From e5adcae0600f22161fe81043e81f7ceb19d93a39 Mon Sep 17 00:00:00 2001 From: Zhu Date: Fri, 26 Feb 2021 00:26:27 -0500 Subject: [PATCH] update v2 --- README.md | 28 +- data/eicu/preprocess_eicu.py | 394 ++++++++++++++++++ data/mimic/preprocess_mimic.py | 422 ++++++++++++++++++++ data/synethic/frts_selection.pkl | Bin 0 -> 28863 bytes data/synethic/neg_young.pkl | Bin 0 -> 1782 bytes data/synethic/preprocess_x.pkl | Bin 0 -> 809982 bytes data/synethic/synethic_data_generator.ipynb | 104 +++++ data/synethic/test_idx.pkl | Bin 0 -> 1798 bytes data/synethic/train_idx.pkl | Bin 0 -> 5703 bytes data/synethic/val_idx.pkl | Bin 0 -> 974 bytes data/synethic/y_bin.pkl | Bin 0 -> 1159 bytes model.py | 174 +++++--- plots/model.png | Bin 136744 -> 213147 bytes requirements.txt | 1 + train.py | 215 +++++----- utils.py | 68 ++++ 16 files changed, 1226 insertions(+), 180 deletions(-) create mode 100644 data/eicu/preprocess_eicu.py create mode 100644 data/mimic/preprocess_mimic.py create mode 100644 data/synethic/frts_selection.pkl create mode 100644 data/synethic/neg_young.pkl create mode 100644 data/synethic/preprocess_x.pkl create mode 100644 data/synethic/synethic_data_generator.ipynb create mode 100644 data/synethic/test_idx.pkl create mode 100644 data/synethic/train_idx.pkl create mode 100644 data/synethic/val_idx.pkl create mode 100644 data/synethic/y_bin.pkl create mode 100644 utils.py diff --git a/README.md b/README.md index c64bf54..b72887e 100644 --- a/README.md +++ b/README.md @@ -1,12 +1,14 @@ -# Graph Neural Network on Electronic Health Records for Predicting Alzheimer’s Disease +# Variationally Regularized Graph-based Representation Learning for Electronic Health Records -This repository contains the code for the paper [Graph Neural Network on Electronic Health Records for Predicting Alzheimer’s Disease](https://arxiv.org/abs/1912.03761). +This repository contains the code for the paper [Variationally Regularized Graph-based Representation Learning for Electronic Health Records](https://arxiv.org/abs/1912.03761). + +## Introduction +In this paper, we design a novel graph-based model to generalize the ability of learning implicit medical concept structures to a wide range of data source, including short-term ICU data and long-term outpatient clinical data.We introduce variational regularization for node representation learning, addressing the insufficiency of self-attention in graph-based models, and difficulties of manually constructing knowledge graph from real-world noisy data sources. The novelty of our work is to enhance the learning of attention weights in GNN via regularization on node representations. Besides obtaining better performances in different predictive tasks, we also provide interpretation on the effect of variational regularization in graph neural networks using singular value analysis, and bridge the connection between singular values +and representation clustering. -![image](https://github.com/NYUMedML/GNN_for_EHR/blob/master/plots/model.png) ## Model Training -These instructions will get you a copy of the project up and running on your local machine for development and testing purposes. See deployment for notes on how to deploy the project on a live system. ### Prerequisites @@ -20,13 +22,10 @@ Nvidia GPU with Cuda 10.0 are required for training models. ### Data -A synethic data with same format in [data](https://github.com/NYUMedML/GNN_for_EHR/tree/master/data) folder: - - **preprocess_x.pkl**: 1-d EHR data (num_of_patients * num_of_EHRs); - - **y_bin.pkl**: AD outcomes in 12-24 months; - - **frts_selections.pkl**: indices of features; - - **train_idx.pkl, val_idx.pkl, test_idx.pkl**: indices of samples that belongs to train, validation or test sets; - - **neg_young.pkl**: indices of young negative samples in training set to be downsampled; - - **synethic_data_generator**: the detail format and method of generating synethic data. +The preprocessing tools that extracts medical code for datasets are enclosed in [data](https://github.com/NYUMedML/GNN_for_EHR/tree/master/data). Run the command: +``` +python3 preprocess_{dataset}.py --input_path {dataset_path} --output_path {storage_path} +``` ### Train @@ -34,5 +33,10 @@ A synethic data with same format in [data](https://github.com/NYUMedML/GNN_for_E GNN for EHR on predicting disease outcomes can be train by running command: ``` -python3 train.py --input 512 --output 512 --heads 4 --batch 64 --dropout 0.4 --alpha 0.15 --lr 0.0001 +python3 train.py --data_path {storage_path} --embedding_size 512 --result_path {model_path} ``` + +## Architecture + + +![image](https://github.com/NYUMedML/GNN_for_EHR/blob/master/plots/model.png) \ No newline at end of file diff --git a/data/eicu/preprocess_eicu.py b/data/eicu/preprocess_eicu.py new file mode 100644 index 0000000..b026880 --- /dev/null +++ b/data/eicu/preprocess_eicu.py @@ -0,0 +1,394 @@ +''' +This code is adapted from process steps on eICU of previous works (cited) +https://github.com/Google-Health/records-research/tree/master/graph-convolutional-transformer +''' + +import csv +import tensorflow as tf +tf.compat.v1.enable_eager_execution() +import sys +import pickle +import argparse +import numpy as np +from sklearn import model_selection +from scipy.sparse import csr_matrix + + +class EncounterInfo(object): + + def __init__(self, patient_id, encounter_id, encounter_timestamp, + readmission): + self.patient_id = patient_id + self.encounter_id = encounter_id + self.encounter_timestamp = encounter_timestamp + self.readmission = readmission + self.dx_ids = [] + self.rx_ids = [] + self.labs = {} + self.physicals = [] + self.treatments = [] + + +def process_patient(infile, encounter_dict, hour_threshold=24): + inff = open(infile, 'r') + count = 0 + patient_dict = {} + for line in csv.DictReader(inff): + if count % 10000 == 0: + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + + patient_id = line['patienthealthsystemstayid'] + encounter_id = line['patientunitstayid'] + encounter_timestamp = -int(line['hospitaladmitoffset']) + if patient_id not in patient_dict: + patient_dict[patient_id] = [] + patient_dict[patient_id].append((encounter_timestamp, encounter_id)) + inff.close() + print('') + + patient_dict_sorted = {} + for patient_id, time_enc_tuples in patient_dict.items(): + patient_dict_sorted[patient_id] = sorted(time_enc_tuples) + + enc_readmission_dict = {} + for patient_id, time_enc_tuples in patient_dict_sorted.items(): + for time_enc_tuple in time_enc_tuples[:-1]: + enc_id = time_enc_tuple[1] + enc_readmission_dict[enc_id] = True + last_enc_id = time_enc_tuples[-1][1] + enc_readmission_dict[last_enc_id] = False + + inff = open(infile, 'r') + count = 0 + for line in csv.DictReader(inff): + if count % 10000 == 0: + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + + patient_id = line['patienthealthsystemstayid'] + encounter_id = line['patientunitstayid'] + encounter_timestamp = -int(line['hospitaladmitoffset']) + discharge_status = line['unitdischargestatus'] + duration_minute = float(line['unitdischargeoffset']) + readmission = enc_readmission_dict[encounter_id] + + if duration_minute > 60. * hour_threshold: + continue + + ei = EncounterInfo(patient_id, encounter_id, encounter_timestamp, + readmission) + if encounter_id in encounter_dict: + print('Duplicate encounter ID!!') + sys.exit(0) + encounter_dict[encounter_id] = ei + count += 1 + + inff.close() + print('') + + return encounter_dict + + +def process_admission_dx(infile, encounter_dict): + inff = open(infile, 'r') + count = 0 + missing_eid = 0 + for line in csv.DictReader(inff): + if count % 10000 == 0: + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + + encounter_id = line['patientunitstayid'] + dx_id = line['admitdxpath'].lower() + + if encounter_id not in encounter_dict: + missing_eid += 1 + continue + encounter_dict[encounter_id].dx_ids.append(dx_id) + count += 1 + inff.close() + print('') + print('Admission Diagnosis without Encounter ID: %d' % missing_eid) + + return encounter_dict + + +def process_diagnosis(infile, encounter_dict): + inff = open(infile, 'r') + count = 0 + missing_eid = 0 + for line in csv.DictReader(inff): + if count % 10000 == 0: + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + + encounter_id = line['patientunitstayid'] + dx_id = line['diagnosisstring'].lower() + + if encounter_id not in encounter_dict: + missing_eid += 1 + continue + encounter_dict[encounter_id].dx_ids.append(dx_id) + count += 1 + inff.close() + print('') + print('Diagnosis without Encounter ID: %d' % missing_eid) + + return encounter_dict + + +def process_treatment(infile, encounter_dict): + inff = open(infile, 'r') + count = 0 + missing_eid = 0 + + for line in csv.DictReader(inff): + if count % 10000 == 0: + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + encounter_id = line['patientunitstayid'] + treatment_id = line['treatmentstring'].lower() + if encounter_id not in encounter_dict: + missing_eid += 1 + continue + encounter_dict[encounter_id].treatments.append(treatment_id) + count += 1 + inff.close() + print('') + print('Treatment without Encounter ID: %d' % missing_eid) + print('Accepted treatments: %d' % count) + + return encounter_dict + + +def build_seqex(enc_dict, + skip_duplicate=False, + min_num_codes=1, + max_num_codes=50): + key_list = [] + seqex_list = [] + dx_str2int = {} + treat_str2int = {} + num_cut = 0 + num_duplicate = 0 + count = 0 + num_dx_ids = 0 + num_treatments = 0 + num_unique_dx_ids = 0 + num_unique_treatments = 0 + min_dx_cut = 0 + min_treatment_cut = 0 + max_dx_cut = 0 + max_treatment_cut = 0 + num_readmission = 0 + + for _, enc in enc_dict.items(): + if skip_duplicate: + if (len(enc.dx_ids) > len(set(enc.dx_ids)) or + len(enc.treatments) > len(set(enc.treatments))): + num_duplicate += 1 + continue + + if len(set(enc.dx_ids)) < min_num_codes: + min_dx_cut += 1 + continue + + if len(set(enc.treatments)) < min_num_codes: + min_treatment_cut += 1 + continue + + if len(set(enc.dx_ids)) > max_num_codes: + max_dx_cut += 1 + continue + + if len(set(enc.treatments)) > max_num_codes: + max_treatment_cut += 1 + continue + + count += 1 + num_dx_ids += len(enc.dx_ids) + num_treatments += len(enc.treatments) + num_unique_dx_ids += len(set(enc.dx_ids)) + num_unique_treatments += len(set(enc.treatments)) + + for dx_id in enc.dx_ids: + if dx_id not in dx_str2int: + dx_str2int[dx_id] = len(dx_str2int) + + for treat_id in enc.treatments: + if treat_id not in treat_str2int: + treat_str2int[treat_id] = len(treat_str2int) + + seqex = tf.train.SequenceExample() + seqex.context.feature['patientId'].bytes_list.value.append( + bytes(enc.patient_id + ':' +enc.encounter_id, 'utf-8')) + + if enc.readmission: + seqex.context.feature['label'].int64_list.value.append(1) + num_readmission += 1 + else: + seqex.context.feature['label'].int64_list.value.append(0) + + dx_ids = seqex.feature_lists.feature_list['dx_ids'] + dx_ids.feature.add().bytes_list.value.extend(list([bytes(s, 'utf-8') for s in set(enc.dx_ids)])) + + dx_int_list = [dx_str2int[item] for item in list(set(enc.dx_ids))] + dx_ints = seqex.feature_lists.feature_list['dx_ints'] + dx_ints.feature.add().int64_list.value.extend(dx_int_list) + + proc_ids = seqex.feature_lists.feature_list['proc_ids'] + proc_ids.feature.add().bytes_list.value.extend(list([bytes(s, 'utf-8') for s in set(enc.treatments)])) + + proc_int_list = [treat_str2int[item] for item in list(set(enc.treatments))] + proc_ints = seqex.feature_lists.feature_list['proc_ints'] + proc_ints.feature.add().int64_list.value.extend(proc_int_list) + + seqex_list.append(seqex) + key = seqex.context.feature['patientId'].bytes_list.value[0] + key_list.append(key) + + print('Filtered encounters due to duplicate codes: %d' % num_duplicate) + print('Filtered encounters due to thresholding: %d' % num_cut) + print('Average num_dx_ids: %f' % (num_dx_ids / count)) + print('Average num_treatments: %f' % (num_treatments / count)) + print('Average num_unique_dx_ids: %f' % (num_unique_dx_ids / count)) + print('Average num_unique_treatments: %f' % (num_unique_treatments / count)) + print('Min dx cut: %d' % min_dx_cut) + print('Min treatment cut: %d' % min_treatment_cut) + print('Max dx cut: %d' % max_dx_cut) + print('Max treatment cut: %d' % max_treatment_cut) + print('Number of readmission: %d' % num_readmission) + + return key_list, seqex_list, dx_str2int, treat_str2int + + +def select_train_valid_test(key_list, random_seed=0): + train_id, val_id = model_selection.train_test_split( + key_list, test_size=0.2, random_state=random_seed) + test_id, val_id = model_selection.train_test_split( + val_id, test_size=0.5, random_state=random_seed) + return train_id, val_id, test_id + + +def get_partitions(seqex_list, id_set=None): + total_visit = 0 + new_seqex_list = [] + for seqex in seqex_list: + if total_visit % 1000 == 0: + sys.stdout.write('Visit count: %d\r' % total_visit) + sys.stdout.flush() + key = seqex.context.feature['patientId'].bytes_list.value[0] + if (id_set is not None and key not in id_set): + total_visit += 1 + continue + new_seqex_list.append(seqex) + return new_seqex_list + + +def parser_fn(serialized_example): + context_features_config = { + 'patientId': tf.VarLenFeature(tf.string), + 'label': tf.FixedLenFeature([1], tf.int64), + } + sequence_features_config = { + 'dx_ints': tf.VarLenFeature(tf.int64), + 'proc_ints': tf.VarLenFeature(tf.int64) + } + (batch_context, batch_sequence) = tf.io.parse_single_sequence_example( + serialized_example, + context_features=context_features_config, + sequence_features=sequence_features_config) + labels = tf.squeeze(tf.cast(batch_context['label'], tf.float32)) + return batch_sequence, labels + + +def tf2csr(output_path, partition, maps): + num_epochs = 1 + buffer_size = 32 + dataset = tf.data.TFRecordDataset(output_path + partition + ".tfrecord") + dataset = dataset.shuffle(buffer_size) + dataset = dataset.repeat(num_epochs) + dataset = dataset.map(parser_fn, num_parallel_calls=4) + dataset = dataset.batch(1) + dataset = dataset.prefetch(16) + count = 0 + np_data = [] + np_label = [] + for data in dataset: + count += 1 + np_datum = np.zeros(sum([len(m) for m in maps])) + dx_pos = tf.sparse.to_dense(data[0]['dx_ints']).numpy().ravel() + proc_pos = tf.sparse.to_dense(data[0]['proc_ints']).numpy().ravel() + \ + sum([len(m) for m in maps[:1]]) + np_datum[dx_pos] = 1 + np_datum[proc_pos] = 1 + np_data.append(np_datum) + np_label.append(data[1].numpy()[0]) + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + pickle.dump((csr_matrix(np.array(np_data)), np.array(np_label)), \ + open(output_path + partition + '_csr.pkl', 'wb')) + +"""Set to where the raw eICU CSV files are located. +Set to where you want the output files to be. +""" + +def main(): + parser = argparse.ArgumentParser(description='File path') + parser.add_argument('--input_path', type=str, default='.', help='input