{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![Urgences - Image CC0 - pexels.com](img/pexels-pixabay-263402.jpg \"Urgences\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Biology Order Prescription\n", "*Levi-Dan Azoulay* \n", "*Shana Zirah* \n", "*Nathane Berrebi* \n", "*Gaspard André* \n", "*Jona Benhamou* \n", "*Ali Bellamine*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plan du document" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les étapes clés de ce projet sont les suivantes :\n", "\n", "- I. Introduction\n", "- II. Téléchargement des données et transformation\n", "- III. Exploration et visualisation les données\n", "- IV. Sélection des variables d'interêts\n", "- V. Définition et entrainement d'une solution d'apprentissage statistique" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# I. Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ## I.1 Contexte" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Chaque jour, environ 50 000 personnes se présentent dans un service d'accueil des urgences (SAU) en France. En moyenne, 75% des patients retournent à domicile, et 20% sont hospitalisés. La durée moyenne de présence au SAU est longue. On estime que seulement 20% attendront moins d'une heure, tandis que ~30% attendront entre 1h et 2H et ~30% attendront en 2 et 4H. Enfin, un peu plus de 10% resteront au SAU entre 4 et 6H. Dans un contexte de pénurie de soignants, le recours à la consultation au SAU est en constante augmentation depuis plusieurs années. L'optimisation du circuit des urgences est une problématique centrale. Le cout humain et financier des dysfonctionnements du circuit et de l'offre de soin est important. \n", "\n", "Le parcours classique du circuit des urgences est le suivant : \n", "1. **Premier contact d'ordre administratif**\n", "2. **Premier contact soignant avec une infirmière d'accueil et d'orientation (IAO) (~M30) avec** :\n", " - Recueil du motif de consultation\n", " - Prise des constantes\n", " - Recueil de quelques antécédents et de l'ordonnance du patient \n", " - Eventuellement ECG \n", "\n", "\n", "Le patient est classé selon un score de gravité (bleu, vert, jaune, orange, rouge, ou 1-2-3-4-5)\n", "\n", "3. **Premier contact médical avec un médecin (~H1)** :\n", " - Interrogatoire\n", " - Examen clinique\n", "\n", " \n", "A la suite de cette consultation, plusieurs cas de figures selon la situation.\n", "Le patient peut sortir avec ou sans ordonnance si le diagnostic est posé par l'examen clinique et ne nécéssite ni examen, ni hospitalisation.\n", "Le patient peut nécéssiter la réalisation d'examens (prise de sang, radiographie, scanner) ou motiver un avis d'un spécialiste. Auquel cas il doit attendre\n", "\n", "4. **Réalisation des examens complémentaire ou d'un avis (prescription, réalisation, récupération)**\n", "5. **Décision finale : Conclusion une fois les examens récupérés. (~H3)**\n", "\n", "Entre chaque étape, le patient attend pendant une durée plus ou moins longue. Le médecin lui « jongle » avec plusieurs patients à la fois à des étapes différentes. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# I.2 Objectifs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous proposons d'aider à **raccourcir le temps entre l'arrivée du patient et sa sortie**, en ne subordonnant pas la décision de réaliser un examen biologique à l'examen clinique du médecin. Nous savons que le temps entre l'arrivée au SAU et la première visite avec le médecin est le temps le plus long et le plus mal vécu par les patients. \n", "\n", "**Nous proposons à l'aide d'un algorithme d'apprentissage statistique de prédire, dès les données fournies par l'IAO, la nécéssité de réaliser un examen de biologie médicale, afin de permettre aux IDE de prélever cet examen juste après l'IAO, de sorte que le médecin dès sa première visite peut conclure avec les résultats de la biologie, qu'il aurait sans cela, demandé et attendu de récuperer avant de conclure et de prendre en charge le patient.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Données d'entréeAlgorithmeDonnées de sortie
Vecteur {0,1}^d d'examens de biologie associée à sa réalisation (1) ou non (0)
AgeMLP
NLP (Embeddings, Word2Vec ...)
Autres
Ionogramme Complet - {0,1}
SexeBilan hépato-biliaire - {0,1}
Motif de consultationNumération sanguine (NFS) - {0,1}
Paramètres vitaux (FC, SpO2, PA, T°, FR, EVA)Glycémie - {0,1}
Ordonnance d'entrée du patientHémostase - {0,1}
...
