diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..54a4d3a1346ef4525e0021ec8c92a3e490d78aaf --- /dev/null +++ b/README.md @@ -0,0 +1,120 @@ +--- +license: mit +library_name: chrombpnet +tags: + - encode + - chrombpnet + - chromatin-accessibility + - ATAC + - breast + - hg38 +--- +# ENCODE ChromBPNet Atlas +As part of the ENCODE 4 Project, we trained ChromBPNet models on 1,512 ENCODE DNAse-seq and ATAC-seq across 408 biosamples. Here, we provide all models for open-source use. + +For more information about the models, see: +- Main ENCODE 4 Paper +- [A unified lexicon of predictive DNA sequence motifs from ENCODE transcription factor binding and chromatin accessibility assays](https://doi.org/10.5281/zenodo.17123347) (Deshpande et al., Zenodo 2025) +- [ChromBPNet: bias factorized, base-resolution deep learning models of chromatin accessibility reveal cis-regulatory sequence syntax, transcription factor footprints and regulatory variants](https://doi.org/10.1101/2024.12.25.630221) (Pampari et al., bioRxiv 2024) + +## ChromBPNet model: ATAC in breast epithelium (ENCSR654UYP) +- Model: ChromBPNet +- Assay: ATAC-seq +- Experiment: [ENCSR654UYP](https://www.encodeproject.org/experiments/ENCSR654UYP/) +- Model annotation: [ENCSR930HKW](https://www.encodeproject.org/annotations/ENCSR930HKW/) +- Biosample: breast epithelium (Full name: Homo sapiens breast epithelium tissue female adult (53 years)) +- Cell slim(s): None +- Organ slim(s): epithelium,breast +- Developmental slim(s): None +- System slim(s): None +- Assembly: hg38 + +## Directory structure +- `fold_0`: Model of 5-fold cross-validation: Fold 0 + - `model.chrombpnet.fold_0.encid.h5`: full chrombpnet model that combines both bias and corrected model in .h5 format + - `model.chrombpnet_nobias.fold_0.encid.h5`: bias-corrected accessibility model in .h5 format (Use for all biological discovery) + - `model.bias_scaled.fold_0.encid.h5`: bias model in .h5 format + - `model.chrombpnet.fold_0.encid.tar`: full chrombpnet model that combines both bias and corrected model in SavedModel format. After being untarred, it results in a directory named "chrombpnet". + - `model.chrombpnet_nobias.fold_0.encid.tar`: bias-corrected accessibility model in SavedModel format (Use for all biological discovery). After being untarred, it results in a directory named "chrombpnet_wo_bias". + - `model.bias_scaled.fold_0.encid.tar`: bias model in SavedModel format. After being untarred, it results in a directory named "bias_model_scaled". + - `logs.models.fold_0.encid`: folder containing log files for training models +- `fold_1`: Model of 5-fold coss-validation: Fold 1 +- `fold_2`: Model of 5-fold cross-validation: Fold 2 +- `fold_3`: Model of 5-fold cross-validation: Fold 3 +- `fold_4`: Model of 5-fold cross-validation: Fold 4 + +# Instructions +## 1. Pseudocode for loading models in .h5 format + +(1) Use the code in python after appropriately defining `model_in_h5_format` and `inputs`. \ +(2) `inputs` is a one hot encoded sequence of shape (N,2114,4). Here N corresponds to the +number of tested sequences, 2114 is the input sequence length and 4 corresponds to [A,C,G,T]. + +```python +import tensorflow as tf +from tensorflow.keras.utils import get_custom_objects +from tensorflow.keras.models import load_model + +custom_objects={"tf": tf} +get_custom_objects().update(custom_objects) + +model=load_model(model_in_h5_format,compile=False) +outputs = model(inputs) +``` + +The