path of original dataset') + parser.add_argument('--output_path', type=str, default='.', help='output path of processed dataset') + args = parser.parse_args() + input_path = args.input_path + output_path = args.output_path + + patient_file = input_path + '/patient.csv' + admission_dx_file = input_path + '/admissionDx.csv' + diagnosis_file = input_path + '/diagnosis.csv' + treatment_file = input_path + '/treatment.csv' + + encounter_dict = {} + print('Processing patient.csv') + encounter_dict = process_patient( + patient_file, encounter_dict, hour_threshold=24) + print(len(encounter_dict)) + print('Processing admission diagnosis.csv') + encounter_dict = process_admission_dx(admission_dx_file, encounter_dict) + print('Processing diagnosis.csv') + encounter_dict = process_diagnosis(diagnosis_file, encounter_dict) + print('Processing treatment.csv') + encounter_dict = process_treatment(treatment_file, encounter_dict) + + key_list, seqex_list, dx_map, proc_map = build_seqex( + encounter_dict, skip_duplicate=False, min_num_codes=1, max_num_codes=50) + + pickle.dump(dx_map, open(output_path + '/dx_map.p', 'wb'), -1) + pickle.dump(proc_map, open(output_path + '/proc_map.p', 'wb'), -1) + + key_train, key_valid, key_test = select_train_valid_test(key_list) + + train_seqex = get_partitions(seqex_list, set(key_train)) + validation_seqex = get_partitions(seqex_list, set(key_valid)) + test_seqex = get_partitions(seqex_list, set(key_test)) + + print("Split done.") + + with tf.io.TFRecordWriter(output_path + '/train.tfrecord') as writer: + for seqex in train_seqex: + writer.write(seqex.SerializeToString()) + + with tf.io.TFRecordWriter(output_path + '/validation.tfrecord') as writer: + for seqex in validation_seqex: + writer.write(seqex.SerializeToString()) + + with tf.io.TFRecordWriter(output_path + '/test.tfrecord') as writer: + for seqex in test_seqex: + writer.write(seqex.SerializeToString()) + + for partition in ['train', 'validation', 'test']: + tf2csr(output_path, partition, [dx_map, proc_map]) + print('done') + + +if __name__ == '__main__': + main() diff --git a/data/mimic/preprocess_mimic.py b/data/mimic/preprocess_mimic.py new file mode 100644 index 0000000..9942ce5 --- /dev/null +++ b/data/mimic/preprocess_mimic.py @@ -0,0 +1,422 @@ +''' +This code is adapted from process steps on eICU of previous works (cited) +https://github.com/Google-Health/records-research/tree/master/graph-convolutional-transformer +''' + +import pandas as pd +import csv +import tensorflow as tf +tf.compat.v1.enable_eager_execution() +import sys +import pickle +from sklearn import model_selection +import argparse +from datetime import datetime +import numpy as np +from scipy.sparse import csr_matrix + + +class EncounterInfo(object): + def __init__(self, patient_id, encounter_id, encounter_timestamp, expired): + self.patient_id = patient_id + self.encounter_id = encounter_id + self.encounter_timestamp = encounter_timestamp + self.expired = expired + self.dx_ids = [] + self.rx_ids = [] + self.labs = {} + self.physicals = [] + self.treatments = [] + self.labvalues = [] + + +def process_patient(infile, encounter_dict, min_length_of_stay=0): + inff = open(infile, 'r') + count = 0 + patient_dict = {} + for line in csv.DictReader(inff): + if count % 100 == 0: + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + patient_id = line['SUBJECT_ID'] + encounter_id = line['HADM_ID'] + encounter_timestamp = line['ADMITTIME'] + if patient_id not in patient_dict: + patient_dict[patient_id] = [] + patient_dict[patient_id].append((encounter_timestamp, encounter_id)) + count += 1 + inff.close() + print('') + print(len(patient_dict)) + patient_dict_sorted = {} + for patient_id, time_enc_tuples in patient_dict.items(): + patient_dict_sorted[patient_id] = sorted(time_enc_tuples) + + inff = open(infile, 'r') + count = 0 + for line in csv.DictReader(inff): + if count % 10000 == 0: + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + patient_id = line['SUBJECT_ID'] + encounter_id = line['HADM_ID'] + encounter_timestamp = datetime.strptime(line['ADMITTIME'], '%Y-%m-%d %H:%M:%S') + expired = line['HOSPITAL_EXPIRE_FLAG'] == "1" + if (datetime.strptime(line['DISCHTIME'], '%Y-%m-%d %H:%M:%S') - encounter_timestamp).days < min_length_of_stay: + continue + + ei = EncounterInfo(patient_id, encounter_id, encounter_timestamp, expired) + if encounter_id in encounter_dict: + print('Duplicate encounter ID!!') + print(encounter_id) + sys.exit(0) + encounter_dict[encounter_id] = ei + count += 1 + inff.close() + print('') + return encounter_dict + + +def process_diagnosis(infile, encounter_dict): + inff = open(infile, 'r') + count = 0 + missing_eid = 0 + for line in csv.DictReader(inff): + if count % 10000 == 0: + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + encounter_id = line['HADM_ID'] + dx_id = line['ICD9_CODE'].lower() + if encounter_id not in encounter_dict: + missing_eid += 1 + continue + encounter_dict[encounter_id].dx_ids.append(dx_id) + count += 1 + inff.close() + print('') + print('Diagnosis without Encounter ID: %d' % missing_eid) + return encounter_dict + + +def process_treatment(infile, encounter_dict): + inff = open(infile, 'r') + count = 0 + missing_eid = 0 + for line in csv.DictReader(inff): + if count % 10000 == 0: + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + encounter_id = line['HADM_ID'] + treatment_id = line['ICD9_CODE'].lower() + if encounter_id not in encounter_dict: + missing_eid += 1 + continue + encounter_dict[encounter_id].treatments.append(treatment_id) + count += 1 + inff.close() + print('') + print('Treatment without Encounter ID: %d' % missing_eid) + return encounter_dict + + +def get_lab_mean_std(lab_file, train_ids): + lab_data = pd.read_csv(lab_file) + lab_data = lab_data[(lab_data['SUBJECT_ID'].astype('str') + ':' + + lab_data['HADM_ID'].apply(lambda x: f'{x:.0f}')).isin(train_ids)] + lab_data = lab_data[lab_data.VALUENUM.notna()] + mean_std = lab_data.groupby('ITEMID').agg({'VALUENUM': ['mean', "std"]}).reset_index() + mean_std = mean_std[mean_std.VALUENUM['mean'].notna() & mean_std.VALUENUM['std'].notna()] + mean_std = dict(zip(np.array(mean_std['ITEMID']).astype('str'), + [(row['VALUENUM']['mean'], row['VALUENUM']['std']) + for _, row in mean_std.iterrows()])) + return mean_std + + +def process_lab(infile, encounter_dict, mean_std): + inff = open(infile, 'r') + count = 0 + missing_eid = 0 + for line in csv.DictReader(inff): + if count % 10000 == 0: + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + encounter_id = line['HADM_ID'] + if len(encounter_id) == 0: + continue + lab_id = line['ITEMID'].lower() + lab_time = datetime.strptime(line['CHARTTIME'], '%Y-%m-%d %H:%M:%S') + if encounter_id not in encounter_dict: + missing_eid += 1 + continue + if lab_id in mean_std: + try: + lab_value = float(line['VALUENUM']) + except: + missing_eid += 1 + continue + mean, std = mean_std[lab_id] + suffix = "_(>10)" + for lab_range in ['-10', '-3', '-1', '-0.5', '0.5', '1', '3', '10']: + if lab_value < float(lab_range) * std + mean: + suffix = "_({})".format(lab_range) + break + admission_time = encounter_dict[encounter_id].encounter_timestamp + if (lab_time - admission_time).days < 1: + encounter_dict[encounter_id].labvalues.append(lab_id + suffix) + count += 1 + inff.close() + print('') + print('Lab without Encounter ID: %d' % missing_eid) + return encounter_dict + + +def build_seqex(enc_dict, + skip_duplicate=False, + min_num_codes=1, + max_num_codes=50): + key_list = [] + seqex_list = [] + dx_str2int = {} + treat_str2int = {} + lab_str2int = {} + num_cut = 0 + num_duplicate = 0 + count = 0 + num_dx_ids = 0 + num_treatments = 0 + num_labs = 0 + num_unique_dx_ids = 0 + num_unique_treatments = 0 + num_unique_labs = 0 + min_dx_cut = 0 + min_treatment_cut = 0 + min_lab_cut = 0 + max_dx_cut = 0 + max_treatment_cut = 0 + max_lab_cut = 0 + num_expired = 0 + + for _, enc in enc_dict.items(): + if skip_duplicate: + if (len(enc.dx_ids) > len(set(enc.dx_ids)) or len(enc.treatments) > len(set(enc.treatments))): + num_duplicate += 1 + continue + + if len(set(enc.dx_ids)) < min_num_codes: + min_dx_cut += 1 + continue + + if len(set(enc.treatments)) < min_num_codes: + min_treatment_cut += 1 + continue + + if len(set(enc.labvalues)) < min_num_codes: + min_lab_cut += 1 + continue + + if len(set(enc.dx_ids)) > max_num_codes: + max_dx_cut += 1 + continue + + if len(set(enc.treatments)) > max_num_codes: + max_treatment_cut += 1 + continue + + if len(set(enc.labvalues)) > max_num_codes: + max_lab_cut += 1 + continue + + count += 1 + num_dx_ids += len(enc.dx_ids) + num_treatments += len(enc.treatments) + num_labs += len(enc.labvalues) + num_unique_dx_ids += len(set(enc.dx_ids)) + num_unique_treatments += len(set(enc.treatments)) + num_unique_labs += len(set(enc.labvalues)) + + for dx_id in enc.dx_ids: + if dx_id not in dx_str2int: + dx_str2int[dx_id] = len(dx_str2int) + + for treat_id in enc.treatments: + if treat_id not in treat_str2int: + treat_str2int[treat_id] = len(treat_str2int) + + for lab_id in enc.labvalues: + if lab_id not in lab_str2int: + lab_str2int[lab_id] = len(lab_str2int) + + seqex = tf.train.SequenceExample() + seqex.context.feature['patientId'].bytes_list.value.append(bytes(enc.patient_id + ':' + + enc.encounter_id, 'utf-8')) + if enc.expired: + seqex.context.feature['label'].int64_list.value.append(1) + num_expired += 1 + else: + seqex.context.feature['label'].int64_list.value.append(0) + + dx_ids = seqex.feature_lists.feature_list['dx_ids'] + dx_ids.feature.add().bytes_list.value.extend(list([bytes(s, 'utf-8') for s in set(enc.dx_ids)])) + + dx_int_list = [dx_str2int[item] for item in list(set(enc.dx_ids))] + dx_ints = seqex.feature_lists.feature_list['dx_ints'] + dx_ints.feature.add().int64_list.value.extend(dx_int_list) + + proc_ids = seqex.feature_lists.feature_list['proc_ids'] + proc_ids.feature.add().bytes_list.value.extend(list([bytes(s, 'utf-8') for s in