following rigorous quality control and alignment with the reference genome, we performed transcript assembly and integrated comprehensive gene annotation data with quantitative gene expression profiles. Results: Our analysis identified 18,732 differentially expressed genes (DEGs) showing significant expression changes across developmental stages. Notably, we identified 134 DEGs as potential flowering-related genes, which were functionally associated with key pathways involved in floral regulation, including plant hormone signal transduction (e.g., AUX/IAA, ARF, SAUR, GH3, JAR4, GID1 and SOC1), starch (SS, SUS, BAM) and sucrose metabolism (HK, FrK, and GH32), circadian rhythm regulation (e.g., PIF3, ELF3, LHY, and PRR), and the Autonomous pathway. Building upon these findings, we have proposed a comprehensive model illustrating the regulatory network underlying flowering transition in C. petelotii. The reliability of the transcriptomic data was demonstrated through the validation of 11 genes using quantitative real-time PCR (qRT-PCR). Conclusions: These insights not only enhance our understanding of the molecular basis of flowering in this species but also provide a valuable theoretical framework for future genetic improvement and breeding programs of C. petelotii.

背景:茶花属因其在花形态和颜色上的显著多样性而被广泛认可,其中Camellia petelotii (Merr.;西利以其罕见的金黄色花朵而闻名,具有特殊的观赏价值。尽管其具有重要的园艺意义,但控制其开花过程的分子机制仍然不清楚,这对有效的保护和育种倡议提出了实质性的障碍。方法:为了解决这一知识空白,我们进行了全面的转录组学分析,重点分析了石楠花器官的三个不同发育阶段:雪花期(S1)、半开花期(S2)和盛开期(S3)。这些样品使用Illumina平台进行高通量测序。经过严格的质量控制和与参考基因组的比对,我们进行了转录本组装,并将综合基因注释数据与定量基因表达谱相结合。结果:我们的分析确定了18,732个差异表达基因(DEGs),在发育阶段表现出显著的表达变化。值得注意的是,我们确定了134个deg作为潜在的开花相关基因,这些基因在功能上与参与花调节的关键途径相关,包括植物激素信号转导(如AUX/IAA, ARF, SAUR, GH3, JAR4, GID1和SOC1),淀粉(SS, SUS, BAM)和蔗糖代谢(HK, FrK和GH32),昼夜节律调节(如PIF3, ELF3, LHY和PRR)以及自主途径。在这些发现的基础上,我们提出了一个综合模型,说明了石楠开花转变的调控网络。通过使用实时荧光定量PCR (qRT-PCR)对11个基因进行验证,证明了转录组学数据的可靠性。结论:这些发现不仅提高了我们对该物种开花分子基础的认识,而且为今后的遗传改良和育种规划提供了有价值的理论框架。
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引用次数: 0
Identifying Metabolite-Disease Associations via Messaging in Hypergraphs. 通过超图信息识别代谢物-疾病关联。
IF 3.7 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-09 DOI: 10.3390/metabo16020116
Fuheng Xiao, Yihao Ran, Zhanchao Li

Background: Traditional machine-learning approaches face challenges when attempting to integrate diverse biological information for predicting metabolite-disease relationships. The intricate connections linking metabolites, diseases, proteins, and Gene Ontology (GO) annotations present substantial obstacles for conventional pairwise graph representations, which prove inadequate for modeling such complex multi-way interactions. Methods: An innovative hypergraph-based framework (DHG-LGB) was developed to exploit this complexity through conceptualizing diseases as hyperedges. Within this architecture, individual hyperedges link multiple vertices including metabolites, proteins, and GO annotations, thereby enabling richer representation of the biological networks underlying metabolite-disease relationships. Metabolite-disease relationships were encoded as low-dimensional vectors through hypergraph neural network (HGNN) operations incorporating Laplacian smoothing and message propagation mechanisms. LightGBM (LGB) was used to construct a model for identifying the potential metabolite-disease associations. Results: Under 5-fold cross-validation, DHG-LGB achieved 98.87% accuracy, 91.77% sensitivity, 99.58% specificity, 95.60% precision, Matthews correlation coefficient (MCC) of 0.9305, receiver operating characteristic area under curve (AUC) of 0.9983, and precision-recall area under curve (AUPRC) of 0.9860. The framework maintained strong performance when tested with varying positive-to-negative ratios (spanning 1:1 through 1:10), consistently achieving AUC values exceeding 0.9954 and AUPRC values above 0.9820, thereby confirming excellent robustness and generalization capability. Comparative evaluations against existing methodologies verified the superiority of DHG-LGB. Conclusions: The DHG-LGB framework delivers more comprehensive modeling of biological interactions relative to conventional approaches and substantially enhances predictive accuracy for metabolite-disease relationships. It is foreseeable that it will be a valuable computational tool for biomarker identification and precision medicine initiatives.