list `outputs` consists of two elements. The first element has a shape of (N, 1000) and +contains logit predictions for a 1000-base-pair output. The second element, with a shape of +(N, 1), contains logcount predictions. To transform these predictions into per-base signals, +follow the provided pseudo code lines below. + +```python +import numpy as np + +def softmax(x, temp=1): + norm_x = x - np.mean(x,axis=1, keepdims=True) + return np.exp(temp*norm_x)/np.sum(np.exp(temp*norm_x), axis=1, keepdims=True) + +predictions = softmax(outputs[0]) * (np.exp(outputs[1])-1) +``` + +## 2. Pseudocode for loading models in .tar format + +(1) First untar the directory as follows `tar -xvf model.tar`. \ +(2) Use the code below in python after appropriately defining `model_dir_untared` and `inputs`. \ +(3) `inputs` is a one hot encoded sequence of shape (N,2114,4). Here N corresponds to the number +of tested sequences, 2114 is the input sequence length and 4 corresponds to ACGT. + +Reference: https://www.tensorflow.org/api_docs/python/tf/saved_model/load + +```python +import tensorflow as tf + +model = tf.saved_model.load('model_dir_untared') +outputs = model.signatures['serving_default'](**{'sequence':inputs.astype('float32')}) +``` + +The variable `outputs` represents a dictionary containing two key-value pairs. The first key +is `logits_profile_predictions`, holding a value with a shape of (N, 1000). This value corresponds +to logit predictions for a 1000-base-pair output. The second key, named `logcount_predictions``, +is associated with a value of shape (N, 1), representing logcount predictions. To transform these +predictions into per-base signals, utilize the provided pseudo code lines mentioned below. + +```python +import numpy as np +def softmax(x, temp=1): + norm_x = x - np.mean(x,axis=1, keepdims=True) + return np.exp(temp*norm_x)/np.sum(np.exp(temp*norm_x), axis=1, keepdims=True) + +predictions = softmax(outputs["logits_profile_predictions"]) * (np.exp(outputs["logcount_predictions"])-1) +``` + +## Docker image to load and use the models +- https://hub.docker.com/r/kundajelab/chrombpnet-atlas/ (tag:v1) + +## Code for ChromBPNet +- https://github.com/kundajelab/chrombpnet/ + +# License & citation +External data users may freely download, analyze and publish results based on any ENCODE data without restrictions. + +Released under the [ENCODE data-use policy](https://www.encodeproject.org/about/data-use-policy/). Please cite the ENCODE Project Consortium and the model software: [ChromBPNet](https://github.com/kundajelab/chrombpnet) (Pampari et al., bioRxiv 2024). \ No newline at end of file diff --git a/fold_0/logs.models.fold_0.ENCSR654UYP/logfile.modelling.fold_0.ENCSR654UYP.args.json b/fold_0/logs.models.fold_0.ENCSR654UYP/logfile.modelling.fold_0.ENCSR654UYP.args.json new file mode 100644 index 0000000000000000000000000000000000000000..54dc1115ccd3a13a4fa5ac9a84dcafb5d36ca4d9 --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR654UYP/logfile.modelling.fold_0.ENCSR654UYP.args.json @@ -0,0 +1,50 @@ +{ + "cmd": "pipeline", + "genome": "/oak/stanford/groups/akundaje/cmyun/chromatlas/reference/hg38.fa", + "chrom_sizes": "/oak/stanford/groups/akundaje/cmyun/chromatlas/reference/hg38.chrom.sizes", + "input_bam_file": "/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC/ENCSR654UYP/preprocessing/bigWigs/ENCSR654UYP.bigWig", + "input_fragment_file": null, + "input_tagalign_file": null, + "output_dir": "/oak/stanford/groups/akundaje/cmyun/chromatlas/ATAC/ENCSR654UYP/chrombpnet_model_fold_0/", + "data_type": "ATAC", + "peaks": "/oak/stanford/groups/akundaje/cmyun/chromatlas/ATAC/ENCSR654UYP/chrombpnet_model_fold_0/auxiliary/filtered.peaks.bed", + "nonpeaks": "/oak/stanford/groups/akundaje/cmyun/chromatlas/ATAC/ENCSR654UYP/chrombpnet_model_fold_0/auxiliary/filtered.nonpeaks.bed", + "chr_fold_path": "/oak/stanford/groups/akundaje/cmyun/chromatlas/reference/splits/fold_0.json", + "outlier_threshold": 0.9999, + "ATAC_ref_path": null, + "DNASE_ref_path": null, + "num_samples": 10000, + "inputlen": 2114, + "outputlen": 1000, + "seed": 1234, + "epochs": 50, + "early_stop": 5, + "learning_rate": 0.001, + "trackables": [ + "logcount_predictions_loss", + "loss", + "logits_profile_predictions_loss", + "val_logcount_predictions_loss", + "val_loss", + "val_logits_profile_predictions_loss" + ], + "architecture_from_file": "/home/users/cmyun/chrombpnet/chrombpnet/training/models/chrombpnet_with_bias_model.py", + "file_prefix": null, + "html_prefix": "./", + "bsort": false, + "tmpdir": null, + "no_st": false, + "bias_model_path": "/oak/stanford/groups/akundaje/cmyun/chromatlas/bias_model/ENCFF881REW/fold_0/model.bias.fold_0.ENCSR868FGK.h5", + "negative_sampling_ratio": 0.1, + "filters": 512, + "n_dilation_layers": 8, + "max_jitter": 500, + "batch_size": 64, + "output_prefix": "/oak/stanford/groups/akundaje/cmyun/chromatlas/ATAC/ENCSR654UYP/chrombpnet_model_fold_0/models/chrombpnet", + "bigwig": "/oak/stanford/groups/akundaje/cmyun/chromatlas/ATAC/ENCSR654UYP/chrombpnet_model_fold_0/auxiliary/data_unstranded.bw", + "plus_shift": null, + "minus_shift": null, + "chr": "chr8", + "pwm_width": 24, + "params": "/oak/stanford/groups/akundaje/cmyun/chromatlas/ATAC/ENCSR654UYP/chrombpnet_model_fold_0/logs/chrombpnet_model_params.tsv" +} \ No newline at end of file diff --git a/fold_0/logs.models.fold_0.ENCSR654UYP/logfile.modelling.fold_0.ENCSR654UYP.batch_loss.tsv b/fold_0/logs.models.fold_0.ENCSR654UYP/logfile.modelling.fold_0.ENCSR654UYP.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..c652563dc395824fc880726cfa8421597c53debb --- /dev/null +++ b/fold_0/logs.models.fold_0.ENCSR654UYP/logfile.modelling.fold_0.ENCSR654UYP.batch_loss.tsv @@ -0,0 +1,16875 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 2.02414608001709 363.4986267089844 339.61370849609375 None None None +0 1 1.9410616159439087 357.650146484375 334.74560546875 None None None +0 2 136.39254760742188 1947.4888916015625 338.0567932128906 None None None +0 3 102.82210540771484 1549.8443603515625 336.5434875488281 None None None +0 4 82.72554779052734 1314.5572509765625 338.39569091796875 None None None +0 5 69.34026336669922 1159.741943359375 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a/fold_1/logs.models.fold_1.ENCSR654UYP/logfile.modelling.fold_1.ENCSR654UYP.batch_loss.tsv b/fold_1/logs.models.fold_1.ENCSR654UYP/logfile.modelling.fold_1.ENCSR654UYP.