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# I.3 Définition des métriques" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous proposons d'effectuer la tache suivante : **prédire les examens biologiques qui seront réalisés lors de l'arrivé d'un patient aux urgences** \n", "Les métriques d'évaluation des performances seront :\n", "- L'**accuracy**\n", "- La **precision**\n", "- L'**aire sous la courbe (AUC)**\n", "\n", "La métrique d'évaluation d'un algorithme de machine learning est particulièrement sensible dans le cadre d'une application médicale. \n", "Nous attachons une importance particulière à la **précision**. En effet, une sur-prescription d'examen biologique non indiqué (faux positif) pourrait entrainer un effet contraire à l'effet escompté, en prolongant le temps de prise en charge des personnes concernées, posant, outre un problème financier et un allongement du temps d'attente, un problème éthique." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# II. Téléchargement des données et transformation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les données sont issus du projet MIMIC-IV. \n", "Le projet MIMIC est un projet d'open-data médical initié par l'hopital _Beth Israel Deaconess_ à Boston. \n", "Initialement, seul des données de réanimation été accessible.\n", "\n", "Pour sa 4ème édition, a été mis à disposition un jeu de données couvrant un spectre bien plus large :\n", "- Données relatives aux passages aux urgences\n", "- Données relatives aux hospitalisations\n", "- Données relatives aux séjour en réanimation\n", "- Données de radiographie thoracique avec compte rendu associé" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "L'ensemble de ces données ont été mis à disposition dans le cadre de projets complémentaires :\n", "- [MIMIC-IV](https://physionet.org/content/mimiciv/0.4/) : hospitalisation et réanimation\n", "- [MIMIC-IV-ED](https://physionet.org/content/mimic-iv-ed/1.0/) : urgences\n", "- [MIMIC-IV-CXR](https://physionet.org/content/mimic-cxr/2.0.0/) : radiographie thoracique\n", "\n", "Ces bases sont complémentaires dans le sens où chaque collecte a été faite durant une période temporelle spécifique, qui se recoupe plus où moins. \n", "Certains éléments nécessaires à l'exploitation de MIMIC-IV-ED sont présent dans MIMIC-IV. \n", "La lecture de la documentation de MIMIC-IV et de MIMIC-IV-ED est vivement recommandé (lien ci-dessus).\n", "\n", "En complément, un certains nombre de ressources est disponible sur le site du projet [MIMIC-IV](https://mimic.mit.edu/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II.1 Téléchargement des données" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La base de données de biologie étant volumineuse (nous y reviendrons plus bas), un pré-traitement des données a été effectué. \n", "Le pré-traitement est le suivant :\n", "- Intégration de l'ensemble des données utiles au sein d'une base de données SQLITE\n", "- Tri des lignes de biologies afin de ne conserver que celles répondant au critères suivants :\n", " - Date de réalisation >= date de début du passage aux urgences\n", " - Date de réalisation <= date de fin du passage aux urgences\n", "\n", "*Le script de transformation peut être consulté dans `database_constitution/database_constitution.py`*\n", "\n", "Un token de téléchargement des données vous a normallement été mis à disposition." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", " # Commande à executer dans le terminal\n", " pip install -r requirements.txt\n", " python download_data.py [TOKEN]\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II.2 Transformation des données au format tabulaire" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les données sont extraites depuis la base de données SQLITE de la façon suivante :\n", " - Récupération et aggrégation des informations suivantes pour chaque consultation aux urgence identifié par un identifiant unique *stay_id* :\n", " - Date de passage *intime*\n", " - Genre *gender*\n", " - Age *age*\n", " - Température à l'accueil **temperature**\n", " - Fréquence Cardiaque à l'accueil **heartrate**\n", " - Fréquence respiratoire à l'accueil **resprate**\n", " - Saturation en Oxygène à l'accueil **o2sat**\n", " - Pression artérielle Systolique à l'accueil (**sbp**) et Diastolique (**dbp**)\n", " - Cotation de douleur à l'accueil **pain**\n", " - Motif de consultation à l'accueil **chiefcomplaint**\n", " - Consultation dans les 7 derniers jours **last_7** ou 30 derniers jours **last_30**\n", " - Antécédents connus au moment de la consultation selon la Classification Internationale des Maladies (CIM) : CIM-9 **icd9** ou CIM10 **icd10**\n", " - Traitements habituels du patient lors de sa consultation, Generic Sequence Number (GSN) (**gsn**)\n", " - Récupération des examens prescrits pour chaque consultation aux urgences :\n", " - Les examens ont été regroupés par paquet correspondant aux techniques de laboratoire et aux organes / aspects fonctionnels explorés sur base de connaissance métier.