mutation
stringlengths
5
6
aa_seq
stringlengths
3.42k
3.42k
target continuous
float64
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fold_random_5
int64
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fold_modulo_5
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aa_unirep_1900
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aa_1hot
sequencelengths
3.42k
3.42k
aa_1hot_pos
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3.42k
3.42k
A1896E
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A1896G
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A392E
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A392G
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A392P
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A392S
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A392T
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A392V
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C2646F
"MPIGSKERPTFFEIFKTRCNKADLGPISLNWFEELSSEAPPYNSEPAEESEHKNNNYEPNLFKTPQRKPSYNQLASTPIIFKEQGLTLPLYQSPVKELD(...TRUNCATED)
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Dataset Card for "BRCA2_HUMAN_Erwood_2022_HEK293T"

Description

This dataset is adapted from the ProteinGym benchmark. It contains single DMS substitution sequences and respective DMS scores.

Tasks

Regression - target continuous

Datapoints

265

Sources

Downloaded from: https://proteingym.org/
Paper: https://www.biorxiv.org/content/biorxiv/early/2021/05/14/2021.05.11.443710.full.pdf

Original Publication

High-throughput mutagenesis reveals functional determinants for DNA targeting by activation-induced deaminase

Abstract: Over the last decade, next generation sequencing has become widely implemented in clinical practice. However, as genetic variants of uncertain significance (VUS) are frequently identified, the need for scaled functional interpretation of such variants has become increasingly apparent. One method to address this is saturation genome editing (SGE), which allows for scaled multiplexed functional assessment of single nucleotide variants. The current applications of SGE, however, rely on homology-directed repair (HDR) to introduce variants of interest, which is limited by low editing efficiencies and low product purity. Here, we have adapted CRISPR prime editing for SGE and demonstrated its utility in understanding the functional significance of variants in the NPC1 gene underlying the lysosomal storage disorder Niemann-Pick disease type C1 (NPC). Additionally, we have designed a genome editing strategy that allows for the haploidization of gene loci, which permits isolated variant interpretation in virtually any cell type. By combining saturation prime editing (SPE) with a clinically relevant assay, we have functionally scored and interpreted 256 variants in NPC1 haploidized HEK293T cells. To further demonstrate the applicability of this strategy, we used SPE and cell model haploidization to functionally score 465 variants in the BRCA2 gene. We anticipate that our work will be translatable to any gene with an appropriate cellular assay, allowing for more rapid and accurate diagnosis and improved genetic counselling and ultimately precise patient care.

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