set(enc.treatments)])) + + proc_int_list = [treat_str2int[item] for item in list(set(enc.treatments))] + proc_ints = seqex.feature_lists.feature_list['proc_ints'] + proc_ints.feature.add().int64_list.value.extend(proc_int_list) + + lab_ids = seqex.feature_lists.feature_list['lab_ids'] + lab_ids.feature.add().bytes_list.value.extend(list([bytes(s, 'utf-8') for s in set(enc.labvalues)])) + + lab_int_list = [lab_str2int[item] for item in list(set(enc.labvalues))] + lab_ints = seqex.feature_lists.feature_list['lab_ints'] + lab_ints.feature.add().int64_list.value.extend(lab_int_list) + + seqex_list.append(seqex) + key = seqex.context.feature['patientId'].bytes_list.value[0] + key_list.append(key) + + print('Filtered encounters due to duplicate codes: %d' % num_duplicate) + print('Filtered encounters due to thresholding: %d' % num_cut) + print('Average num_dx_ids: %f' % (num_dx_ids / count)) + print('Average num_treatments: %f' % (num_treatments / count)) + print('Average num_labs: %f' % (num_labs/ count)) + print('Average num_unique_dx_ids: %f' % (num_unique_dx_ids / count)) + print('Average num_unique_treatments: %f' % (num_unique_treatments / count)) + print('Average num_unique_labs: %f' % (num_unique_labs / count)) + print('Min dx cut: %d' % min_dx_cut) + print('Min treatment cut: %d' % min_treatment_cut) + print('Min lab cut: %d' % min_lab_cut) + print('Max dx cut: %d' % max_dx_cut) + print('Max treatment cut: %d' % max_treatment_cut) + print('Max lab cut: %d' % max_lab_cut) + print('Number of expired: %d' % num_expired) + return key_list, seqex_list, dx_str2int, treat_str2int, lab_str2int + + +def train_val_test_split(patient_ids, random_seed=0): + train_ids, test_ids = model_selection.train_test_split(patient_ids, test_size=0.2, random_state=random_seed) + test_ids, val_ids = model_selection.train_test_split(test_ids, test_size=0.5, random_state=random_seed) + return train_ids, val_ids, test_ids + + +def get_partitions(seqex_list, id_set=None): + total_visit = 0 + new_seqex_list = [] + for seqex in seqex_list: + if total_visit % 1000 == 0: + sys.stdout.write('Visit count: %d\r' % total_visit) + sys.stdout.flush() + key = seqex.context.feature['patientId'].bytes_list.value[0].decode('utf-8') + if (id_set is not None and key not in id_set): + total_visit += 1 + continue + new_seqex_list.append(seqex) + return new_seqex_list + + +def parser_fn(serialized_example): + context_features_config = { + 'patientId': tf.VarLenFeature(tf.string), + 'label': tf.FixedLenFeature([1], tf.int64), + } + sequence_features_config = { + 'dx_ints': tf.VarLenFeature(tf.int64), + 'proc_ints': tf.VarLenFeature(tf.int64), + 'lab_ints': tf.VarLenFeature(tf.int64) + } + (batch_context, batch_sequence) = tf.io.parse_single_sequence_example( + serialized_example, + context_features=context_features_config, + sequence_features=sequence_features_config) + labels = tf.squeeze(tf.cast(batch_context['label'], tf.float32)) + return batch_sequence, labels + + +def tf2csr(output_path, partition, maps): + num_epochs = 1 + buffer_size = 32 + dataset = tf.data.TFRecordDataset(output_path + partition + ".tfrecord") + dataset = dataset.shuffle(buffer_size) + dataset = dataset.repeat(num_epochs) + dataset = dataset.map(parser_fn, num_parallel_calls=4) + dataset = dataset.batch(1) + dataset = dataset.prefetch(16) + count = 0 + np_data = [] + np_label = [] + for data in dataset: + count += 1 + np_datum = np.zeros(sum([len(m) for m in maps])) + dx_pos = tf.sparse.to_dense(data[0]['dx_ints']).numpy().ravel() + proc_pos = tf.sparse.to_dense(data[0]['proc_ints']).numpy().ravel() + \ + sum([len(m) for m in maps[:1]]) + lab_pos = tf.sparse.to_dense(data[0]['lab_ints']).numpy().ravel() + \ + sum([len(m) for m in maps[:2]]) + np_datum[dx_pos] = 1 + np_datum[proc_pos] = 1 + np_datum[lab_pos] = 1 + np_data.append(np_datum) + np_label.append(data[1].numpy()[0]) + sys.stdout.write('%d\r' % count) + sys.stdout.flush() + pickle.dump((csr_matrix(np.array(np_data)), np.array(np_label)), \ + open(output_path + partition + '_csr.pkl', 'wb')) + + +"""Set to where the raw MIMIC CSV files are located. +Set to where you want the output files to be. +""" + + +def main(): + parser = argparse.ArgumentParser(description='File path') + parser.add_argument('--input_path', type=str, default='.', help='input path of original dataset') + parser.add_argument('--output_path', type=str, default='.', help='output path of processed dataset') + args = parser.parse_args() + input_path = args.input_path + output_path = args.output_path + + admission_dx_file = input_path + '/ADMISSIONS.csv' + diagnosis_file = input_path + '/DIAGNOSES_ICD.csv' + treatment_file = input_path + '/PROCEDURES_ICD.csv' + lab_file = input_path + '/LABEVENTS.csv' + encounter_dict = process_patient(admission_dx_file, {}) + encounter_dict = process_diagnosis(diagnosis_file, encounter_dict) + encounter_dict = process_treatment(treatment_file, encounter_dict) + patient_ids = np.array([(encounter_dict[key].patient_id + ':' + + encounter_dict[key].encounter_id) for key in encounter_dict]) + train_ids, val_ids, test_ids = train_val_test_split(patient_ids) + mean_std = get_lab_mean_std(lab_file, train_ids) + encounter_dict = process_lab(lab_file, encounter_dict, mean_std) + key_list, seqex_list, dx_map, proc_map, lab_map = build_seqex( + encounter_dict, skip_duplicate=False, min_num_codes=1, max_num_codes=200) + train_seqex = get_partitions(seqex_list, set(train_ids)) + val_seqex = get_partitions(seqex_list, set(val_ids)) + test_seqex = get_partitions(seqex_list, set(test_ids)) + pickle.dump(dx_map, open(output_path + '/dx_map.p', 'wb'), -1) + pickle.dump(proc_map, open(output_path + '/proc_map.p', 'wb'), -1) + pickle.dump(lab_map, open(output_path + '/lab_map.p', 'wb'), -1) + print("Split done.") + with tf.io.TFRecordWriter(output_path + '/train.tfrecord') as writer: + for seqex in train_seqex: + writer.write(seqex.SerializeToString()) + + with tf.io.TFRecordWriter(output_path + '/validation.tfrecord') as writer: + for seqex in val_seqex: + writer.write(seqex.SerializeToString()) + + with 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* 2, -3] = 1\n", + "x[num_samples//3 * 2:, -2] = 1\n", + "sp_x = sparse.csr_matrix(x)\n", + "pickle.dump(sp_x, open('preprocess_x.pkl','wb'))\n", + "# randomly generate outcome lables for patients\n", + "y = np.random.rand(num_samples) < 0.01\n", + "pickle.dump(y, open('y_bin.pkl','wb'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Train, test, validation splits" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "# random split train, validation and test set\n", + "rand_idx = np.random.rand(num_samples)\n", + "train_idx = np.where(rand_idx < 0.7)[0]\n", + "val_idx = np.where((rand_idx >= 0.7) & (rand_idx < 0.8))[0]\n", + "test_idx = np.where(rand_idx >= 0.8)[0]\n", + "pickle.dump(train_idx, open('train_idx.pkl','wb'))\n", + "pickle.dump(val_idx, open('val_idx.pkl','wb'))\n", + "pickle.dump(test_idx, open('test_idx.pkl','wb'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# downsample young patients \n", + " -- in lower age (bins 0-10, 10-20, 20-30, 30-40, 40-50)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "neg = np.where(y[test_idx] == 0)[0]\n", + "neg_young = np.intersect1d(np.where(np.array(x[train_idx][:,-7:-3].sum(axis = 1)).ravel() == 1)[0], neg)\n", + "pickle.dump(neg_young, open('neg_young.pkl','wb'))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/data/synethic/test_idx.pkl b/data/synethic/test_idx.pkl new file mode 100644 index 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b/data/synethic/val_idx.pkl new file mode 100644 index 0000000000000000000000000000000000000000..0622fe71c7cf6d9f71ddb1e669eb88a57d53b2d4 GIT binary patch literal 974 zcmXZa%_~G<6vy%B8gFyGgcV9@N+?YdWx<9OH?x?~%my>pOih_P^IUh*mDk1OC1w`3 zA~vR!D2qu_mP%MzT9W1;P!xB}_qTXH^_;Uh=WMuiBNb2DUOiz(yz$h66$_bW$W~{~ zh@LPOEi{m|2p}9G-1iw@XkoDONdIRUQ9y?(Sq&h!CoA|F%04i z>KH>C*Kh;3aTha~#X~&7bIjvCKHw`B@C%jV0Gw1|BQ{|xc480q;WP$u4s~3|JDmp}0OL&De$=*ooaZjA4wTfk|9K8&_}>_i!Jxc#1i^#4F6>3x41ye&Y|i xom(rW5k1(C6F7-eIEx{Sqk+q~ifKH;V?4tg=J6Kq@DZQz4c}4LS+YLt{R6U!Wa|I` literal 0 HcmV?d00001 diff --git a/data/synethic/y_bin.pkl b/data/synethic/y_bin.pkl new file mode 100644 index 0000000000000000000000000000000000000000..b730ab95ed7727bf26d7fbf25684aaf9ab6b7e1c GIT binary patch literal 1159 zcmZo*PR=XMEvVE>&M!*U%Pq|*$xJLNO049HFG@|$&nqq|DorloDrA7D;>t^b$QCks zGqe^mIWr~|GPf791QoJscr*IGU~VmBgQ`p^sVqq4DrApfVqjoMGA!iqX7FZgFXRj= z 0: + self.features_ffn = nn.Sequential( + nn.Linear(none_graph_features, out_features//2), + nn.ReLU(), + nn.Dropout(dropout)) + self.out_layer = nn.Sequential( + nn.Linear(out_features + out_features//2, out_features), + nn.ReLU(), + nn.Dropout(dropout), + nn.Linear(out_features, 1)) + for i in range(n_layers): + self.in_att[i].initialize() def data_to_edges(self, data): - if torch.cuda.is_available(): - device = 'cuda' - else: - raise Exception('No CUDA') length = data.size()[0] nonzero = data.nonzero() if nonzero.size()[0] == 0: - return torch.LongTensor([[0], [0]]).to(device), torch.LongTensor([[length + 1], [length + 1]]).to(device) + return torch.LongTensor([[0], [0]]), torch.LongTensor([[length + 1], [length + 1]]) if self.training: mask = torch.rand(nonzero.size()[0]) - mask = mask > 0 + mask = mask > 0.05 nonzero = nonzero[mask] if nonzero.size()[0] == 0: - return torch.LongTensor([[0], [0]]).to(device), torch.LongTensor([[length + 1], [length + 1]]).to( - device) + return torch.LongTensor([[0], [0]]), torch.LongTensor([[length + 1], [length + 1]]) nonzero = nonzero.transpose(0, 1) + 1 lengths = nonzero.size()[1] - input_edges = torch.cat((nonzero.repeat(1, lengths), \ - nonzero.repeat(lengths, 1).transpose(0, 1).contiguous().view((1, lengths ** 2))), - dim=0) + input_edges = torch.cat((nonzero.repeat(1, lengths), + nonzero.repeat(lengths, 1).transpose(0, 1) + .contiguous().view((1, lengths ** 2))), dim=0) nonzero = torch.cat((nonzero, torch.LongTensor([[length + 1]]).to(device)), dim=1) lengths = nonzero.size()[1] - output_edges = torch.cat((nonzero.repeat(1, lengths), \ - nonzero.repeat(lengths, 1).transpose(0, 1).contiguous().view((1, lengths ** 2))), - dim=0) - return input_edges, output_edges + output_edges = torch.cat((nonzero.repeat(1, lengths), + nonzero.repeat(lengths, 1).transpose(0, 1) + .contiguous().view((1, lengths ** 2))), dim=0) + return input_edges.to(device), output_edges.to(device) - def two_layer_block(self, data): + def reparameterise(self, mu, logvar): + if self.training: + std = logvar.mul(0.5).exp_() + eps = std.data.new(std.size()).normal_() + return eps.mul(std).add_(mu) + else: + return mu + + def encoder_decoder(self, data): + N = self.num_of_nodes input_edges, output_edges = self.data_to_edges(data) - h_prime = self.in_att(data, input_edges) - h_prime = self.dropout(h_prime) - out = (self.out_att(h_prime, output_edges)) - return out[-1, :].unsqueeze(0) + h_prime = self.embed(torch.arange(N).long().to(device)) + for attn in self.in_att: + h_prime = attn(input_edges, h_prime) + if self.variational: + h_prime = self.parameterize(h_prime).view(-1, 2, self.out_features) + h_prime = self.dropout(h_prime) + mu = h_prime[:, 0, :] + logvar = h_prime[:, 1, :] + h_prime = self.reparameterise(mu, logvar) + mu = mu[data, :] + logvar = logvar[data, :] + h_prime = self.out_att(output_edges, h_prime) + if self.variational: + return h_prime[-1], 0.5 * torch.sum(logvar.exp() - logvar - 1 + mu.pow(2)) / mu.size()[0] + else: + return h_prime[-1], torch.tensor(0.0).to(device) def forward(self, data): - # 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z)_2J&c=gkeT|v%|bD7Kv(rAU$>KEy5lzg2v)I;T)T3k+++dqt?4nmpyAV= zoMyLID*K2u0j{opffhatDG?o^gJ5$W2kku<-Zsb(9QU+b_A!cO4${co9Lmnt;S;+o z15GKQjK!90Sc9|azjwg5k{V5|&){eek+oWmf3_8Nde4!f!hPg& zsal@Z8BQaMb45gY(ZH(@$df2VEp* zzMEK6XYw@$T7FiNhtiXB4HUI%UK@+|(KD&(w&-f_!vbQ=7^X~m zD^o_uI~Xaz^<<7-`&|4J6<`|wmzQVgY8qI zHlsSB-X{|lpWdH!m`aD;xW1LgbP`X{;qd24xV(V~tLE9nG!F>0=yN?V3}Ms8&i}i% zB(K>MQR&t5QhpNp2p%_q2!?tYgqQ}1Us>zRQd5gJF-BcCLHQdP|TpN zf-P{+>{1MYnCIh#|3yUu=d=v2``}CMFb2rl%SygzXnDl{f~5Pge8o@ejAK4|b2D%^ z-p%~-3OGL2{}=HU1ct=@$J_rCaKTOf7dDcj?fn0b!@2)IU(Tre 0: + torch.save(model.state_dict(), "{}/parameter{}_{}".format(result_root, epoch, idx)) + val_auprc, _ = evaluate(model, val_loader, len(val_y)) + logging.info('epoch:%d AUPRC:%f; loss: %.4f, bce: %.4f, kld: %.4f' % + (epoch + 1, val_auprc, total_loss[0]/idx, total_loss[1]/idx, total_loss[2]/idx)) + print('epoch:%d AUPRC:%f; loss: %.4f, bce: %.4f, kld: %.4f' % + (epoch + 1, val_auprc, total_loss[0]/idx, total_loss[1]/idx, total_loss[2]/idx)) + if idx % 50 == 0 and idx > 0: + t.set_description('[epoch:%d] loss: %.4f, bce: %.4f, kld: %.4f' % + (epoch + 1, total_loss[0]/idx, total_loss[1]/idx, total_loss[2]/idx)) + t.refresh() scheduler.step() - torch.save(model.state_dict(), "%s/parameter%d" % (result_root, epoch + 1)) - - - - +if __name__ == '__main__': + main() diff --git a/utils.py b/utils.py new file mode 100644 index 0000000..dcd4978 --- /dev/null +++ b/utils.py @@ -0,0 +1,68 @@ +import torch +import numpy as np +from sklearn.metrics import precision_recall_curve, auc +from torch.utils.data import Dataset + +if torch.cuda.is_available(): + device = 'cuda' +else: + device = 'cpu' +print(device) + + +def train(data, model, optim, criterion, lbd, max_clip_norm=5): + model.train() + input = data[:, :-1].to(device) + label = data[:, -1].float().to(device) + model.train() + optim.zero_grad() + logits, kld = model(input) + logits = logits.squeeze(-1) + kld = kld.sum() + bce = criterion(logits, label) + loss = bce + lbd * kld + torch.nn.utils.clip_grad_norm_(model.parameters(), max_clip_norm) + loss.backward() + optim.step() + return loss.item(), kld.item(), bce.item() + + +def evaluate(model, data_iter, length): + model.eval() + y_pred = np.zeros(length) + y_true = np.zeros(length) + y_prob = np.zeros(length) + pointer = 0 + for data in data_iter: + input = data[:, :-1].to(device) + label = data[:, -1] + batch_size = len(label) + probability, _ = model(input) + probability = torch.sigmoid(probability.squeeze(-1).detach()) + predicted = probability > 0.5 + y_true[pointer: pointer + batch_size] = label.numpy() + y_pred[pointer: pointer + batch_size] = predicted.cpu().numpy() + y_prob[pointer: pointer + batch_size] = probability.cpu().numpy() + pointer += batch_size + precision, recall, thresholds = precision_recall_curve(y_true, y_prob) + return auc(recall, precision), (y_pred, y_prob, y_true) + + +class EHRData(Dataset): + def __init__(self, data, cla): + self.data = data + self.cla = cla + + def __len__(self): + return len(self.cla) + + def __getitem__(self, idx): + return self.data[idx], self.cla[idx] + + +def collate_fn(data): + # padding + data_list = [] + for datum in data: + data_list.append(np.hstack((datum[0].toarray().ravel(), datum[1]))) + return torch.from_numpy(np.array(data_list)).long()