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---
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license: mit
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language:
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- en
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tags:
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- biology
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- genomics
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- yeast
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- transcription-factors
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- gene-expression
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- perturbation-screen
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- overexpression
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- knockout
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- microarray
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- functional-genomics
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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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dataset_info:
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features:
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- name: regulator_locus_tag
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dtype: string
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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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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: float
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description: Normalized log2 fold change for positive (+) dye orientation
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- name: dye_minus
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dtype: float
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description: Normalized log2 fold change for negative (-) dye orientation
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- name: mean_norm_log2fc
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dtype: float
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description: Average log2 fold change across dye orientations; 0 when orientations have opposite signs, single value when only one orientation available
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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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default: true
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data_files:
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- split: train
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path: metadata.parquet
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- config_name: overexpression
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description: Overexpression perturbation normalized log2 fold changes
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data_files:
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- split: train
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path: overexpression.parquet
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- config_name: knockout
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description: Deletion/knockout perturbation normalized log2 fold changes
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data_files:
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- split: train
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path: knockout.parquet
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---
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# Hughes 2006
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This data is parsed from data presented in this paper:
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https://www.pnas.org/doi/10.1073/pnas.0605140103
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The data is made available by the author
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| `
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**Dataset Author and Contact**: Chase Mateusiak [@cmatKhan](https://github.com/cmatkhan/)
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---
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license: mit
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+
language:
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| 4 |
+
- en
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| 5 |
+
tags:
|
| 6 |
+
- biology
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| 7 |
+
- genomics
|
| 8 |
+
- yeast
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| 9 |
+
- transcription-factors
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| 10 |
+
- gene-expression
|
| 11 |
+
- perturbation-screen
|
| 12 |
+
- overexpression
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| 13 |
+
- knockout
|
| 14 |
+
- microarray
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| 15 |
+
- functional-genomics
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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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+
dataset_info:
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+
features:
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+
- name: regulator_locus_tag
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dtype: string
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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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+
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: float
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+
description: Normalized log2 fold change for positive (+) dye orientation
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| 40 |
+
- name: dye_minus
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| 41 |
+
dtype: float
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+
description: Normalized log2 fold change for negative (-) dye orientation
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+
- name: mean_norm_log2fc
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+
dtype: float
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+
description: Average log2 fold change across dye orientations; 0 when orientations have opposite signs, single value when only one orientation available
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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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default: true
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data_files:
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- split: train
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path: metadata.parquet
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- config_name: overexpression
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description: Overexpression perturbation normalized log2 fold changes
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data_files:
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- split: train
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path: overexpression.parquet
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+
- config_name: knockout
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description: Deletion/knockout perturbation normalized log2 fold changes
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data_files:
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- split: train
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path: knockout.parquet
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---
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# Hughes 2006
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This data is parsed from data presented in this paper:
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https://www.pnas.org/doi/10.1073/pnas.0605140103
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The data is made [available by the author](https://hugheslab.ccbr.utoronto.ca/supplementary-data/yeastTF/) and on
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NCBI with accession [GSE5499](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE5499).
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I used the data provided by the author.
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Details on my parsing can be found in `scripts/`. The gene features are from
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BrentLab/yeast_genome_resources
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## Data
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`overexpression.parquet` and `knockout.parquet` have the same structure
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| Field | Description |
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|-----------------------|---------------------------------------------------------------------------------------------------------------------------------------------|
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| `regulator_locus_tag` | Systematic gene name (ORF identifier) of the perturbed transcription factor |
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| 84 |
+
| `regulator_symbol` | Standard gene symbol of the perturbed transcription factor |
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+
| `target_locus_tag` | Systematic gene name (ORF identifier) of the target gene measured |
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| 86 |
+
| `target_symbol` | Standard gene symbol of the target gene measured |
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+
| `dye_plus` | Normalized log2 fold change for positive (+) dye orientation |
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+
| `dye_minus` | Normalized log2 fold change for negative (-) dye orientation |
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+
| `mean_norm_log2fc` | Average log2 fold change across dye orientations; 0 when orientations have opposite signs, single value when only one orientation available |
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`metadata.parquet` contains transcription factor information
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| Field | Description |
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|-----------------------|-------------------------------------------------------------------------------------------------------------------------|
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| `regulator_locus_tag` | Systematic gene name (ORF identifier) of the transcription factor |
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| `regulator_symbol` | Standard gene symbol of the transcription factor |
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| `found_domain` | Identified DNA-binding domain(s) or protein family classification |
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| `sgd_description` | Functional description from Saccharomyces Genome Database (SGD) |
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| `essential` | Boolean indicating whether the gene is essential for viability |
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| `oe_passed_qc` | Boolean indicating whether overexpression experiments passed quality control |
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| `del_passed_qc` | Boolean indicating whether deletion experiments passed quality control |
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**Dataset Author and Contact**: Chase Mateusiak [@cmatKhan](https://github.com/cmatkhan/)
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