任务体系

58 个核酸任务,全部已连接 benchmark。

从生物学问题出发,查看对应 benchmark、track 和严格对齐的评测协议。

58 / 58 个任务

T01DNA

基因组元件分类

Genomic element classification

Classify sequence windows as promoters, enhancers, exons, introns or other genomic elements.

D1 · 序列理解与调控classification
Benchmarks
6
协议
8
映射状态
已覆盖
T02DNA

启动子识别

Promoter recognition

Recognize promoter sequence windows; promoter activity is counted separately under D3.

D1 · 序列理解与调控classification
Benchmarks
6
协议
9
映射状态
已覆盖
T03DNA

增强子识别

Enhancer recognition

Recognize enhancer sequence windows independent of quantitative activity.

D1 · 序列理解与调控classification
Benchmarks
5
协议
10
映射状态
已覆盖
T04DNA

转录因子结合位点预测

TF binding-site prediction

Predict sequence-specific TF occupancy or binding sites.

D1 · 序列理解与调控classification/segmentation
Benchmarks
7
协议
0
映射状态
已覆盖
T05DNA

染色质可及性预测

Chromatin accessibility prediction

Predict cell-type-specific accessible chromatin from DNA sequence.

D1 · 序列理解与调控regression/classification
Benchmarks
4
协议
1
映射状态
已覆盖
T06DNA

组蛋白修饰预测

Histone-mark prediction

Predict histone-mark assay signal from sequence.

D1 · 序列理解与调控regression
Benchmarks
3
协议
41
映射状态
已覆盖
T07pre-mRNA/DNA

剪接位点识别

Splice-site prediction

Predict splice donor and acceptor positions.

D1 · 序列理解与调控segmentation
Benchmarks
8
协议
18
映射状态
已覆盖
T08pre-mRNA/DNA

可变剪接模式识别

Alternative splicing pattern prediction

Predict splice pattern or exon inclusion without a specific variant perturbation.

D1 · 序列理解与调控classification/regression
Benchmarks
2
协议
3
映射状态
已覆盖
T09RNA/DNA

多聚腺苷酸化位点识别

Polyadenylation-site prediction

Locate or rank polyadenylation sites.

D1 · 序列理解与调控classification/ranking
Benchmarks
1
协议
3
映射状态
已覆盖
T10RNA

非编码 RNA 家族分类

ncRNA family classification

Assign ncRNA sequences to functional families.

D1 · 序列理解与调控classification
Benchmarks
7
协议
2
映射状态
已覆盖
T11RNA

RNA 修饰位点预测

RNA modification-site prediction

Predict modification status at candidate nucleotides.

D1 · 序列理解与调控classification
Benchmarks
3
协议
1
映射状态
已覆盖
T12RNA

RNA 亚细胞定位

RNA subcellular localization

Predict RNA localization from sequence or sequence-derived representations.

D1 · 序列理解与调控multi-label classification
Benchmarks
1
协议
3
映射状态
已覆盖
T13DNA/RNA

序列基序发现

Sequence motif discovery

Recover interpretable motifs rather than only predictive scores.

D1 · 序列理解与调控unsupervised discovery
Benchmarks
1
协议
0
映射状态
已覆盖
T14RNA

RNA 二级结构配对预测

RNA secondary-structure base-pair prediction

Predict base pairs or dot-bracket secondary structure.

D2 · 结构与构象structured prediction
Benchmarks
5
协议
40
映射状态
已覆盖
T15RNA

RNA 非经典碱基对预测

RNA non-canonical base-pair prediction

Predict non-canonical pair identities and contacts.

D2 · 结构与构象structured prediction
Benchmarks
1
协议
0
映射状态
已覆盖
T16RNA

RNA 接触/距离图预测

RNA contact or distance-map prediction

Predict pairwise contacts or distances without full coordinates.

D2 · 结构与构象structured prediction
Benchmarks
2
协议
3
映射状态
已覆盖
T17RNA

RNA 三维坐标预测

RNA 3D coordinate prediction

Predict RNA 3D coordinates from sequence and optional auxiliary inputs.

D2 · 结构与构象structure prediction
Benchmarks
5
协议
81
映射状态
已覆盖
T18DNA

DNA 局部形状预测

DNA shape prediction

Predict local DNA shape features.

D2 · 结构与构象regression
Benchmarks
1
协议
0
映射状态
已覆盖
T19DNA

染色质三维接触预测

3D genome contact prediction

Predict Hi-C-like contact patterns from long sequence.

D2 · 结构与构象structured prediction
Benchmarks
2
协议
1
映射状态
已覆盖
T20RNA

RNA 结构探针反应性预测

RNA probing-reactivity prediction

Predict chemical probing reactivity.

