D3 · Function, expression & molecular phenotype

RNA degradation and vaccine-stability prediction

Predict degradation-related measurements as in OpenVaccine.

T30RNAmulti-target regression

Task definition

Input granularity
sequence plus structure/conditions
Biological target
degradation reactivity
Output representation
per-base continuous values
ML formulation
multi-target regression
Counting notes
NR

Benchmark coverage

2 benchmarks cover this task

B09Numeric results available

BEACON

Thirteen native tasks; some reuse OpenVaccine, Optimus and CRISPR datasets.

13 benchmark-wide protocols · 221 benchmark-wide rows (not a task subtotal)
B17Numeric results available

OpenVaccine

Same raw competition data is repackaged by several RNA benchmark suites.

9 benchmark-wide protocols · 15 benchmark-wide rows (not a task subtotal)

Evaluation protocols

10 protocol units

ProtocolTrackSplit / subsetComparability
PROT-B09-VDP-OFFICIAL-TRAIN-VALIDATION-TEST-SPLIT-VDP-9F04A09BVDP
B09-TR09
official train/validation/test split
VDP
same_table_comparable
external_data_policy;inference_budget
PROT-B17-OPENVACCINE-8A32171F39F6EF68public MCRMSE | experimental_error_oracle
B17-TR01
public test set
public test set: 400 constructs / 27,200 nucleotides
same_table_comparable
external_data_policy;inference_budget
PROT-B17-OPENVACCINE-59F75C9D0EA6E237private MCRMSE | experimental_error_oracle
B17-TR01
private test set
private test set: 1,801 constructs / 162,316 nucleotides
same_table_comparable
external_data_policy;inference_budget
PROT-B17-OPENVACCINE-5C7B202B4953F9F0public MCRMSE | single_model_blind_table
B17-TR01
public test set
public test set: 400 constructs / 27,200 nucleotides
same_table_comparable
external_data_policy;inference_budget
PROT-B17-OPENVACCINE-249AE8043F70A1C0private MCRMSE | single_model_blind_table
B17-TR01
private test set
private test set: 1,801 constructs / 162,316 nucleotides
same_table_comparable
external_data_policy;inference_budget
PROT-B17-OPENVACCINE-04E6956041EEA7BEpublic MCRMSE | posthoc_ga_select_10_of_top100
B17-TR01
public test set
public test set: 400 constructs / 27,200 nucleotides
same_table_comparable
external_data_policy;inference_budget
PROT-B17-OPENVACCINE-9405A8938D48A946private MCRMSE | posthoc_ga_select_10_of_top100
B17-TR01
private test set
private test set: 1,801 constructs / 162,316 nucleotides
same_table_comparable
external_data_policy;inference_budget
PROT-B17-OPENVACCINE-1C3010944FF312E8public MCRMSE | posthoc_top2_ensemble
B17-TR01
public test set
public test set: 400 constructs / 27,200 nucleotides
same_table_comparable
external_data_policy;inference_budget
PROT-B17-OPENVACCINE-E8DD04C56DB5CC06private MCRMSE | posthoc_top2_ensemble
B17-TR01
private test set
private test set: 1,801 constructs / 162,316 nucleotides
same_table_comparable
external_data_policy;inference_budget
PROT-B17-OPENVACCINE-C20D3479EC64E037private MCRMSE | posthoc_private_test_selected_ga
B17-TR01
private test set
private test set: 1,801 constructs / 162,316 nucleotides
same_table_comparable
external_data_policy;inference_budget