Catalog

Datasets

Browse each dataset's task, sequence source, default split, targets, evaluation methods, and citation.

Datasets
27
Core datasets
21
Extended datasets
6
Research areas
8

One study may contribute several datasets when the species, cell type, reporter, or sequence region changes the prediction problem.

27 datasets shown

Gene function

GO Molecular Function

go-mf

The 20 molecular-function labels selected for the benchmark, assigned to proteins encoded by each transcript from Gene Ontology annotations.

Task
Multilabel
Source
Human
Split
Homology
Group
Extended
Targets
20 Gene Ontology molecular-function labels
Evaluations
linear probe
Gene function

GO Biological Process

go-bp

The 20 biological-process labels selected for the benchmark, assigned to proteins encoded by each transcript from Gene Ontology annotations.

Task
Multilabel
Source
Human
Split
Homology
Group
Extended
Targets
20 Gene Ontology biological-process labels
Evaluations
linear probe
Gene function

GO Cellular Component

go-cc

The 20 cellular-component labels selected for the benchmark, assigned to proteins encoded by each transcript from Gene Ontology annotations.

Task
Multilabel
Source
Human
Split
Homology
Group
Extended
Targets
20 Gene Ontology cellular-component labels
Evaluations
linear probe
Translation

Mean Ribosome Load (Sugimoto)

mrl-sugimoto

Isoform-level mean ribosome load measured in human cells with isoform-resolved ribosome profiling.

Task
Regression
Source
Human
Split
Homology
Group
Core
Targets
Mean ribosome load
Evaluations
linear probe
Translation

MRL MPRA (eGFP)

mrl-sample-egfp

Mean ribosome load for randomized 5' UTRs attached to an eGFP reporter, including modified-RNA conditions.

Task
Regression
Source
Synthetic constructs
Split
Random
Group
Core
Targets
Mean ribosome load for N1-methylpseudouridine (default), pseudouridine, and unmodified eGFP reporters
Evaluations
linear probe
Translation

MRL MPRA (mCherry)

mrl-sample-mcherry

Mean ribosome load for assayed 5' UTRs attached to an mCherry reporter.

Task
Regression
Source
Synthetic constructs
Split
Random
Group
Core
Targets
Mean ribosome load
Evaluations
linear probe
Translation

MRL MPRA (designed)

mrl-sample-designed

Mean ribosome load for designed 5' UTR constructs from the Sample et al. reporter assay.

Task
Regression
Source
Synthetic constructs
Split
Random
Group
Core
Targets
Mean ribosome load
Evaluations
linear probe
Translation

MRL MPRA (varying length)

mrl-sample-varying

Mean ribosome load across reporter constructs whose 5' UTR lengths vary.

Task
Regression
Source
Synthetic constructs
Split
Random
Group
Core
Targets
Mean ribosome load
Evaluations
linear probe
Translation

Paired MRL and RNA half-life

mrl-hl-lbkwk

Ribosome load and RNA half-life measured together on a small collection of synthetic mRNA constructs.

Task
Regression
Source
Synthetic constructs
Split
Random
Group
Core
Targets
In-cell RNA half-life (default) and mean ribosome load
Evaluations
linear probe
Translation

Translation Efficiency (Human)

translation-efficiency-human

Mean translation efficiency from a paired Ribo-seq and RNA-seq atlas, retaining the transcript with the highest translation efficiency for each human gene.

Task
Regression
Source
Human
Split
Homology
Group
Core
Targets
Mean translation efficiency
Evaluations
linear probe
Translation

Translation Efficiency (Mouse)

translation-efficiency-mouse

Mean translation efficiency from a paired Ribo-seq and RNA-seq atlas, retaining the transcript with the highest translation efficiency for each mouse gene.

Task
Regression
Source
Mouse
Split
Homology
Group
Core
Targets
Mean translation efficiency
Evaluations
linear probe
Translation

IRES Classification

ires-classification

A binary label indicating whether each assayed or curated candidate showed internal ribosome entry site activity.

Task
Classification
Source
Multiple species
Split
Random
Group
Core
Targets
IRES activity label
Evaluations
linear probe
RNA processing

APA Isoform

apa-isoform

Proximal isoform usage across synthetic 3' UTR alternative-polyadenylation windows.

Task
Regression
Source
Synthetic constructs
Split
Random
Group
Core
Targets
Proximal polyadenylation-site usage
Evaluations
linear probe
RNA stability

RNA Half-life (Human)

rnahl-human

Human transcript half-life aggregated from time-course RNA sequencing after transcription inhibition.

Task
Regression
Source
Human
Split
Homology
Group
Core
Targets
Transcript half-life
Evaluations
linear probe
RNA stability

RNA Half-life (Mouse)

rnahl-mouse

Mouse transcript half-life aggregated from time-course RNA sequencing after transcription inhibition.

Task
Regression
Source
Mouse
Split
Homology
Group
Core
Targets
Transcript half-life
Evaluations
linear probe
RNA stability

3' UTR Stability MPRA (Jurkat)

rna-stability-siegel-jurkat

Reporter stability for native, naturally varied, and designed 3' UTR fragments in the BTV EGFP transcript context in Jurkat cells.

Evaluation: L2 embedding VEP is unsigned. Fit ridge or OLS to alternate-minus-reference embeddings for signed effects; this route trains on labeled examples.

Task
Regression
Source
Human
Split
Chromosome
Group
Extended
Targets
Reporter stability (default), reference stability, and alternate-minus-reference effect
Evaluations
linear probe, embedding VEP, likelihood VEP
RNA stability

3' UTR Stability MPRA (BEAS-2B)

rna-stability-siegel-beas2b

Reporter stability for native, naturally varied, and designed 3' UTR fragments in the BTV EGFP transcript context in BEAS-2B cells.

Evaluation: L2 embedding VEP is unsigned. Fit ridge or OLS to alternate-minus-reference embeddings for signed effects; this route trains on labeled examples.

Task
Regression
Source
Human
Split
Chromosome
Group
Extended
Targets
Reporter stability (default), reference stability, and alternate-minus-reference effect
Evaluations
linear probe, embedding VEP, likelihood VEP
Molecular interaction

eCLIP RBP Binding (K562)

eclip-binding-k562

Twenty separate binary classification targets; a positive target means eCLIP detected binding by that RNA-binding protein on the transcript in K562 cells.

Task
Classification
Source
Human
Split
Homology
Group
Core
Targets
Binding labels for 20 RNA-binding proteins
Evaluations
linear probe
Molecular interaction

eCLIP RBP Binding (HepG2)

eclip-binding-hepg2

Twenty separate binary classification targets; a positive target means eCLIP detected binding by that RNA-binding protein on the transcript in HepG2 cells.

Task
Classification
Source
Human
Split
Homology
Group
Core
Targets
Binding labels for 20 RNA-binding proteins
Evaluations
linear probe
Molecular interaction

miRNA Target (MirTarCLASH)

mirna-target

Twenty separate binary classification targets record which frequent human miRNAs were observed among transcripts with at least one selected interaction.

Access: Raw rebuild only. The data are not redistributed; installation of the dev extra and GenomeKit is required to process the original MirTarCLASH download.

Task
Classification
Source
Human
Split
Homology
Group
Core
Targets
Observed interaction labels for 20 human miRNAs
Evaluations
linear probe
Localization

Protein Subcellular Localization

prot-loc

One label per annotated Human Protein Atlas compartment for the protein encoded by each transcript.

Task
Multilabel
Source
Human
Split
Homology
Group
Extended
Targets
Protein localization across annotated HPA compartments
Evaluations
linear probe
Localization

RNA Subcellular Localization

rna-loc-fazal

One label per APEX-seq compartment; a label is positive when its measured proportion is at least 0.125.

Access: Raw rebuild only under the Elsevier source license. Installation of the dev extra and GenomeKit is required.

Task
Multilabel
Source
Human
Split
Homology
Group
Core
Targets
APEX-seq compartment labels
Evaluations
linear probe
Transcript lifecycle

RNA Lifecycle

rna-lifecycle-ietswaart

Three labels marking normalized coverage below the 33rd percentile in chromatin, cytoplasm, and polysomes in K562 cells.

Task
Multilabel
Source
Human
Split
Homology
Group
Core
Targets
Low chromatin, cytoplasm, and polysome coverage (below the 33rd percentile)
Evaluations
linear probe
Variant effect

TraitGym VEP (Mendelian)

vep-traitgym-mendelian

Pathogenicity prediction for 5' and 3' UTR variants associated with Mendelian disease.

Task
Classification
Source
Human
Split
Chromosome
Group
Core
Targets
Pathogenic or benign UTR variant
Evaluations
linear probe, embedding VEP, likelihood VEP
Variant effect

TraitGym VEP (Complex traits)

vep-traitgym-complex

Pathogenicity prediction for 5' and 3' UTR variants associated with complex traits.

Task
Classification
Source
Human
Split
Chromosome
Group
Core
Targets
Pathogenic or benign UTR variant
Evaluations
linear probe, embedding VEP, likelihood VEP
Variant effect

Curated 5' UTR Variants

utr-variants-bohn-utr5

Manually reviewed pathogenic and benign variants in human 5' UTRs.

Task
Classification
Source
Human
Split
Random
Group
Core
Targets
Pathogenic or benign 5' UTR variant
Evaluations
linear probe, embedding VEP, likelihood VEP
Variant effect

Curated 3' UTR Variants

utr-variants-bohn-utr3

Manually reviewed pathogenic and benign variants in human 3' UTRs.

Task
Classification
Source
Human
Split
Random
Group
Core
Targets
Pathogenic or benign 3' UTR variant
Evaluations
linear probe, embedding VEP, likelihood VEP