RNA Detection

(nextflipdebug2) #1
incorporates information from all genes mitigates against this
limitation.
8.Scoring the mismatches between scRNAseq and spatial ref-
erence: symmetric vs asymmetric penalization scheme:For
the correspondence score calculation, the user can choose
between two penalization schemes: symmetric and asymmetric.
The asymmetric scheme only penalizes mismatches when the
gene is expressed in the RNA-seq data and not in the reference
atlas, while the symmetric scheme also penalizes similarly mis-
matches that arise when a gene is not expressed in the RNA-seq
but expressed in the reference atlas.
For symmetrical penalization, specificity scores need to be
computed on the whole reference dataset. This can be done in
the same way as described for the single cell data. Since the
reference dataset is binarized, the resulting specificity score for
each gene will fall in the interval [0,1] thus suppressing the
need to transform these data. In this context the scoring system
becomes:

sc,ref¼

XM

m¼ 1

frc,m ec,m;eref,m



with

frc,m ec,m;eref,m


¼

trc,m


, ec,m¼eref,m¼ 1
trc,m


, ec,m¼1, eref,m¼ 0
r^0 ref,m, ec,m¼0, eref,m¼ 1
0, Otherwise

8
>>
<

>>
:

and

trc,m


¼

rc,m
1 þrc,m
and

r^0 ref,m¼

D^0 ref,m
1
N

PN
a¼ 1 D
0
a,m

With ||Ref|| xMread count matrix,D^0 , whereD^0 ref,mis the
binary expression in voxel ref for genem.Nis the number of
voxels in the reference atlas.

References



  1. Schindelin J, Arganda-Carreras I, Frise E, Kay-
    nig V, Longair M, Pietzsch T, Preibisch S,
    Rueden C, Saalfeld S, Schmid B, Tinevez JY,
    White DJ, Hartenstein V, Eliceiri K, Tomancak
    P, Cardona A (2012) Fiji: an open-source


platform for biological-image analysis. Nat
Methods 9(7):676–682. doi:10.1038/nmeth.
2019


  1. Yoo TS, Ackerman MJ, Lorensen WE, Schroe-
    der W, Chalana V, Aylward S, Metaxas D, Whi-
    taker R (2002) Engineering and algorithm


124 Kaia Achim et al.

Free download pdf