\n", " - Il s'agit pour chaque paquet d'examen d'une variables binaire indiquant si l'examen a été prescrit au moins une fois durant le passage aux urgences\n", " - La prescription est identifié par la présence d'un résultat d'examen dans la table de résultats d'examens biologiques **labevents**\n", " - Les différentes modalités d'examens sont :\n", " - Cardiaque (**Cardiaque**)\n", " - Coagulation (**Coagulation**)\n", " - Gazométrie (**Gazometrie**)\n", " - Glycemie Sanguine (**Glycemie_Sanguine**)\n", " - Hépato-biliaire (**Hepato-Biliaire**)\n", " - Ionogramme Complet (**IonoC**)\n", " - Lipase (**Lipase**)\n", " - Numération de Formule Sanguine (**NFS**)\n", " - Phospho-Calcique (**Phospho-Calcique**)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from bop_scripts import preprocessing\n", "\n", "lab_dictionnary = pd.read_csv(\"./config/lab_items.csv\").set_index(\"item_id\")[\"3\"].to_dict()\n", "get_drugs, get_diseases = True, True\n", "\n", "X = preprocessing.generate_features_dataset(\n", " database=\"./data/mimic-iv.sqlite\",\n", " get_drugs=get_drugs,\n", " get_diseases=get_diseases\n", ")\n", "\n", "y = preprocessing.generate_labels_dataset(\n", " database=\"./data/mimic-iv.sqlite\",\n", " lab_dictionnary=lab_dictionnary,\n", ")\n", "\n", "# Par conception, last_7 et last_30 doivent valoir 0 lorsque manquant\n", "X[\"last_7\"] = X[\"last_7\"].fillna(0)\n", "X[\"last_30\"] = X[\"last_30\"].fillna(0)\n", "\n", "assert((X[\"stay_id\"] != y[\"stay_id\"]).sum() == 0) # Sanity check" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Train - test split\n", "# Nous gardons 10 000 lignes pour l'évaluation\n", "\n", "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=10000, random_state=42\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# III. Exploration et visualisation les données" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Avant d'explorer en détail les données, nous procédons à une identification et un nettoyage des données abérrantes.\n", "Ce nettoyage est effectué à partir de la documentation de MIMIC, de la visualisation des données et de connaissances métier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III.1. Identification et suppression des outliers" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [], "source": [ "import importlib\n", "from bop_scripts import visualisation\n", "importlib.reload(visualisation)\n", "\n", "from bop_scripts.visualisation import plot_all_scatter, plot_missing_outcome, plot_missing_bar, plot_correlation, plot_labels_frequencies_and_correlation, plot_box_variable_label_distribution, plot_odd_word_wc\n", "from bop_scripts.preprocessing import remove_outliers" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "variables = [\"temperature\", \"heartrate\", \"resprate\", \"o2sat\", \"sbp\", \"dbp\", \"pain\"]\n", "plot_all_scatter(X_train, variables, ncols=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "De facon évidente, des **outliers** sont présents dans le dataset. \n", "\n", "Une temperature au dela de 150°F, un rythme cardiaque au dela de 400 bpm, une saturation en oxygène au dela de 100%, ou une douleur coté au-dessus de 10 sur une echelle de 0 à 10, correspondent à des données abberantes. \n", "\n", "A l'aide de la visualisation des données, de la documentation de MIMIC, et de connaissances métier, nous definissons des intervalles pour ces variables et supprimons les outliers" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ntotalpourcentage
temperature5154146710.12
heartrate304211790.01
resprate784178370.02
o2sat1374175520.03
sbp2694198880.06
dbp6264190600.15
pain116144095252.84
\n", "