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..d22f0b9ab85ef21e96df4ad75b1670fd0d15c340 --- /dev/null +++ b/fold_1/logs.models.fold_1.ENCSR654UYP/logfile.modelling.fold_1.ENCSR654UYP.batch_loss.tsv @@ -0,0 +1,25739 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 1.5202744007110596 313.3641662597656 295.27288818359375 None None None +0 1 1.2514091730117798 331.473388671875 316.58160400390625 None None None +0 2 1479.93212890625 17922.33203125 311.1418151855469 None None None +0 3 1111.5162353515625 13540.375 313.33355712890625 None None None +0 4 889.5843505859375 10898.1982421875 312.14599609375 None None None +0 5 741.6286010742188 9136.57421875 311.1955871582031 None None 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a/fold_2/logs.models.fold_2.ENCSR654UYP/logfile.modelling.fold_2.ENCSR654UYP.args.json b/fold_2/logs.models.fold_2.ENCSR654UYP/logfile.modelling.fold_2.ENCSR654UYP.args.json new file mode 100644 index 0000000000000000000000000000000000000000..7b55e7f8fedc3b4e2f53da94a8cb80fac5c4607e --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR654UYP/logfile.modelling.fold_2.ENCSR654UYP.args.json @@ -0,0 +1,23 @@ +{ + "genome": "/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa", + "bigwig": "/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR654UYP//preprocessing/bigWigs/ENCSR654UYP.bigWig", + "peaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR654UYP//chrombpnet_model_feb15_fold_2//filtered.peaks.bed", + "nonpeaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR654UYP//chrombpnet_model_feb15_fold_2//filtered.nonpeaks.bed", + "output_prefix": "/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR654UYP//chrombpnet_model_feb15_fold_2//chrombpnet", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_2.json", + "trackables": [ + "logcount_predictions_loss", + "loss", + "logits_profile_predictions_loss", + "val_logcount_predictions_loss", + "val_loss", + "val_logits_profile_predictions_loss" + ], + "epochs": 50, + "early_stop": 5, + "batch_size": 64, + "learning_rate": 0.001, + "params": "/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR654UYP//chrombpnet_model_feb15_fold_2//chrombpnet_model_params.tsv", + "seed": 1234, + "architecture_from_file": "/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py" +} \ No newline at end of file diff --git a/fold_2/logs.models.fold_2.ENCSR654UYP/logfile.modelling.fold_2.ENCSR654UYP.batch_loss.tsv b/fold_2/logs.models.fold_2.ENCSR654UYP/logfile.modelling.fold_2.ENCSR654UYP.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..17d1374507dc7e67ef41423b897bc785b32c1c47 --- /dev/null +++ b/fold_2/logs.models.fold_2.ENCSR654UYP/logfile.modelling.fold_2.ENCSR654UYP.batch_loss.tsv @@ -0,0 +1,20723 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 1.7153491973876953 324.06365966796875 303.6510009765625 None None None +0 1 241.1732940673828 3176.99462890625 307.0328369140625 None None None +0 2 161.43556213378906 2229.502197265625 308.41925048828125 None None None +0 3 121.54927062988281 1756.769775390625 310.333740234375 None None None +0 4 97.75166320800781 1482.354248046875 319.1097106933594 None None None +0 5 81.80889129638672 1294.0372314453125 320.5115661621094 None None None +0 6 70.3761215209961 1155.9095458984375 318.4338684082031 None None None +0 7 61.76106643676758 1049.289794921875 314.333251953125 None None None +0 8 55.03081512451172 963.2618408203125 308.395263671875 None None None +0 9 49.74123764038086 901.2794189453125 309.3587951660156 None None None +0 10 45.402565002441406 850.870361328125 310.5799865722656 None None None +0 11 41.74979019165039 805.523193359375 308.7008361816406 None None None +0 12 38.67410659790039 769.4072265625 309.18548583984375 None None None +0 13 36.02643966674805 736.5655517578125 307.8510437011719 None None None +0 14 33.754180908203125 710.3736572265625 308.6989440917969 None None None +0 15 31.72127342224121 682.917236328125 305.43414306640625 