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README.md
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pretty_name: "Hughes 2006 Yeast Transcription Factor Perturbation Dataset"
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size_categories:
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- 100K<n<1M
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task_categories:
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- other
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source_datasets:
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- original
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configs:
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- config_name: metadata
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description: Transcription factor metadata including essentiality and QC status
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path: metadata.parquet
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dataset_info:
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features:
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- config_name: overexpression
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description: Overexpression perturbation normalized log2 fold changes
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dataset_type: annotated_features
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data_files:
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- split: train
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path: overexpression.parquet
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dataset_info:
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features:
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- config_name: knockout
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description: Deletion/knockout perturbation normalized log2 fold changes
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dataset_type: annotated_features
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data_files:
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- split: train
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path: knockout.parquet
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dataset_info:
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features:
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---
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# Hughes 2006
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@@ -214,4 +250,4 @@ WHERE regulator_locus_tag = 'CST6'
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result = conn.execute(query, [parquet_path]).fetchall()
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print(f"Found {len(result)} rows for CST6")
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```
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pretty_name: "Hughes 2006 Yeast Transcription Factor Perturbation Dataset"
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size_categories:
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- 100K<n<1M
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configs:
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- config_name: metadata
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description: Transcription factor metadata including essentiality and QC status
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path: metadata.parquet
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dataset_info:
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features:
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- name: sample_id
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dtype: integer
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description: >-
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unique identifier for a specific sample. The sample ID identifies a unique regulator_locus_tag
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and can be used to join the metadata to the other datasets in this repo
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- name: regulator_locus_tag
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dtype: string
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role: identifier
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description: Systematic gene name (ORF identifier) of the transcription factor
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- name: regulator_symbol
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dtype: string
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description: Standard gene symbol of the transcription factor
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- name: found_domain
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dtype: string
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description: Identified DNA-binding domain(s) or protein family classification
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- name: sgd_description
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dtype: string
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description: Functional description from Saccharomyces Genome Database (SGD)
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- name: essential
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dtype: bool
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description: Boolean indicating whether the gene is essential for viability
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- name: oe_passed_qc
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dtype: bool
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description: Boolean indicating whether overexpression experiments passed quality control
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- name: del_passed_qc
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dtype: bool
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description: Boolean indicating whether deletion experiments passed quality control
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- config_name: overexpression
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description: Overexpression perturbation normalized log2 fold changes
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dataset_type: annotated_features
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applies_to: metadata
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data_files:
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- split: train
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path: overexpression.parquet
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dataset_info:
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features:
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- name: sample_id
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dtype: integer
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description: >-
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+
unique identifier for a specific sample. The sample ID identifies a unique regulator_locus_tag
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and can be used to join to the other datasets in this repo, including the metadata
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- name: regulator_locus_tag
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dtype: string
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role: identifier
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description: Systematic gene name (ORF identifier) of the perturbed transcription factor
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- name: regulator_symbol
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dtype: string
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description: Standard gene symbol of the perturbed transcription factor
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- name: target_locus_tag
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dtype: string
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role: identifier
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description: Systematic gene name (ORF identifier) of the target gene measured
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- name: target_symbol
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dtype: string
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description: Standard gene symbol of the target gene measured
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- name: dye_plus
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dtype: float64
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role: measurement
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description: >-
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Normalized log2 fold change for positive (+) dye orientation.
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Positive values indicate upregulation in response to overexpression.
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- name: dye_minus
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dtype: float64
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role: measurement
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description: >-
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Normalized log2 fold change for negative (-) dye orientation.
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Positive values indicate upregulation in response to overexpression.
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- name: mean_norm_log2fc
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dtype: float64
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role: measurement
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description: >-
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Average log2 fold change across dye orientations, providing a dye-independent
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estimate of gene expression change upon transcription factor overexpression.
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- config_name: knockout
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description: Deletion/knockout perturbation normalized log2 fold changes
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dataset_type: annotated_features
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applies_to: metadata
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data_files:
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- split: train
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path: knockout.parquet
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dataset_info:
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features:
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+
- name: sample_id
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+
dtype: integer
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description: >-
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+
unique identifier for a specific sample. The sample ID identifies a unique regulator_locus_tag
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and can be used to join to the other datasets in this repo, including the metadata
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- name: regulator_locus_tag
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dtype: string
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role: identifier
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description: Systematic gene name (ORF identifier) of the perturbed transcription factor
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- name: regulator_symbol
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dtype: string
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description: Standard gene symbol of the perturbed transcription factor
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- name: target_locus_tag
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dtype: string
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role: identifier
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description: Systematic gene name (ORF identifier) of the target gene measured
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+
- name: target_symbol
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dtype: string
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description: Standard gene symbol of the target gene measured
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+
- name: dye_plus
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dtype: float64
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role: measurement
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description: >-
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+
Normalized log2 fold change for positive (+) dye orientation.
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Positive values indicate upregulation in response to deletion.
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- name: dye_minus
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dtype: float64
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role: measurement
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description: >-
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+
Normalized log2 fold change for negative (-) dye orientation.
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Positive values indicate upregulation in response to deletion.
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- name: mean_norm_log2fc
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dtype: float64
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role: measurement
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description: >-
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Average log2 fold change across dye orientations, providing a
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dye-independent estimate of gene expression change upon transcription factor deletion.
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---
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# Hughes 2006
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result = conn.execute(query, [parquet_path]).fetchall()
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print(f"Found {len(result)} rows for CST6")
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+
```
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