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Finding the
viral biodiversity
in a biological
sample

nacho caballero
pasteur cayenne
Viral genome
Viral genome

Biological Sample
Isolate the
viruses
Viral genome
Viral genome

Biological Sample
Viral genome

Sequenced reads
Read-based alignment requires a
reference sequence
Read-based alignment requires a
reference sequence
De novo alignment depends
strongly on fragment size
De novo alignment depends
strongly on fragment size

Small K
De novo alignment depends
strongly on fragment size

Small K
De novo alignment depends
strongly on fragment size
De novo alignment depends
strongly on fragment size

Large K
Each sequencing error adds
k erroneous k-mers
Each sequencing error adds
k erroneous k-mers
Each sequencing error adds
k erroneous k-mers
There is an optimum fragment size
between 31 and 41 bp
16M
Total
Contig
Size
(bp)

normalized
not normalized

8M

0

k
Normalizing doesn’t
decrease performance

Number
of viruses

normalized
not normalized

k
Vipr reports more
viruses than NCBI

vipr protein
ncbi nucleotide
ncbi protein

Number
of viruses

k
Most assemblies contain
unique viruses

Number
of viruses

Assembly
Most assemblies contain
unique viruses

Number
of viruses

Assembly
Most assemblies contain
unique viruses

Number
of viruses

Assembly
Most contigs don’t align
to known viral sequences
Flavi, Pox,
Arteri and Corona
are the major
viral families
Understand differences
between assemblies
Understand differences
between assemblies
Measure viral
gene expression
Understand differences
between assemblies
Measure viral
gene expression
Determine the effects
of human perturbation

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Finding the viral diversity in a biological sample