" ], "text/plain": [ " n total pourcentage\n", "temperature 515 414671 0.12\n", "heartrate 30 421179 0.01\n", "resprate 78 417837 0.02\n", "o2sat 137 417552 0.03\n", "sbp 269 419888 0.06\n", "dbp 626 419060 0.15\n", "pain 11614 409525 2.84" ] }, "execution_count": 165, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables_ranges = {\n", " \"temperature\":[60,130],\n", " \"heartrate\":[20, 300],\n", " \"resprate\":[5, 50],\n", " \"o2sat\":[20, 100],\n", " \"sbp\":[40, 250],\n", " \"dbp\":[20, 200],\n", " \"pain\":[0,10]\n", "}\n", "\n", "X_train_clean, outliers = remove_outliers(X_train, variables_ranges)\n", "outliers.round(2)" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_all_scatter(X_train_clean, variables, ncols=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La **distribution des variables après suppression des outliers.**\n", "\n", "On observe une **distribution normale** des variables comme la fréquence cardiaque, la pression arterielle ou la température" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III.2. Analyse des valeurs manquantes" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "categorical_features = ['gender', \"last_7\", \"last_30\"]\n", "continuous_features = ['age', 'temperature', 'heartrate', 'resprate', 'o2sat', 'sbp', 'dbp', 'pain']\n", "features = categorical_features+continuous_features\n", "labels = y_train.columns.values[1:].tolist()\n", "\n", "plot_missing_outcome(X_train_clean, y_train, features, labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous observons que le taux de prises de sang prescrites augmente avec le nombre de valeurs manquantes.\n", "En effet, plus le nombre de features est manquant, plus les patients ont eu une prise de sang.\n", "La variable *donnée manquante* n'est donc pas indépendante de la target variable à prédire. \n", "\n", "Nous avons observé, en regardant de plus près les motifs de consultation des patients avec beaucoup de données manquantes, qu'il s'agissait en réalité, des **patients les plus graves**. \n", "Il s'agissait typiquement de traumatismes sévères, d'urgences neuro-chirurgicales, d'arrêts cardiaques, ou d'états de choc, ayant conduits les patients **directement en service d'accueil des urgences vitales (le déchocage), sans passer par le triage et l'infirmier d'accueil.**. Cela peut se faire quand le camion du SAMU transfert directement ces patients en salle de déchocage. La prise en charge (et donc la mesure de leurs constantes vitales) a donc été réalisé directement en shuntant le parcours classique, compte tenu de la gravité de leur état médical. \n", "Il pouvait aussi s'agir de patients moins graves mais particulièrement **agités**, ou dont l'état rend la prise en charge à l'IAO complexe et nécéssite donc directement l'examen par un médecin, ou l'administration d'un traitement initial (sédation par exemple).\n", "\n", "**Au total,**\n", "\n", "- **le nombre de features manquants est directement associé à la variable d'intêret (target)**\n", "\n", "- **le nombre de features manquants est un surrogate de l'état et de la gravité des patients.**" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_missing_bar(X, features)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Le pourcentage de données manquantes concernant les features ne dépasse pas 5% pour chaque variable** (à l'exception de la variable \"pain\" qui atteint 7 %). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# III.3. Visualisation des corrélations" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "features_for_corr = ['temperature', 'heartrate','resprate','o2sat', 'sbp','dbp']\n", "plot_correlation(X_train_clean, features_for_corr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On observe **quelques corrélations caractéristiques** et attendues entre certaines variables:\n", "- Entre la pression arterielle systolique et diastolique\n", "- Entre la température et le rythme cardiaque (une fièvre engendre physiologiquement une tachycardie)\n", "- Entre le rythme cardiaque et le rythme respiratoire (un état de choc, un exercice physique ou une attaque de panique peuvent accélerer le rythme cardiaque et le rythme respiratoire de facon conjointe)\n", "\n", "Cependant, on note **de manière générale une corrélation plutôt faible dans la globalité des variables prédictives entre elles.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# III. 4. Analyse du texte" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_odd_word_wc(X, y, \"chiefcomplaint\", labels, min_occurrence=3, ncols=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ici nous représentons les **motifs de consultations** les plus associé à la prescription où non d'un type d'examen biologique. Cette mesure de force d'associé est effectué par le calcul d'un rapport de côte. Les termes présentant ayant un rapport de côte le plus élevé sont affichés dans chaque groupe.\n", "\n", "Ainsi on observe la capacité éventuelle de la variable \"motif de consultation\" à discriminer les patients ayant recu une prise de sang et son type.