D2 · 结构与构象regression
Benchmarks
5
协议
21
映射状态
已覆盖
T21RNA

RNA 三维模型质量评估

RNA 3D model quality assessment

Rank or score candidate RNA 3D models.

D2 · 结构与构象ranking/regression
Benchmarks
6
协议
0
映射状态
已覆盖
T22RNA

RNA 构象集合预测

RNA conformational ensemble prediction

Predict multiple conformers or a conformational distribution.

D2 · 结构与构象generative/structured prediction
Benchmarks
1
协议
0
映射状态
已覆盖
T23DNA/RNA complex

核酸全原子复合物结构预测

All-atom nucleic-acid complex structure prediction

Predict complexes containing DNA/RNA and proteins, ligands or other nucleic acids.

D2 · 结构与构象structure prediction
Benchmarks
4
协议
2
映射状态
已覆盖
T24DNA

启动子活性预测

Promoter activity prediction

Predict quantitative promoter activity.

D3 · 功能、表达与分子表型regression
Benchmarks
1
协议
0
映射状态
已覆盖
T25DNA

增强子活性预测

Enhancer activity prediction

Predict quantitative enhancer activity, often cell-type specific.

D3 · 功能、表达与分子表型regression
Benchmarks
1
协议
0
映射状态
已覆盖
T26DNA

序列到基因表达预测

Sequence-to-gene-expression prediction

Predict expression from cis-regulatory DNA context.

D3 · 功能、表达与分子表型regression
Benchmarks
2
协议
1
映射状态
已覆盖
T27mRNA

mRNA 稳定性/半衰期预测

mRNA stability or half-life prediction

Predict RNA abundance decay or half-life.

D3 · 功能、表达与分子表型regression
Benchmarks
1
协议
0
映射状态
已覆盖
T28mRNA

翻译效率/核糖体负载预测

Translation efficiency or ribosome-load prediction

Predict mean ribosome loading or translation efficiency.

D3 · 功能、表达与分子表型regression
Benchmarks
5
协议
2
映射状态
已覆盖
T29RNA/DNA

可变加尾定量

Alternative polyadenylation quantification

Predict relative poly(A) site usage.

D3 · 功能、表达与分子表型regression
Benchmarks
2
协议
1
映射状态
已覆盖
T30RNA

RNA 降解/疫苗稳定性预测

RNA degradation and vaccine-stability prediction

Predict degradation-related measurements as in OpenVaccine.

D3 · 功能、表达与分子表型multi-target regression
Benchmarks
2
协议
10
映射状态
已覆盖
T31RNA

核酶活性预测

Ribozyme activity prediction

Predict activity of ribozymes or catalytic RNAs.

D3 · 功能、表达与分子表型regression
Benchmarks
1
协议
0
映射状态
已覆盖
T32RNA

可编程 RNA 开关功能预测

Programmable RNA-switch function prediction

Predict function of toehold or related RNA switches.

D3 · 功能、表达与分子表型classification/regression
Benchmarks
1
协议
1
映射状态
已覆盖
T33DNA/RNA

核酸适应度预测

Nucleic-acid fitness prediction

Predict assay-specific sequence fitness; mutation-specific RNA DMS is cross-referenced to D4.

D3 · 功能、表达与分子表型regression/ranking
Benchmarks
2
协议
2
映射状态
已覆盖
T34DNA

调控变异效应预测

Regulatory variant-effect prediction

Predict effects of non-coding variants on regulatory activity.

D4 · 变异效应与进化regression/ranking
Benchmarks
4
协议
3
映射状态
已覆盖
T35DNA

表达变异效应预测

Expression variant-effect prediction

Predict variant-induced expression changes.

D4 · 变异效应与进化regression
Benchmarks
1
协议
1
映射状态
已覆盖
T36DNA/RNA

剪接变异效应预测

Splicing variant-effect prediction

Predict variant effects on splicing.

D4 · 变异效应与进化regression/classification
Benchmarks
1
协议
0
映射状态
已覆盖
T37RNA/DNA

RNA 结合变异效应预测

RNA-binding variant-effect prediction

Predict variant effects on RBP binding.

D4 · 变异效应与进化regression/ranking
Benchmarks
1
协议
3
映射状态
已覆盖
T38RNA

RNA 深度突变扫描效应预测

RNA DMS effect prediction

Predict mutation effects across RNA deep-mutational-scanning assays.

D4 · 变异效应与进化regression/ranking
Benchmarks
3
协议
2
映射状态
已覆盖
T39DNA/RNA

分子功能性/致病变异解释

Molecular functional or pathogenic variant interpretation

Restricted here to molecular/functional challenges; patient-level diagnosis and PRS are excluded.