None None None +0 16 30.001800537109375 664.8135375976562 307.7922058105469 None None None +0 17 28.465023040771484 648.5987548828125 309.864990234375 None None None +0 18 27.047260284423828 630.29443359375 308.43206787109375 None None None +0 19 25.786951065063477 615.1981811523438 308.33355712890625 None None None +0 20 24.624441146850586 600.136962890625 307.10614013671875 None None None +0 21 23.58684730529785 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a/fold_3/logs.models.fold_3.ENCSR654UYP/logfile.modelling.fold_3.ENCSR654UYP.args.json b/fold_3/logs.models.fold_3.ENCSR654UYP/logfile.modelling.fold_3.ENCSR654UYP.args.json new file mode 100644 index 0000000000000000000000000000000000000000..35f1ea20096e2a43db33f8b5ce044c3a7de00981 --- /dev/null +++ b/fold_3/logs.models.fold_3.ENCSR654UYP/logfile.modelling.fold_3.ENCSR654UYP.args.json @@ -0,0 +1,23 @@ +{ + "genome": "/scratch/groups/akundaje/anusri/chromatin_atlas/reference/hg38.genome.fa", + "bigwig": "/oak/stanford/groups/akundaje/projects/chromatin-atlas-2022/ATAC//ENCSR654UYP//preprocessing/bigWigs/ENCSR654UYP.bigWig", + "peaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR654UYP//chrombpnet_model_feb15_fold_3//filtered.peaks.bed", + "nonpeaks": "/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR654UYP//chrombpnet_model_feb15_fold_3//filtered.nonpeaks.bed", + "output_prefix": "/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR654UYP//chrombpnet_model_feb15_fold_3//chrombpnet", + "chr_fold_path": "/scratch/groups/akundaje/anusri/chromatin_atlas/splits/fold_3.json", + "trackables": [ + "logcount_predictions_loss", + "loss", + "logits_profile_predictions_loss", + "val_logcount_predictions_loss", + "val_loss", + "val_logits_profile_predictions_loss" + ], + "epochs": 50, + "early_stop": 5, + "batch_size": 64, + "learning_rate": 0.001, + "params": "/scratch/groups/akundaje/anusri/chromatin_atlas/ATAC/ENCSR654UYP//chrombpnet_model_feb15_fold_3//chrombpnet_model_params.tsv", + "seed": 1234, + "architecture_from_file": "/home/users/anusri/chromatin-atlas-anvil/sherlock/chrombpnet/src/training/models/chrombpnet_with_bias_model.py" +} \ No newline at end of file diff --git a/fold_3/logs.models.fold_3.ENCSR654UYP/logfile.modelling.fold_3.ENCSR654UYP.batch_loss.tsv b/fold_3/logs.models.fold_3.ENCSR654UYP/logfile.modelling.fold_3.ENCSR654UYP.batch_loss.tsv new 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a/fold_4/logs.models.fold_4.ENCSR654UYP/logfile.modelling.fold_4.ENCSR654UYP.batch_loss.tsv b/fold_4/logs.models.fold_4.ENCSR654UYP/logfile.modelling.fold_4.ENCSR654UYP.batch_loss.tsv new file mode 100644 index 0000000000000000000000000000000000000000..7d6aa33bab3dc84e4e46c292390dbfe0d28cb5fd --- /dev/null +++ b/fold_4/logs.models.fold_4.ENCSR654UYP/logfile.modelling.fold_4.ENCSR654UYP.batch_loss.tsv @@ -0,0 +1,18901 @@ +Epoch Batch logcount_predictions_loss loss logits_profile_predictions_loss val_logcount_predictions_loss val_loss val_logits_profile_predictions_loss +0 0 1.5091406106948853 312.805419921875 295.1484680175781 None None None +0 1 14.459474563598633 493.2691650390625 324.0932922363281 None None None +0 2 10.1867094039917 436.5839538574219 317.3994445800781 None None None +0 3 8.017046928405762 404.8370361328125 311.03759765625 None None None +0 4 6.807364463806152 397.3387451171875 317.6925964355469 None None None +0 5 5.919501781463623 384.1607971191406 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