At-admission prediction of mortality and pulmonary embolism in an international cohort of hospitalised patients with COVID-19 using statistical and machine learning methods
- Type de publi. : Article dans une revue
- Date de publi. : 16/07/2024
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Auteurs :
Munib MesinovicXin Ci WongGiri Shan RajahramBarbara Wanjiru CitarellaKalaiarasu PeariasamyFrank van Someren GrevePiero OlliaroLaura MersonLei CliftonChristiana KartsonakiSheryl Ann AbdukahilNurul Najmee AbdulkadirRyuzo AbeLaurent AbelAmal AbrousLara AbsilAndrew AckerShingo AdachiElisabeth AdamEnrico AdrianoDiana AdriãoSaleh Al AgeelShakeel AhmedMarina AielloKate AinscoughEka AirlanggaTharwat AisaAli Ait HssainYounes Ait TamlihatTakako AkimotoErnita AkmalEman Al QasimRazi AlalqamAngela AlbertiTala Al-DabbousSenthilkumar AlegesanCynthia AlegreMarta AlessiBeatrice AlexKévin AlexandreAbdulrahman Al-FaresHuda AlfoudriAdam AliImran AliKazali Enagnon AlidjnouJeffrey AliudinQabas AlkhafajeeClotilde AllavenaNathalie AllouJoão AlvesJoão Melo AlvesRita AlvesJoana Alves CabritaMaria AmaralNur AmiraHeidi AmmerlaanPhoebe AmpawRoberto AndiniClaire AndréjakAndrea AnghebenFrançois AngoulvantSéverine AnsartSivanesen AnthonidassMassimo AntonelliCarlos Alexandre Antunes de BritoKazi Rubayet AnwarArdiyan ApriyanaYaseen ArabiIrene AragaoFrancisco ArancibiaCarolline AraujoAntonio ArcadipanePatrick ArchambaultLukas ArenzJean-Benoît ArletChristel Arnold-DayLovkesh AroraRakesh AroraElise Artaud-MacariDiptesh AryalMotohiro AsakiAngel AsensioElizabeth AshleyMuhammad AshrafJean Baptiste AssieAmirul AsyrafAnika AtiqueAm Udara Lakshan AttanyakeJohann AuchabieHugues AumaitreAdrien AuvetLaurène AzemarCecile AzoulayBenjamin BachDelphine BacheletClaudine BadrNadia BaigJ. Kenneth BaillieJ Kevin BairdErica BakAgamemnon BakakosNazreen Abu BakarAndriy BalMohanaprasanth BalakrishnanValeria BalanFirouzé Bani-SadrRenata BarbalhoNicholas Yuri BarbosaWendy BarclaySaef Umar BarnettMichaela BarnikelHelena BarrasaAudrey BarreletCleide BarrigotoMarie BartoliJoaquín BaruchRomain BasmaciMuhammad Fadhli Hassin BasriDenise BattagliniJules BauerDiego Fernando Bautista RinconDenisse Bazan DowAbigail BeaneAlexandra BedossaKer Hong BeeHusna BegumSylvie BehilillAlbertus BeishuizenAleksandr BeljantsevDavid BellemareAnna BeltrameBeatriz Amorim BeltrãoMarine BeluzeNicolas BenechLionel Eric BenjimanDehbia BenkerrouSuzanne BennettLuís BentoJan-Erik BerdalDelphine BergeaudHazel BerginGiulia BertoliLorenzo BertolinoSimon BessisAdam BetzSybille BevilcaquaKarine BezulierAmar BhattKrishna BhavsarClaudia BiancoFarah Nadiah BidinMoirangthem Bikram SinghFelwa Bin HumaidMohd Nazlin Bin KamarudinZeno BisoffiFrançois BissuelPatrick BistonLaurent BitkerJonathan BittonPablo Blanco-SchweizerCatherine BlierFrank BloosMathieu BlotLucille BlumbergFilomena BocciaLaetitia BodenesDebby BogaertAnne-Hélène BoivinIsabela BolañosPierre-Adrien BolzeFrançois BompartPatrizia BonelliAurelius BonfasiusDiogo BorgesRaphaël BorieHans Martin BosseElisabeth Botelho-NeversLila BouadmaOlivier BouchaudSabelline BouchezDounia BouhmaniDamien BouhourKevin BouillerLaurence BouilletCamile BouisseThipsavanh BounphiengsyLatsaniphone BountthasavongAnne-Sophie BoureauJohn BourkeMaude BouscambertAurore BousquetJason BouziotisBianca BoxmaMarielle Boyer-BesseyreMaria BoylanFernando Augusto BozzaAxelle BraconnierCynthia BragaTimo BrandenburgerFilipa Brás MonteiroLuca BrazziDorothy BreenPatrick BreenDavid BrewsterKathy BrickellAlex BrowneShaunagh BrowneNicolas BrozziMarjolein Brusse-KeizerNina BuchtelePolina BugaevaMarielle BuissonDanilo BuonsensoErlina BurhanAidan BurrellIngrid BustosDenis ButnaruAndré CabieSusana CabralEder CaceresCyril CadozRui Caetano GarcêsMia CallahanKate CalligyJose 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Organismes :
