Question
We perturbed a primary cell culture with a cocktail of transcription factors (TFs). ATAC-seq is performed on the initial sample and 48 hours after perturbation. overexpress.tf.q1.ref.bed.gz and overexpress.tf.q1.perturb.bed.gz contain the filtered aligned fragment files (hg38) corresponding to the initial and perturbed samples, respectively. Exactly one of the TFs in the following list is part of the cocktail: FOXA1, ASCL1, TFAP2A, RUNX1, KLF4, PAX7, TCF7, REST, SPI1, GATA3. Identify which one.
- Inferred answer
KLF4Uniquely inferred from submitted scores.
- Domain
- Epigenomics
- Question style
- Metadata Recovery
An answer can be uniquely inferred for 54 of 100 questions from submitted scores. Green: correct · Red: incorrect. For questions without a uniquely determined answer: Blue: matches prediction · Orange: differs from prediction. These are inferred answer checks, not official per-question grades.
Galaxy
12/12 terminal item results
UDT = user-defined tool: custom code executed by Galaxy. Route badges summarize analysis tools, excluding uploads and automatic conversions. How usage is counted.
Codex GPT-5.5
3 replicates
Codex GPT-5.5
Replicate 1
IncorrectUDT-only
AnswerFOXA1
WorkflowTF fragment diagnostic→TF motif enrichment small→TF motif enrichment GC blacklist
- Total tokens
- 1.5M
- Output
- 19.7K
Codex GPT-5.5
Replicate 2
IncorrectUDT + standard tools
AnswerSPI1
WorkflowTF motif accessibility diagnostic→TF motif accessibility diagnostic v2→TF motif accessibility diagnostic v3→UDT static command probe→UDT expression command probe→3 more tools
- Total tokens
- 7.8M
- Output
- 36.1K
Codex GPT-5.5
Replicate 3
CorrectUDT + standard tools
AnswerKLF4
WorkflowTF perturbation differential fragment windows→TF perturbation differential fragment windows v2→UDT render probe→UDT no interpolation probe→Macs2 Callpeak→8 more tools
- Total tokens
- 6.7M
- Output
- 25.8K
Codex GPT-5.6 Sol
3 replicates
Codex GPT-5.6 Sol
Replicate 1
CorrectStandard tools only
AnswerKLF4
WorkflowMacs2 Callpeak→Tp Sort Header Tool→Sort rows→Tp Head Tool→Bedtools Slopbed→3 more tools
Codex GPT-5.6 Sol
Replicate 2
CorrectUDT + standard tools
AnswerKLF4
WorkflowMacs2 Callpeak→Wc Gnu→ATAC differential windows q1→ATAC differential windows q1 v2→ATAC differential windows q1 v3→5 more tools
- Total tokens
- 15.1M
- Output
- 31.5K
Codex GPT-5.6 Sol
Replicate 3
CorrectUDT + standard tools
AnswerKLF4
WorkflowATAC fragment bin diagnostic→ATAC fragment bin diagnostic v2→Macs2 Callpeak→Bedtools Intersectbed→Tp Sort Header Tool→5 more tools
- Total tokens
- 31.2M
- Output
- 37.8K
Codex + DeepSeek-v4-pro-0813
3 replicates
Codex + DeepSeek-v4-pro-0813
Replicate 1
CorrectStandard tools only
AnswerKLF4
WorkflowNo Galaxy tool job recorded
- Total tokens
- 28.2M
- Output
- 59.7K
Codex + DeepSeek-v4-pro-0813
Replicate 2
CorrectStandard tools only
AnswerKLF4
WorkflowBedtools Genomecoveragebed→Macs2 Bdgpeakcall→Bedtools Subtractbed→Bedtools Getfastabed→Meme Chip→5 more tools
- Total tokens
- 25.6M
- Output
- 69.5K
Codex + DeepSeek-v4-pro-0813
Replicate 3
IncorrectUDT + standard tools
AnswerPAX7
WorkflowMeme Fimo→Datamash Ops→Bedtools Intersectbed→Bedtools Groupbybed→Converter Gff To Bed 0→13 more tools
- Total tokens
- 35.1M
- Output
- 93.2K
Codex GPT-5.6 Luna
3 replicates
Codex GPT-5.6 Luna
Replicate 1
CorrectStandard tools only
AnswerKLF4
WorkflowWc Gnu→Macs2 Callpeak→Bedtools Intersectbed→Bedtools Getfastabed→Meme Chip
- Total tokens
- 8.3M
- Output
- 19.6K
Codex GPT-5.6 Luna
Replicate 2
IncorrectUDT + standard tools
AnswerPAX7
WorkflowMacs2 Callpeak→Bedtools Getfastabed→JASPAR to MEME→UDT Render Probe→Meme Fimo→3 more tools
- Total tokens
- 18.2M
- Output
- 55.9K
Codex GPT-5.6 Luna
Replicate 3
IncorrectUDT + standard tools
AnswerPAX7
WorkflowMacs2 Callpeak→Bedtools Intersectbed→Bedtools Getfastabed→JASPAR PFM to MEME XML→Meme Fimo→1 more tools
- Total tokens
- 13.3M
- Output
- 53.3K