IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v15y2024i1d10.1038_s41467-024-50125-2.html
   My bibliography  Save this article

Plasma metabolomics reveals the shared and distinct metabolic disturbances associated with cardiovascular events in coronary artery disease

Author

Listed:
  • Jiali Lv

    (Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Shandong University)

  • Chang Pan

    (Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University)

  • Yuping Cai

    (Chinese Academy of Sciences
    Shanghai Key Laboratory of Aging Studies)

  • Xinyue Han

    (Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Shandong University)

  • Cheng Wang

    (Shandong University
    Shandong University)

  • Jingjing Ma

    (Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University)

  • Jiaojiao Pang

    (Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University)

  • Feng Xu

    (Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University)

  • Shuo Wu

    (Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University)

  • Tianzhang Kou

    (Chinese Academy of Sciences)

  • Fandong Ren

    (Chinese Academy of Sciences)

  • Zheng-Jiang Zhu

    (Chinese Academy of Sciences
    Shanghai Key Laboratory of Aging Studies)

  • Tao Zhang

    (Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Shandong University)

  • Jiali Wang

    (Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University)

  • Yuguo Chen

    (Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University
    Qilu Hospital of Shandong University)

Abstract

Risk prediction for subsequent cardiovascular events remains an unmet clinical issue in patients with coronary artery disease. We aimed to investigate prognostic metabolic biomarkers by considering both shared and distinct metabolic disturbance associated with the composite and individual cardiovascular events. Here, we conducted an untargeted metabolomics analysis for 333 incident cardiovascular events and 333 matched controls. The cardiovascular events were designated as cardiovascular death, myocardial infarction/stroke and heart failure. A total of 23 shared differential metabolites were associated with the composite of cardiovascular events. The majority were middle and long chain acylcarnitines. Distinct metabolic patterns for individual events were revealed, and glycerophospholipids alteration was specific to heart failure. Notably, the addition of metabolites to clinical markers significantly improved heart failure risk prediction. This study highlights the potential significance of plasma metabolites on tailed risk assessment of cardiovascular events, and strengthens the understanding of the heterogenic mechanisms across different events.

