a metabonomic approach to identify biomarkers for bovine ......to test the effect of mycotoxins on...

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The project is co-funded by A metabonomic approach to identify biomarkers for bovine mycotoxicosis ‘BovMycoTox’ Healthy Silage Workshop – Duchy College Tuesday 13 th September 2016 BovMycoTox

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Page 1: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

The project is co-funded by

A metabonomic approach to identify biomarkers for bovine mycotoxicosis

‘BovMycoTox’

Healthy Silage Workshop – Duchy College

Tuesday 13th September 2016

BovMycoTox

Page 2: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Meet the Consortium Name Organisation Role

Victoria Morris University of Bristol Post Doctorate

Jennifer Bailey University of Bristol Post Doctorate

Michael Lee University of Bristol and Rothamsted Res

Principal Investigator

Tristan Cogan University of Bristol Co-Investigator

Mick Bailey University of Bristol Co-Investigator

Jonathan Swann Imperial College London

Principal Investigator

Michael Wilkinson University of Nottingham

Consultant

Stephen Roderick Duchy College Consultant

Liz Norton Micron Biosystems Lead Industry

Chris Bartram Mole Valley Farmers Industry Partner

Jamie-Leigh Douglas AB Vista Industry Partner

Page 3: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Background - Mycotoxins

• Mycotoxins – fungal metabolites (Fusarium and Aspergillus)

• Found on cereals and conserved forage

• Little guidelines for eliminating mycotoxins in ruminant rations

• Recent survey results – issue relating to maize silage

Page 4: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Mycotoxicosis • Fungal toxins produced in silage following aerobic deterioration • Detoxified by rumen bacteria and protozoa but if pH drops then

microflora lose the capability to detoxify (SARA) • If suspected – stop feeding contaminated silage and add sodium

bentonite as a binder to the feed

Mycotoxin Toxicity level Biological Activity

Aflatoxin 300-700 ppb Hepatotoxic, Carcinogenic, Haemorrhagic, Immuno-suppresive

Deoxynivalenol (vomitoxin or DON)

300-500 ppb Neurotoxic, Dermatotoxic, Haemorrhagic, Teratogenic, Antibiotic

T-2 toxin 100 Neurotoxic, Dermatotoxic, Haemorrhagic, Teratogenic, Antibiotic

Ochratoxin NDA Nephrotoxic, Immuno-suppresive, Carcinogenic, Teratogenic

Zearalenone (ZEN) 200-300 Oestorogenic, Antibiotic, Carcinogenic

Page 5: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Mycotoxicosis

Page 6: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Diagnosis • Complications with

SARA

• Need for unique identifier

• Metabolite associated with mycotoxicosis

• Metabonomic approach

Page 7: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Aims of BovMycoTox

• Impact of the mycotoxins and their metabolites on the gastro-intestinal cell

• Impact of diet and binders on mycotoxin detoxification, metabolite formation and microbial ecology

• Metabonomic and biomarker identification

• Knowledge exchange and dissemination to the feed industry, veterinarians and farmers

Page 8: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

DNA

• GENOMICS • What can happen?

RNA

• TRANSCRIPTOMICS • What appears to be happening?

Protein

• PROTEOMICS • What makes it happen?

Metabolite

• METABONOMICS • What has happened?

What is Metabonomics?

genotype

phenotype

Metabonomics: Quantitative measurement of time-related metabolic responses of multicellular

systems to pathophysiological stimuli or genetic modification (Nicholson et al. Xenobiotica 29

(1999) 1181)

Metabolite: Any organic molecule detectable in the body with a MW < 1500 Da

• Drugs

• Diet

• Pollutants

• Toxic agents

• Microbiome

• …

ENVIRONMENT

Changes in metabolome BIOMARKERS of health/disease Insights into pathogenesis (mechanisms)