D4 · 变异效应与进化classification/ranking
Benchmarks
2
协议
2
映射状态
已覆盖
T40DNA/RNA

进化约束与保守性预测

Evolutionary constraint and conservation prediction

Predict evolutionary constraint at nucleotide resolution.

D4 · 变异效应与进化regression
Benchmarks
1
协议
0
映射状态
已覆盖
T41DNA+protein identity

转录因子–DNA 结合特异性

TF–DNA binding specificity

Predict TF–DNA specificity across factors and sequences.

D5 · 分子互作与复合物regression/classification
Benchmarks
2
协议
0
映射状态
已覆盖
T42RNA+protein

RNA–蛋白结合预测

RNA–protein binding prediction

Predict RBP–RNA binding or binding sites.

D5 · 分子互作与复合物classification/segmentation
Benchmarks
3
协议
23
映射状态
已覆盖
T43RNA pair

RNA–RNA 相互作用预测

RNA–RNA interaction prediction

Predict intermolecular RNA pairing or interaction.

D5 · 分子互作与复合物structured prediction/classification
Benchmarks
1
协议
7
映射状态
已覆盖
T44RNA+ligand

RNA–小分子结合预测

RNA–small-molecule binding prediction

Predict whether and how strongly small molecules bind RNA.

D5 · 分子互作与复合物classification/regression
Benchmarks
5
协议
0
映射状态
已覆盖
T45DNA/RNA+target

适配体–靶标亲和力预测

Aptamer–target affinity prediction

Predict aptamer binding to proteins or other targets.

D5 · 分子互作与复合物regression/ranking
Benchmarks
2
协议
3
映射状态
已覆盖
T46DNA/RNA+protein

核酸–蛋白界面/对接预测

Nucleic-acid–protein interface or docking

Predict interaction interface or relative pose.

D5 · 分子互作与复合物interface prediction/docking
Benchmarks
3
协议
2
映射状态
已覆盖
T47DNA/RNA+ligand

核酸–小分子对接

Nucleic-acid–small-molecule docking

Predict ligand poses in nucleic-acid targets.

D5 · 分子互作与复合物docking/ranking
Benchmarks
3
协议
0
映射状态
已覆盖
T48DNA

启动子序列设计

Promoter sequence design

Design promoters for a target activity.

D6 · 生成与设计conditional generation/optimization
Benchmarks
1
协议
1
映射状态
已覆盖
T49DNA

增强子/顺式调控元件设计

Enhancer or cis-regulatory design

Design cis-regulatory sequences for desired activity.

D6 · 生成与设计conditional generation/optimization
Benchmarks
1
协议
0
映射状态
已覆盖
T50mRNA

5′UTR 与翻译调控设计

5′UTR and translation-control design

Design 5′UTRs for target translation.

D6 · 生成与设计conditional generation/optimization
Benchmarks
1
协议
0
映射状态
已覆盖
T51mRNA

mRNA 编码与稳定性协同设计

mRNA coding and stability co-design

Design coding and untranslated regions jointly under therapeutic constraints.

D6 · 生成与设计multi-objective generation
Benchmarks
1
协议
0
映射状态
已覆盖
T52RNA

RNA 二级结构逆折叠

RNA secondary-structure inverse folding

Generate sequences expected to fold into a target secondary structure.

D6 · 生成与设计inverse folding
Benchmarks
1
协议
1
映射状态
已覆盖
T53RNA

RNA 三维结构条件设计

RNA 3D-conditioned design

Generate sequences conditioned on a target tertiary structure.

D6 · 生成与设计inverse folding/generation
Benchmarks
2
协议
0
映射状态
已覆盖
T54DNA/RNA

适配体设计

Aptamer design

Generate aptamers for a chosen target.

D6 · 生成与设计conditional generation/optimization
Benchmarks
1
协议
0
映射状态
已覆盖
T55guide RNA+DNA

CRISPR 向导 RNA 靶向效率设计

CRISPR guide on-target design

Design guides for high on-target efficiency.

D6 · 生成与设计ranking/optimization
Benchmarks
1
协议
8
映射状态
已覆盖
T56guide RNA+DNA

CRISPR 脱靶风险设计

CRISPR guide off-target design

Design or rank guides to minimize off-target activity.

D6 · 生成与设计ranking/optimization
Benchmarks
1
协议
1
映射状态
已覆盖
T57oligonucleotide+RNA

siRNA/ASO/shRNA 设计

siRNA, ASO or shRNA design

Design therapeutic oligonucleotides; chemistries remain dataset-specific.

D6 · 生成与设计ranking/optimization
Benchmarks
1
协议
24
映射状态
已覆盖
T58RNA

可编程 RNA 开关设计

Programmable RNA-switch design

Design RNA switches or sensors with target response.

D6 · 生成与设计conditional generation/optimization
Benchmarks
1
协议
0
映射状态
已覆盖