\n", "\n", "Par exemple, on observe que les motifs de consultations prédominants chez les patients ayant bénéficié d'un bilan hépatique sont la présence d'ascite, d'un ictère (jaunisse), d'une pancréatite, d'une colique hépatique, d'une cholecystite, de vomissements. Ces motifs ne sont pas présents de facon prédominante chez les patients n'ayant pas recu de bilan sanguin." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# III. 5. Exploration des labels" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "labels = y_train.columns.values[1:].tolist()\n", "plot_labels_frequencies_and_correlation(y, labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Concernant la **fréquence de réalisation de chaque examen biologique.**, environ 50% patients ont bénéficié d'au moins un des examens parmi NFS, ionogramme sanguin, gaz du sang tandis que les autres examens biologiques étaient réalisés chez à peu près 20%.\n", "\n", "On observe une **corrélation importante entre les 3 variables (labels)** les plus fréquentes, traduisant un co-occurence de leur réalisation aux urgences, à savoir NFS, ionogramme sanguin et gaz du sang. Il existe également une **corrélation importante entre ces 3 variables et le reste des examens biologiques.** \n", "\n", "Autrement dit, quand une prise de sang est réalisée, dans la grande majorité des cas, celle-ci comprend en général **au moins une NFS, un ionogramme et un gaz du sang** (ces 3 examens se comportent presque comme un cluster) **plus ou moins** d'autres modalités d'examens biologiques." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# III. 6. Association entre les features et labels" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "features = [\"age\", \"temperature\", \"sbp\", \"dbp\", \"heartrate\", \"resprate\", \"o2sat\", \"pain\"]\n", "labels = [\"NFS\", \"IonoC\", \"Cardiaque\", \"Hepato-Biliaire\"]\n", "plot_box_variable_label_distribution(X_train_clean, y_train, features, labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour 4 labels (NFS, ionogramme, biomarqueurs cardiaques et bilan hépatique), nous visualisons les **valeurs médianes des différents features selon que l'examen biologique ait été réalisé ou non.**\n", "\n", "On observe de facon générale, un âge, une température, et un rythme cardiaque plus élevés et une saturation en oxygène plus basse chez les patients avec bilan sanguin, en comparaison au patients non prélevés. \n", "\n", "On observe de facon générale **un faible pouvoir discriminant** de ces critères pris isolément pour distinguer les patients ayant bénéficié d'une prise de sang des autres." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# IV. Sélection des variables d'interêts" ] }, { "cell_type": "code", "execution_count": 605, "metadata": {}, "outputs": [], "source": [ "from bop_scripts.models import generate_model, get_features_selection\n", "from bop_scripts.visualisation import vizualize_features_selection\n", "from sklearn.linear_model import LogisticRegression\n", "\n", "_, X_train_clean_subset, _, y_train_subset = train_test_split(\n", " X_train_clean, y_train, test_size=500, random_state=42" ] }, { "cell_type": "code", "execution_count": 606, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "qualitatives_variables = [\"gender\", \"last_7\", \"last_30\"]\n", "quantitatives_variables = ['age', 'temperature', 'heartrate', 'resprate', 'o2sat', 'sbp', 'dbp', 'pain']\n", "text_variables = [\"chiefcomplaint\"]\n", "\n", "scores = get_features_selection(X_train_clean_subset, y_train_subset.iloc[:,1:], \n", " LogisticRegression(class_weight=\"balanced\", C=1, solver=\"liblinear\", max_iter=50),\n", " qualitatives_variables, quantitatives_variables, text_variables[0], min_features=8)\n", "vizualize_features_selection(scores, \"roc_auc\", n_score_max=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Afin d'évaluer les combinaisons idéales de variables, nous avons entrainé et mesuré les performances de l'ensemble des modèles contenant entre 7 et 11 variables pour l'ensemble des labels.\n", "Les performances ont été arrondis à la deuxième décimale. \n", "Lorsque deux modèles présentaient les mêmes performances, le modèle contenant le moins de variables était retenu.\n", "\n", "L'enjeu est d'évaluer :\n", "- Si des modèles plus petits performent aussi bien que de grand modèles\n", "- Si certaines variables n'apportaient aucun gain de performance de manière systématique\n", "\n", "Le texte a été traité à l'aide d'un **CountVectorizer** et l'ensemble des modèles ont étés entrainés à l'aide d'une régression logistique. L'algorithme d'optimisation utilisé a été **liblinear** qui convergeait plus rapidement dans le cadre de notre problème où un conditionnement par normalisation des variables a été effectué." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On observe une certaine hétérogénéité des variables conduisant à l'obtention d'un meilleur modèle selon le label à prédire. \n", "\n", "**Aucune variable ne s'est montrée systématiquement inutile**. \n", "\n", "A l'opposé, on identifie un fort poids des variables suivantes au sein des meilleurs modèles:\n", "- **Age**\n", "- Avoir consulté dans les 7 ou 30 derniers jours (**last_7** ou **last_30**) \n", "- Motif de consultation (**chiefcomplaint**) \n", "\n", "Chose notable, certains modèles semblent bénéficier de l'association de **last_7** et de **last_30**. \n", "\n", "Il faut toutefois noter que les modèles proposés présentent de **faibles variations**, ces dernières pouvant être lié à des **fluctuactions d'échantillonage lors de la cross-validation**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# V. Définition et entrainement d'une solution d'apprentissage statistique" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A partir des explorations précédents, nous proposons d'inclure l'ensemble des variables dans le modèle final. \n", "Nous entrainerons **un modèle par label à prédire** plutôt qu'un modèle multi-label.\n", "\n", "**Nous inclurons l'ensemble des variables explorées**, c'est à dire :\n", "- genre\n", "- last_7\n", "- last_30\n", "- age\n", "- temperature\n", "- heartrate\n", "- resprate\n", "- o2sat\n", "- sbp\n", "- dbp\n", "- pain\n", "- chiefcomplaint\n", "\n", "Ce choix est motivé de la façon suivante :\n", "- Notre exploration des variables d'intérêt ne rend pas compte de potentielles relation complexes entre les features.\n", "- Aucunes des variables analysées n'ont montrées l'absence total d'intérêt au sein des différents modèles.\n", "- Il existe un rationel métier / physiologique en faveur de l'intérêt de ces variables." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous nous proposons d'explorer deux modèles :\n", "- Une classification à l'aide d'une **régression logistique**, entrainé à l'aide d'un algorithme stochastique (SAG, SAGA) afin d'éviter d'effectuer le calcul de gradient sur l'ensemble du jeu de données (contenant plus de 500 000 éléments)\n", "- Une classification à l'aide d'un réseau de neurones : **Multi Layer Percreptron (MLP)**. Le réseau sera entrainé sur un maximum de 50 epochs, nous procéderons à un arrêt précoce de l'entrainement par cross-validation du F1-score sur un jeu de validation indépendant.\n", "\n", "La validation est effectué sur un jeu de données de validation de 10 000 éléments.\n", "Nous avons considéré qu'il n'était pas nécessaire de procéder à une validation par cross-validation répété, dans la mesure où nous avons observés une forte reproductibilité de nos résultats durant nos différents entrainements et surtout du fait de la grande taille des échantillons d'entrainement (plus de 500 000 éléments) et de validation (10 000)." ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [], "source": [ "from bop_scripts.models import generate_model, fit_all_classifiers\n", "from bop_scripts.visualisation import display_model_performances\n", "\n", "qualitatives_variables = [\"gender\", \"last_7\", \"last_30\"]\n", "quantitatives_variables = ['age', 'temperature', 'heartrate', 'resprate', 'o2sat', 'sbp', 'dbp', 'pain']\n", "text_variables = [\"chiefcomplaint\"]\n", "labels = y_train.columns[1:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## V. 1. Régression logistique" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "def lr_classifier_fn ():\n", " lr_classifier = generate_model(\n", " LogisticRegression(class_weight=\"balanced\", solver=\"saga\"),\n", " qualitatives_variables,\n", " quantitatives_variables,\n", " text_variables[0],\n", " remove_outliers=True,\n", " outliers_variables_ranges=variables_ranges,\n", " CountVectorizer_kwargs={\"ngram_range\":(1,1), \"max_features\":600}\n", " )\n", "\n", " return lr_classifier\n", "\n", "lr_classifiers = fit_all_classifiers(\n", " lr_classifier_fn,\n", " X_train,\n", " y_train.iloc[:,1:],\n", " hide_warnings=True\n", ")" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_model_performances(lr_classifiers, X_test, y_test[labels], threshold=0.5, algorithm_name=\"régression logistique\", ncols=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## V. 2. Réseau de neurone (MLP)" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [], "source": [ "from bop_scripts.nn_models import torchMLPClassifier_sklearn, torchMLP\n", "import