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QUINOLIZIDINE ALKALOID BIOSYNTHESIS: INSIGHTS FROM TRANSCRIPTOME ANALYSES (RNASeq) Prof. Dr. Michael Wink Dr. Lilian Villardin Dr. Aura Navarra Institute of Pharmacy & Molecular Biotechnology Heidelberg University [email protected] L.albus L.angustifolius L.mutabilis L.luteus

Transcript of QUINOLIZIDINE ALKALOID BIOSYNTHESIS: INSIGHTS FROM ...€¦ · QUINOLIZIDINE ALKALOID BIOSYNTHESIS:...

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QUINOLIZIDINE ALKALOID BIOSYNTHESIS: INSIGHTS

FROM TRANSCRIPTOME ANALYSES (RNASeq)

Prof. Dr. Michael Wink

Dr. Lilian Villardin

Dr. Aura Navarra

Institute of Pharmacy &

Molecular Biotechnology

Heidelberg University

[email protected]

L.albus L.angustifolius

L.mutabilisL.luteus

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Non-nutritional Factors (NNFs)

Heat-labile NNFs

•Protease-Inhibitors

Heat-stable NNFs

•Oligosaccharides

•Saponins

•Phytic acid

•Isoflavones, flavonoids

•Quinolizidine alkaloids (QA)

N

N

H

H

N

N

H

H

O

Sparteine Lupanine

N

N

H

H

OH

O

13-Hydroxylupanin

N

N

H

H

O

O

O

13-Tigloyl-Oxylupanin

N

N

H

O

N

N

H

H

O

HO

High structural variability 200 QA

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Lupinus

Epidermis (6%)

Phloem <5 mg/ml

Xylem <0.05 mg/ml

Flower: 4%

Carpels: 3.3%

Petals: 1%

Pollen: 4.7%

Seeds: 4-8%

Fruit: 3.9%

Leaf: <4%

Site of biosynthesis

(chloroplast)

Quinolizidine

Alkaloid concentrations

Storage in vacuoles

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Chloroplast is site of QA biosynthesis

Biosynthesis and

Physiology of Quinolizidine Alkaloids (QA)

LDC

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Illumina HiSeq2500

NEXT GENERATION SEQUENCING

Sequencing by synthesis

Sequencing

First Generation: Sanger-methodology

-Capillary-Electrophoresis

Next Generation Sequencing - NGS:

- Pyrosequencing (454)

- Sequencing by synthesis (Illumina)

- Ion semiconductor sequencing

- Single-molecule real time sequencing (PacBio)

-Nanopore

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BIOINFORMATICS

-Reference genome /transcriptome

-de novo assembly

Reference genome

Contig/scaffold

• Over 250 million reads/lane

• Alignment of reads with reference genome

or reference transcriptome

• Assembly of contigs/scaffolds

• Annotation of contigs to known genes

• Transcriptome analyses:

• Quantification of transcript numbers

reads

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RNASeq- PipelineRNASeq data

TRINITYFirst version of raw transcriptome

Mapping and Quantificationbwa mem, samtools view, sort, indexidx statsBUSCO, Blastn, blastx

Count matrix, annotation, BUSCO scores

Filter low expressed transcripts: R filtered transcriptomeRemove redundant transcripts: CD-Hit

De novo transcriptomeQuality metricsFunctional annotationQuantification of expressed transcripts

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Heat map: L. polyphyllus QA related genes

LysineLysine decarboxylase (LDC)

CadaverineOxidase / transaminase

Tetracyclic alkaloidEstertransferase

Esteralkaloids

Seed transporter

First set of candidate genesFrick et al Front. Plant Sci., 31 January 2017

Seed leaf pod

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L.angustifolius QA related genes: sweet

and bitter lupins

LysineLysine decarboxylase (LDC)

CadaverineOxidase / transaminase

Tetracyclic alkaloidEstertransferase

Esteralkaloids

Seed transporter

Seed pod sweet bitterleaf leaf

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Some candidate QA biosynthesis genes

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ornithine aminotransferase

aminotransferase

Pod

Po

d

Seed

Leaf

Lupinus polyphyllus

chloroplastic gamma aminobutyrate transaminase

chloroplastic gamma aminobutyrate transaminase

Ce

ll cu

ltu

re 8

d

Cel

l cu

ltu

re 1

5d

LysineLysine decarboxylase (LDC)

CadaverineOxidase / transaminase

Tetracyclic alkaloidEstertransferase

Esteralkaloids

Seed transporter

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ornithine aminotransferasePo

d

Po

d

Seed

Swee

t le

af

Bit

ter

leaf

Lupinus angustifolius

chloroplastic gamma aminobutyrate transaminase

chloroplastic gamma aminobutyrate transaminase

chloroplastic gamma aminobutyrate transaminase

acetyl-ornithine aminotransferase

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Some Candidate Seed transporters

LysineLysine decarboxylase (LDC)

CadaverineOxidase / transaminase

Tetracyclic alkaloidEstertransferase

Esteralkaloids

Seed transporter

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Conclusions

• RNASeq is a powerful tool• Identification of candidate genes

• LDC • Oxidase/ aminotransferase• Estertransferase• Seed transporter• Transcription factors

• Deeper analyses• Knock out mutants (CRISPR/Cas)• Translation to lupin breeding & selection

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Acknowledgements

Thorsten Schmeller

Ernst Kaess

Michael. Hanke

Gamal Mohammed

Frank Sporer

Assem El-Shazly

Ramon Aguiar

Andreas Tei

Birgit Latz-Brüning

S. Körper

Sabine Minas

Helena Pardubska

Fernando Merino

Pablo Ibieta

Pedro Garcia Lopez

Ana Planchuelo

Dietrich von Baer

Ingrid & Erik von Baer

Kalina Bermudez

Lynn Adler

Thanks for your attention

Lilian VillardinAura Navarra