背景:传统的机器学习方法在试图整合多种生物信息以预测代谢物-疾病关系时面临挑战。代谢物、疾病、蛋白质和基因本体(GO)注释之间的复杂联系为传统的两两图表示提出了实质性的障碍,这些表示被证明不足以建模这种复杂的多向相互作用。方法:开发了一种创新的基于超边缘的框架(DHG-LGB),通过将疾病概念化为超边缘来利用这种复杂性。在该架构中,单个超边缘连接多个顶点,包括代谢物、蛋白质和GO注释,从而能够更丰富地表示代谢物-疾病关系背后的生物网络。通过结合拉普拉斯平滑和信息传播机制的超图神经网络(HGNN)运算,将代谢物-疾病关系编码为低维向量。使用LightGBM (LGB)构建一个模型来识别潜在的代谢物疾病关联。结果:经5倍交叉验证,DHG-LGB的准确度为98.87%,灵敏度为91.77%,特异度为99.58%,精密度为95.60%,马修斯相关系数(MCC)为0.9305,受试者工作特征曲线下面积(AUC)为0.9983,精密度-召回面积(AUPRC)为0.9860。在不同正负比(从1:1到1:10)的测试中,该框架保持了较强的性能,AUC值始终超过0.9954,AUPRC值始终超过0.9820,从而证实了出色的鲁棒性和泛化能力。与现有方法的比较评价验证了DHG-LGB的优越性。结论:与传统方法相比,DHG-LGB框架提供了更全面的生物相互作用建模,并大大提高了代谢物-疾病关系的预测准确性。可以预见,它将成为生物标志物鉴定和精准医学倡议的有价值的计算工具。
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引用次数: 0
Carbohydrate and Fat Oxidation in Muscle Assessed with Exercise Calorimetry in 6465 Subjects. 用运动量热法评估6465名受试者肌肉中的碳水化合物和脂肪氧化。
IF 3.7 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-09 DOI: 10.3390/metabo16020121
Jean-Frédéric Brun, Emmanuel Varlet, Justine Myzia, Emmanuelle Varlet-Marie, Eric Raynaud de Mauverger, Jacques Mercier

Background/objectives: Exercise calorimetry provides a means to quantify the relative contributions of lipid and carbohydrate (CHO) oxidation across a range of exercise intensities. Although lipid oxidation capacity has been widely studied-particularly in relation to exercise prescription for individuals with obesity-the factors governing CHO oxidation during exercise are less clearly defined. This study therefore aimed to investigate, within a large single-center cohort, not only the established determinants of maximal lipid oxidation (LIPOXmax) but also those influencing CHO oxidation.

Methods: Exercise calorimetry was performed in a cohort of 6465 individuals (4561 women and 1904 men; mean age 46.5 years; mean BMI 33.6 kg/m2). Two principal physiological indices were derived: LIPOXmax, defined as the exercise intensity eliciting maximal rates of fat oxidation, and the carbohydrate cost of the watt (CCW), defined as the slope characterizing the relationship between CHO oxidation and power output.

Results: LIPOXmax showed positive associations with lean and muscle mass, and negative associations with fat mass and age, supporting the notion that greater muscle mass enhances the capacity for fat oxidation. Although men demonstrated higher absolute maximal fat oxidation rates, adjustment for body composition revealed that women exhibited relatively higher lipid oxidation (+30%, p < 0.001), occurring at a greater percentage of V˙O2max (+9.2%, p < 0.001). Furthermore, the carbohydrate cost of the watt was significantly elevated in women (+17.8% compared with men). CCW was positively correlated with BMI, fat mass, and age, and negatively correlated with muscle mass, LIPOXmax, and the crossover point-that is, the exercise intensity at which CHO becomes the predominant substrate.

Discussion and conclusions: Individuals with higher adiposity exhibited a greater reliance on carbohydrate oxidation, whereas leaner individuals preferentially oxidized lipids at comparable exercise intensities. These observations reinforce the reciprocal interplay between lipid and carbohydrate metabolism during exercise and highlight the substantial influence of body composition, age, and sex. Notably, this study provides the first comprehensive characterization of the determinants of CHO oxidation during exercise, identifying sex, age, and adiposity as major contributing factors. This underexplored facet of metabolic flexibility may hold practical relevance in clinical contexts such as obesity or susceptibility to exercise-induced hypoglycemia.

背景/目的:运动量热法提供了一种量化在一定运动强度范围内脂质和碳水化合物(CHO)氧化的相对贡献的方法。尽管脂质氧化能力已被广泛研究,特别是与肥胖个体的运动处方有关,但运动过程中控制CHO氧化的因素尚不明确。因此,本研究旨在在一个大型单中心队列中,不仅研究最大脂质氧化(LIPOXmax)的既定决定因素,还研究影响CHO氧化的因素。方法:对6465名个体(4561名女性和1904名男性,平均年龄46.5岁,平均BMI 33.6 kg/m2)进行运动量热测定。两个主要的生理指标:LIPOXmax,定义为引起最大脂肪氧化率的运动强度,以及碳水化合物成本(CCW),定义为表征CHO氧化与功率输出之间关系的斜率。结果:LIPOXmax与瘦肉和肌肉质量呈正相关,与脂肪质量和年龄呈负相关,这支持了肌肉质量越大,脂肪氧化能力越强的观点。尽管男性表现出更高的绝对最大脂肪氧化率,但对身体成分的调整显示,女性表现出相对更高的脂质氧化率(+30%,p < 0.001),发生在更高的V˙O2max百分比(+9.2%,p < 0.001)。此外,瓦特的碳水化合物成本在女性中显著升高(与男性相比增加了17.8%)。CCW与BMI、脂肪质量和年龄呈正相关,与肌肉质量、LIPOXmax和交叉点(即CHO成为主要底物的运动强度)负相关。讨论和结论:肥胖程度高的个体更依赖碳水化合物氧化,而较瘦的个体在相同的运动强度下更倾向于氧化脂质。这些观察结果强化了运动过程中脂质和碳水化合物代谢之间的相互作用,并强调了身体成分、年龄和性别的实质性影响。值得注意的是,这项研究首次全面描述了运动过程中CHO氧化的决定因素,确定了性别、年龄和肥胖是主要影响因素。代谢灵活性的这一未被充分探索的方面可能在临床环境中具有实际意义,例如肥胖或对运动引起的低血糖的易感性。
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