torch\n", "\n", "device = \"cuda:0\" if torch.cuda.is_available() else \"cpu\"\n", "def torch_classifier_fn ():\n", "\n", " torch_classifier = torchMLPClassifier_sklearn(\n", " torchMLP,\n", " early_stop_validations_size=10000,\n", " early_stop=True,\n", " early_stop_metric=\"f1\",\n", " early_stop_tol=1,\n", " n_epochs=50,\n", " device_train= device,\n", " device_predict=\"cpu\",\n", " class_weight=\"balanced\",\n", " learning_rate=1e-4,\n", " verbose=False\n", " )\n", "\n", " torch_sklearn_classifier = generate_model(\n", " torch_classifier,\n", " qualitatives_variables,\n", " quantitatives_variables,\n", " text_variables[0],\n", " remove_outliers=True,\n", " outliers_variables_ranges=variables_ranges,\n", " CountVectorizer_kwargs={\"ngram_range\":(1,1), \"max_features\":600}\n", " )\n", "\n", " return torch_sklearn_classifier\n", "\n", "torch_sklearn_classifiers = fit_all_classifiers(\n", " torch_classifier_fn,\n", " X_train,\n", " y_train.iloc[:,1:],\n", " verbose=False\n", ")" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_model_performances(torch_sklearn_classifiers, X_test, y_test.iloc[:,1:], threshold=0.5, algorithm_name=\"MLP\", ncols=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Nous observons des performances légèrement meilleures avec un modèle base sur des réseau de neurones en comparaison à une régression logistique**. Ces différences restent tout de même assez modestes. \n", "Pour des raisons de concision et de lisibilité du rapport, nous avons pas fait état de l'ensemble de nos expérimentations, nous avons toutefois essayés plusieurs architectures de réseaux de neurones, des modifications d'optimiseur, des modifications des paramètres d'apprentissage et avons conservé les modèles les plus performants. \n", "\n", "Concernant les pistes d'amélioration, il semble nécessaire d'ajouter de nouvelles features afin d'obtenir des meilleurs performances. Ainsi, nous pourrions par exemple exploiter :\n", "- Les informations textuelles de manière plus fines, par exemple à l'aide d'embeddings\n", "- Exploiter les **antécédents connus**\n", "- Exploiter les **traitements en cours**\n", "\n", "A ce titre, nous avons effectués plusieurs expérimentations qui ne nous ont toutefois pas permis d'améliorer le modèle :\n", "- Utilisation d'embeddings de type Fastext où embedding contextuel à l'aide des modèle BERT-base ou BioBert\n", "- Représentation des antécédents sous forme d'embedding à l'aide du modèle d'embedding des codes de classification internationale des maladies (ICD-9 / ICD-10) issus du projet *icd-codex* : https://github.com/icd-codex/icd-codex\n", "- Représentation des traitements en cours par leurs appartenance à une des grande classes selon la classification ATC (anatomique, thérapeutique et chimique)\n", "- Conceptions d'embeddings d'ordonnance crée par l'entrainement d'un réseau de neurone à identifier la co-prescription de pairs de molécules, stratégie voulue comme analogue aux méthodes *CBOW* et *skip-gram*\n", "\n", "Bien que l'ensemble de ces méthodes ne nous aient pas données de résultats satisfaisant, nous considérons que chacune demanderait un temps d'exploration plus approfondie avant d'en conclure en leurs inefficacité.\n", "\n", "Nous attirons l'attention du lecteur sur quelques points nécessaire à l'interprétation des performances :\n", "- La non prédiction d'un examen à prescrire (**Faux Négatif**) engendre essentiellement un coût d'opportunité, correspondant au temps qui aurait été gagné si l'examen aurait été correctement prédit. **Ce Faux Négatif n'a pas d'impact sur le fonctionnement habituel du service. Cela revient à \"faire comme d'habitutde\".**\n", "- La prédiction à tord d'un examen à prescrire (**Faux Positif**) engendre de nombreux coûts :\n", " - Coût relatif à la gêne occasionné au patient par la réalisation de l'acte de prélèvement (geste invasif)\n", " - Une potentielle prolongation inutile de la durée du passage dans le service\n", " - Une augmentation de la charge de travail du personnel soignant ayant potentiellement pour conséquence un ralentissement des autres prises en charge\n", " - Coût financier\n", "\n", "Ainsi, nous attendons que notre algorithme une diminution de taux de faux positifs, c'est à dire une maximisation de la précision. En statistique bio-médicale cette métrique se nomme la **Valeur Prédictive Positive (VPP)** dont le seuil d'acceptabilité resterait à définir." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notre modèle présente des performances très limité dans la prédiction de la prescription d'examen **Phospho-calcique**, **Lipase**, **Hepato-Biliaire** et **Glycémie Sanguine**. La forme des courbes ROC de ces derniers laisse entrevoir une difficulté à trouver un compromis entre précision et recall. Nous pensons que cela s'expliquer par deux facteurs :\n", "- La fréquence de réalisation de ces examens est plus faible que celle des autres examens (autours de 20%), constituant partiellement un problème d'entrainement sur échantillons déséquilibré. Il pourrait à ce titre être intéressant d'explorer une approche autours de la gestion de jeux de données déséquilibré (ré-équilibrage par suppression d'examples négatifs, augmentation de dataset par génération de données synthétiques (par exemple à l'aide de l'outils SMOTE))\n", "- Les données actuelles n'encodent pas assez d'information pour discriminer un patient ayant où n'ayant pas besoin d'un de ces types d'examens.\n", "\n", "Concernant la marqueur **Cardiaque** et la **coagulation** nous identifions de relatives bonnes performances qui restent à notre avis malgré tout en deça de performances acceptables pour une utilisation pratique de l'outils. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Enfin, pour la **NFS**, le **Ionogramme complet** et la **Gazométrie**, qui sont les examens les plus couramment réalisés, nous disposons de performances correctes avec **la possibilité de maximiser la précision en sacrifiant du recall par ajustement du seuil de décision de la positivité de la prédiction.**\n", " \n", "C'est ce que nous envisageons enfin ci-dessous" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "display_model_performances(torch_sklearn_classifiers, X_test, y_test.iloc[:,1:], threshold=0.5, algorithm_name=\"MLP\", ncols=2)" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "exams = [\"NFS\", \"IonoC\", \"Gazometrie\"]\n", "exams_classifiers = dict([(x,y) for x, y in torch_sklearn_classifiers.items() if x in exams])\n", "display_model_performances(exams_classifiers, X_test, y_test[exams], threshold=0.7, algorithm_name=\"MLP\", ncols=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Nous obtenons ainsi des précisions (métrique d'intêret comme expliqué plus haut) et des AUC dépassants 80% avec une minimisation des faux positifs, lesquels représentent moins de 5% du test set.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quelques remarques finales avant de conclure: \n", "\n", "A noter que le temps de réalisation d'un examen se décompose de la façon suivante :\n", "- Temps technique de prélèvement\n", "- Temps d'acheminement de l'examen au laboratoire\n", "- Temps de traitement de la demande au laboratoire\n", "- Temps de mesure au sein de l'automate\n", "\n", "Ainsi, le temps de mesure au sein de l'automate ne correspond qu'à une petite partie du temps nécessaire à la réalisation d'un examen. \n", "Il est donc possible, lorsque l'échantillon sanguin est compatible, de faire réaliser **à posteriori** (en appelant le laboratoire par example qui se charge de processer à nouveau le même tube de sang déja acheminé) un où des examens complémentaires sur ce même prélèvement. \n", "**Ainsi, pour certains examens, la seule prédiction d'une modalité est suffisante pour maintenir la pertinence du système,** c'est notamment le cas pour : **IonoC**, **Cardiaque**, **Lipase**, **Hépato-biliaire** et **Phospho-calcique**, lesquels sont des examens pratiqués dans le même laboratoire de **biochimie**. \n", "\n", "Ce n'est toutefois pas le cas pour la **coagulation** (réalisé au laboratoire d'hémostase). \n", "\n", "Enfin l'examen glycémie sanguine peut quand à lui être substitué par des mesures capillaires se faisant extrêmement rapidement.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**En conclusion :**\n", "\n", "- **Nous avons developpé un outil de prediction, basé sur un réseau de neurone, permettant, à partir de données simples, obtenues dans les premières minutes d'une consultation aux urgences, de prédire correctement la nécéssité de réaliser une NFS, un ionogramme complet et une gazométrie.**\n", "\n", "- **Nous reconnaissons qu'une amélioration des performances prédictive est possible (en étudiant les performances de modèles intégrants les antécédents et traitements en cours des patients) et serait attendu en vue d'obtenir un système optimal avant d'envisager un déploiement.**" ] } ], "metadata": { "interpreter": { "hash": "28b293e0c0671e44c7281dde6399c7c7419d3faca031d22494da8635907ada72" }, "kernelspec": { "display_name": "Python 3.9.7 ('base')", "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": "3.9.9" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }