Gut microbiota-derived extracellular vesicles form a distinct entity from gut microbiota.

Journal: mSystems
Published Date:

Abstract

Extracellular vesicles (EVs), nanoparticles secreted by both gram-negative and gram-positive bacteria, carry various biomolecules and cross biological barriers. Gut microbiota-derived EVs are currently being investigated as a communication mechanism between the microbiota and the host. Few clinical studies, however, have investigated gut microbiota-derived EVs. Here, we show that machine learning models were able to accurately distinguish gut microbiota and respective microbiota-derived EV samples according to their taxonomic composition both within each data set (area under the curve [AUC] 0.764-1.00) and in a cross-study setting (AUC 0.701-0.997). These results show that gut microbiota-derived EVs form a distinct taxonomic entity from gut microbiota. Thus, conventional gut microbiota composition may not correctly reflect communication between the gut microbiota and the host unless microbiota-derived EVs are reported separately.IMPORTANCEGut microbiota-derived extracellular vesicles (EVs) have been suggested to be a communication mechanism between the gut microbiota and the human body. However, the data on EV secretion from the gut microbiota remain limited. To investigate and compare the composition of gut microbiota-derived EVs to gut microbiota composition, we used a machine learning approach to classify 16S rRNA gene sequencing data in seven clinical data sets incorporating both gut microbiota and gut microbiota-derived EV samples. The results of the study show that microbiota-derived EVs form a separate taxonomic entity from the gut microbiota. Gut microbiota-derived EVs should be included in clinical studies that investigate gut microbiota to gain more comprehensive insight into gut microbiota-host communication.

Authors

  • Anna Kaisanlahti
    Biocenter Oulu, University of Oulu, Oulu, Finland.
  • Jenni Turunen
    Biocenter Oulu, University of Oulu, Oulu, Finland.
  • Jenni Hekkala
    Biocenter Oulu, University of Oulu, Oulu, Finland.
  • Surbhi Mishra
    Biocenter Oulu, University of Oulu, Oulu, Finland.
  • Sonja Karikka
    Biocenter Oulu, University of Oulu, Oulu, Finland.
  • Sajeen Bahadur Amatya
    Biocenter Oulu, University of Oulu, Oulu, Finland.
  • Niko Paalanne
    PEDEGO (Pediatrics, Dermatology, Gynecology, Obstetrics) Research Unit and Medical Research Center Oulu, University of Oulu, P.O. Box 5000, 90014, Oulu, Finland.
  • Johanna Kruger
    Research Unit of Clinical Medicine, Neurology, University of Oulu, Oulu, Finland.
  • Anne M Portaankorva
    Research Unit of Clinical Medicine, Neurology, University of Oulu, Oulu, Finland.
  • Jussi Koivunen
    Department of Medical Oncology and Radiotherapy and Medical Research Center, Oulu University Hospital, University of Oulu, Oulu, Finland.
  • Arja Jukkola
    Tampere Cancer Center, Tampere University, Tampere, Finland.
  • Pia Vihinen
    FICAN West Cancer Centre, Turku University Hospital, University of Turku, Turku, Finland.
  • Päivi Auvinen
    Cancer Center, Kuopio University Hospital, The Wellbeing services county of North Savo, Kuopio, Finland.
  • Sirpa Leppä
    Department of Oncology, Helsinki University Hospital Comprehensive Cancer Center, University of Helsinki, Helsinki, Finland.
  • Peeter Karihtala
    Department of Medical Oncology and Radiotherapy and Medical Research Center, Oulu University Hospital, University of Oulu, Oulu, Finland.
  • Vesa Koivukangas
    Research Unit of Clinical Medicine, University of Oulu, Oulu, Finland.
  • Janne Hukkanen
    Research Unit of Biomedicine and Internal Medicine, University of Oulu, Oulu, Finland.
  • Seppo Vainio
    Disease Networks Research Unit, University of Oulu, Oulu, Finland.
  • Anatoliy Samoylenko
    Disease Networks Research Unit, University of Oulu, Oulu, Finland.
  • Genevieve Bart
    Disease Networks Research Unit, University of Oulu, Oulu, Finland.
  • Leo Lahti
    Department of Computing, University of Turku, Turku, Finland.
  • Justus Reunanen
    Biocenter Oulu, University of Oulu, Oulu, Finland.
  • Mysore V Tejesvi
    PEDEGO (Pediatrics, Dermatology, Gynecology, Obstetrics) Research Unit and Medical Research Center Oulu, University of Oulu, P.O. Box 5000, 90014, Oulu, Finland.
  • Terhi Ruuska-Loewald
    Biocenter Oulu, University of Oulu, Oulu, Finland.