Suggested Citation

  • Jiali Lv & Chang Pan & Yuping Cai & Xinyue Han & Cheng Wang & Jingjing Ma & Jiaojiao Pang & Feng Xu & Shuo Wu & Tianzhang Kou & Fandong Ren & Zheng-Jiang Zhu & Tao Zhang & Jiali Wang & Yuguo Chen, 2024. "Plasma metabolomics reveals the shared and distinct metabolic disturbances associated with cardiovascular events in coronary artery disease," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-50125-2
    DOI: 10.1038/s41467-024-50125-2
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-024-50125-2
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-024-50125-2?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Inmaculada Martínez-Reyes & Navdeep S. Chandel, 2020. "Mitochondrial TCA cycle metabolites control physiology and disease," Nature Communications, Nature, vol. 11(1), pages 1-11, December.
    2. Xiaotao Shen & Ruohong Wang & Xin Xiong & Yandong Yin & Yuping Cai & Zaijun Ma & Nan Liu & Zheng-Jiang Zhu, 2019. "Metabolic reaction network-based recursive metabolite annotation for untargeted metabolomics," Nature Communications, Nature, vol. 10(1), pages 1-14, December.
    3. Zhiwei Zhou & Mingdu Luo & Haosong Zhang & Yandong Yin & Yuping Cai & Zheng-Jiang Zhu, 2022. "Metabolite annotation from knowns to unknowns through knowledge-guided multi-layer metabolic networking," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mingdu Luo & Yandong Yin & Zhiwei Zhou & Haosong Zhang & Xi Chen & Hongmiao Wang & Zheng-Jiang Zhu, 2023. "A mass spectrum-oriented computational method for ion mobility-resolved untargeted metabolomics," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    2. Tuğçe Beyazay & Kendra S. Belthle & Christophe Farès & Martina Preiner & Joseph Moran & William F. Martin & Harun Tüysüz, 2023. "Ambient temperature CO2 fixation to pyruvate and subsequently to citramalate over iron and nickel nanoparticles," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    3. Yongjie Deng & Yao Yao & Yanni Wang & Tiantian Yu & Wenhao Cai & Dingli Zhou & Feng Yin & Wanli Liu & Yuying Liu & Chuanbo Xie & Jian Guan & Yumin Hu & Peng Huang & Weizhong Li, 2024. "An end-to-end deep learning method for mass spectrometry data analysis to reveal disease-specific metabolic profiles," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    4. Rania El-Botty & Ludivine Morriset & Elodie Montaudon & Zakia Tariq & Anne Schnitzler & Marina Bacci & Nicla Lorito & Laura Sourd & Léa Huguet & Ahmed Dahmani & Pierre Painsec & Heloise Derrien & Soph, 2023. "Oxidative phosphorylation is a metabolic vulnerability of endocrine therapy and palbociclib resistant metastatic breast cancers," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    5. Hao Wu & Xiufeng Zhao & Sophia M. Hochrein & Miriam Eckstein & Gabriela F. Gubert & Konrad Knöpper & Ana Maria Mansilla & Arman Öner & Remi Doucet-Ladevèze & Werner Schmitz & Bart Ghesquière & Sebasti, 2023. "Mitochondrial dysfunction promotes the transition of precursor to terminally exhausted T cells through HIF-1α-mediated glycolytic reprogramming," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    6. Marine Lanfranchi & Sozerko Yandiev & Géraldine Meyer-Dilhet & Salma Ellouze & Martijn Kerkhofs & Raphael Dos Reis & Audrey Garcia & Camille Blondet & Alizée Amar & Anita Kneppers & Hélène Polvèche & , 2024. "The AMPK-related kinase NUAK1 controls cortical axons branching by locally modulating mitochondrial metabolic functions," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    7. Ruohong Wang & Yandong Yin & Jingshu Li & Hongmiao Wang & Wanting Lv & Yang Gao & Tangci Wang & Yedan Zhong & Zhiwei Zhou & Yuping Cai & Xiaoyang Su & Nan Liu & Zheng-Jiang Zhu, 2022. "Global stable-isotope tracing metabolomics reveals system-wide metabolic alternations in aging Drosophila," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    8. Cesare Granata & Nikeisha J. Caruana & Javier Botella & Nicholas A. Jamnick & Kevin Huynh & Jujiao Kuang & Hans A. Janssen & Boris Reljic & Natalie A. Mellett & Adrienne Laskowski & Tegan L. Stait & A, 2021. "High-intensity training induces non-stoichiometric changes in the mitochondrial proteome of human skeletal muscle without reorganisation of respiratory chain content," Nature Communications, Nature, vol. 12(1), pages 1-18, December.
    9. Tao Zhang & Sarah E. Noll & Jesus T. Peng & Amman Klair & Abigail Tripka & Nathan Stutzman & Casey Cheng & Richard N. Zare & Alexandra J. Dickinson, 2023. "Chemical imaging reveals diverse functions of tricarboxylic acid metabolites in root growth and development," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    10. Chujiao Lin & Qiyuan Yang & Dongsheng Guo & Jun Xie & Yeon-Suk Yang & Sachin Chaugule & Ngoc DeSouza & Won-Taek Oh & Rui Li & Zhihao Chen & Aijaz A. John & Qiang Qiu & Lihua Julie Zhu & Matthew B. Gre, 2022. "Impaired mitochondrial oxidative metabolism in skeletal progenitor cells leads to musculoskeletal disintegration," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    11. Zaher ElBeck & Mohammad Bakhtiar Hossain & Humam Siga & Nikolay Oskolkov & Fredrik Karlsson & Julia Lindgren & Anna Walentinsson & Dominique Koppenhöfer & Rebecca Jarvis & Roland Bürli & Tanguy Jamier, 2024. "Epigenetic modulators link mitochondrial redox homeostasis to cardiac function in a sex-dependent manner," Nature Communications, Nature, vol. 15(1), pages 1-23, December.
    12. Hanyu Rao & Changwei Liu & Aiting Wang & Chunxiao Ma & Yue Xu & Tianbao Ye & Wenqiong Su & Peijun Zhou & Wei-Qiang Gao & Li Li & Xianting Ding, 2023. "SETD2 deficiency accelerates sphingomyelin accumulation and promotes the development of renal cancer," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    13. Wennan Zhao & Xue Wang & Lifeng Han & Chunze Zhang & Chenxi Wang & Dexin Kong & Mingzhe Zhang & Tong Xu & Gen Li & Ge Hu & Jiahua Luo & Sook Wah Yee & Jia Yang & Andreas Stahl & Xin Chen & Youcai Zhan, 2024. "SLC13A3 is a major effector downstream of activated β-catenin in liver cancer pathogenesis," Nature Communications, Nature, vol. 15(1), pages 1-21, December.
    14. Le Tran Phuc Khoa & Wentao Yang & Mengrou Shan & Li Zhang & Fengbiao Mao & Bo Zhou & Qiang Li & Rebecca Malcore & Clair Harris & Lili Zhao & Rajesh C. Rao & Shigeki Iwase & Sundeep Kalantry & Stephani, 2024. "Quiescence enables unrestricted cell fate in naive embryonic stem cells," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
    15. Eduardo H. Gilglioni & Ao Li & Wadsen St-Pierre-Wijckmans & Tzu-Keng Shen & Israel Pérez-Chávez & Garnik Hovhannisyan & Michela Lisjak & Javier Negueruela & Valerie Vandenbempt & Julia Bauzá-Martinez , 2024. "PTPRK regulates glycolysis and de novo lipogenesis to promote hepatocyte metabolic reprogramming in obesity," Nature Communications, Nature, vol. 15(1), pages 1-22, December.
    16. Ryann M. Fame & Peter N. Kalugin & Boryana Petrova & Huixin Xu & Paul A. Soden & Frederick B. Shipley & Neil Dani & Bradford Grant & Aja Pragana & Joshua P. Head & Suhasini Gupta & Morgan L. Shannon &, 2023. "Defining diurnal fluctuations in mouse choroid plexus and CSF at high molecular, spatial, and temporal resolution," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    17. Lanqi Gong & Jie Luo & Yu Zhang & Yuma Yang & Shanshan Li & Xiaona Fang & Baifeng Zhang & Jiao Huang & Larry Ka-Yue Chow & Dittman Chung & Jinlin Huang & Cuicui Huang & Qin Liu & Lu Bai & Yuen Chak Ti, 2023. "Nasopharyngeal carcinoma cells promote regulatory T cell development and suppressive activity via CD70-CD27 interaction," Nature Communications, Nature, vol. 14(1), pages 1-24, December.
    18. Fabiola Diniz & Nguyen Yen Nhi Ngo & Mariel Colon-Leyva & Francesca Edgington-Giordano & Sylvia Hilliard & Kevin Zwezdaryk & Jiao Liu & Samir S. El-Dahr & Giovane G. Tortelote, 2023. "Acetyl-CoA is a key molecule for nephron progenitor cell pool maintenance," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    19. Debasmita Bhattacharya & Vicky Shah & Oreoluwa Oresajo & Anthony Scimè, 2021. "p107 mediated mitochondrial function controls muscle stem cell proliferative fates," Nature Communications, Nature, vol. 12(1), pages 1-17, December.
    20. Benjamin P. Hurrell & Doumet Georges Helou & Emily Howard & Jacob D. Painter & Pedram Shafiei-Jahani & Arlene H. Sharpe & Omid Akbari, 2022. "PD-L2 controls peripherally induced regulatory T cells by maintaining metabolic activity and Foxp3 stability," Nature Communications, Nature, vol. 13(1), pages 1-14, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-50125-2. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.