Page 9: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

METABONOMICS TYPICAL STRATEGY

• Cells • Tissues • Fluids

Analytical platforms: • NMR • Mass spectrometry • Chromatography

MVA: • PCA • PLS • OPLS

Metabolite Identification

Biological interpret

Pattern recognition

Metabolite Identification

Pattern recognition Stimuli Sample

Metabolite profile Biological system

Database search

• Cell culture • Animal models • Humans

• Drug • Disease • Diet

control

treatment

In-vitro Cell extracts

Culture media Batch culture supernatants

Biofluids: Urine Plasma/Serum Saliva Faecal water Cerebrospinal fluid

Tissues: Liver, kidney, heart, lung Brain regions Gut tissue

Other: Vaginal wash/swab Teeth Hair Milk

In-vivo

Page 10: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

METABONOMICS TYPICAL STRATEGY

• Cells • Tissues • Fluids

Analytical platforms: • NMR • Mass spectrometry • Chromatography

MVA: • PCA • PLS • OPLS

Metabolite Identification

Biological interpret

Pattern recognition

Metabolite Identification

Pattern recognition Stimuli Sample

Metabolite profile Biological system

Database search

• Cell culture • Animal models • Humans

• Drug • Disease • Diet

control

treatment

Sample

• Wide RANGE OF METABOLITES

• Minimal sample preparation

• Single experiment

Simultaneous and Non-selective Sugars

Nucleosides

Organic acids

Amino acids

METABOLITES:

10s

100s

1000s

NMR & MS

Page 11: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Sample: superposition of the spectra of all of the metabolites

900 MHz spectrum of human urine – 5-10 minutes to acquire

Ar-OH

C-OH

C-SH

C-NH2

Pyr-α-H

Pyr-β,γ-H

Ph-H

HC=C

H2C=C

OCH

OCH2

OCH3

NCH3

SCH3

PhCH3

COCH3

COCH2

=C.CH3

-C.CH3

1H NMR spectroscopy

Page 12: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Metabolic Hyperspace Modelling: PCA and The “Influence Vector Concept”

Mycotoxin expsoure

Microbial composition

Other Physiological or Disease Vectors

Age vector

Nutrition vector

Each dot is an individual

(n = ca. 5,000 Biofluid NMR spectra)

n – Observations k - Variables

Principal Components Analysis (PCA)

Page 13: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Example PCA – cells dosed with DON

Control

DON

Page 14: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Project Overview

Page 15: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Mycotoxins are needed for subsequent parts of the project. Specifically DON and ZON are required as these are the most common found in maize silage. Whilst growth of the fungi Fusarium is easy in the lab, getting it to produce mycotoxins in the lab has proven to be quite tricky. Trying to replicate the complexities of conditions in the field and the reaction of the maize to invasion by Fusarium is challenging. Factors that are being tested to induce mycotoxin production include: Temperature Moisture pH Nitrogen sources Light

‘Growing’ Mycotoxin in the Lab

Page 16: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

• Levels of DON and ZON from maize silage when incubated aerobically in the lab at 23°C. No significant differences occurred over time.

• Levels of patulin increased at two weeks of incubation, then depleted

suddenly. Further investigation required as to what caused this depletion.

‘Growing’ Mycotoxin in the Lab

Page 17: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments use rumen content which is then incubated at 38°C with DON, ZON, a mixture of DON and ZON with and without a commercial binder added. The following analysis is being carried out:

– Transcriptomics – which microbes are more or less active when dosed with mycotoxins

– Fibre degradation – Ammonia – Fatty acids – Metabonomics – pH – Mycotoxins and metabolites

A miniature rumen (80 ml)

Impact on Rumen Metabolism

Page 18: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

To determine the effect of mycotoxins on bovine epithelial cells

Levels of mycotoxins found in silage are sufficient to kill epithelial cells.

Page 19: A metabonomic approach to identify biomarkers for bovine ......To test the effect of mycotoxins on the flora of the rumen, batch culture experiments are being conducted. These experiments

Low levels of mycotoxins do not kill cells but do induce changes in the metabolites produced by them. We are investigating the possibility of detecting these altered metabolites in biological fluids such as urine or saliva.

Metabonomic results – so far!