University of Oxford
University of Oxford
University of Oxford
University of Oxford
University of Oxford
Human genetics of infectious diseases: Complex predisposition
French COVID cohort study group
Department of Mathematics and Statistics
Centre Hospitalier Universitaire de Rennes [CHU Rennes] = Rennes University Hospital [Pontchaillou]
Centre Hospitalier Universitaire [CHU Grenoble]
Université Grenoble Alpes
Hypoxie et PhysioPathologie
Centre Hospitalier Universitaire de Rennes [CHU Rennes] = Rennes University Hospital [Pontchaillou]
ARN régulateurs bactériens et médecine
Centre Hospitalier Universitaire [CHU Grenoble]
Centre Hospitalier Universitaire de Rennes [CHU Rennes] = Rennes University Hospital [Pontchaillou]
Institut de recherche en santé, environnement et travail
- Publié dans Scientific Reports le 26/10/2020
Résumé : By September 2022, more than 600 million cases of SARS-CoV-2 infection have been reported globally, resulting in over 6.5 million deaths. COVID-19 mortality risk estimators are often, however, developed with small unrepresentative samples and with methodological limitations. It is highly important to develop predictive tools for pulmonary embolism (PE) in COVID-19 patients as one of the most severe preventable complications of COVID-19. Early recognition can help provide life-saving targeted anti-coagulation therapy right at admission. Using a dataset of more than 800,000 COVID-19 patients from an international cohort, we propose a cost-sensitive gradient-boosted machine learning model that predicts occurrence of PE and death at admission. Logistic regression, Cox proportional hazards models, and Shapley values were used to identify key predictors for PE and death. Our prediction model had a test AUROC of 75.9% and 74.2%, and sensitivities of 67.5% and 72.7% for PE and all-cause mortality respectively on a highly diverse and held-out test set. The PE prediction model was also evaluated on patients in UK and Spain separately with test results of 74.5% AUROC, 63.5% sensitivity and 78.9% AUROC, 95.7% sensitivity. Age, sex, region of admission, comorbidities (chronic cardiac and pulmonary disease, dementia, diabetes, hypertension, cancer, obesity, smoking), and symptoms (any, confusion, chest pain, fatigue, headache, fever, muscle or joint pain, shortness of breath) were the most important clinical predictors at admission. Age, overall presence of symptoms, shortness of breath, and hypertension were found to be key predictors for PE using our extreme gradient boosted model. This analysis based on the, until now, largest global dataset for this set of problems can inform hospital prioritisation policy and guide long term clinical research and decision-making for COVID-19 patients globally. Our machine learning model developed from an international cohort can serve to better regulate hospital risk prioritisation of at-risk patients.
Fichiers liés :
s41598-024-63212-7-2.pdf
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