Ex vivo susceptibility to antimalarial drugs and polymorphisms in drug resistance genes of African Plasmodium falciparum, 2016-2023: a genotype-phenotype association study

preprint OA: closed
Full text JSON View at publisher
Full text 21,728 characters · extracted from preprint-html · click to expand
Ex vivo susceptibility to antimalarial drugs and polymorphisms in drug resistance genes of African Plasmodium falciparum, 2016-2023: a genotype-phenotype association study | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Ex vivo susceptibility to antimalarial drugs and polymorphisms in drug resistance genes of African Plasmodium falciparum , 2016-2023: a genotype-phenotype association study Jason Rosado, Abebe A. Fola, Sandrine Cojean, Véronique Sarrasin, and 18 more This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-4763649/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract Background: Given the altered responses to both artemisinins and lumefantrine in Eastern Africa, monitoring antimalarial drug resistance in all African countries is paramount. Methods: We measured the susceptibility to six antimalarials using ex vivo growth inhibition assays (IC 50 ) for a total of 805 Plasmodium falciparum isolates obtained from travelers returning to France (2016-2023), mainly from West and Central Africa. Isolates were sequenced using molecular inversion probes (MIPs) targeting fourteen drug resistance genes across the parasite genome. Findings: Ex vivo susceptibility to several drugs has significantly decreased in 2019-2023 versus 2016-2018 parasite samples: lumefantrine (median IC 50 : 23·0 nM [IQR: 14·4-35·1] in 2019-2023 versus 13·9 nM [8·42-21·7] in 2016-2018, p<0·0001), monodesethylamodiaquine (35·4 [21·2-51·1] versus 20·3 nM [15·4-33·1], p<0·0001), and marginally piperaquine (20·5 [16·5-26·2] versus 18.0 [14·2-22·4] nM, p<0·0001). Only four isolates carried a validated pfkelch13 mutation. Multiple mutations in pfcrt and one in pfmdr1 (N86Y) were significantly associated with altered susceptibility to multiple drugs. The susceptibility to lumefantrine was altered by pfcrt and pfmdr1 mutations in an additive manner, with the wild-type haplotype ( pfcrt K76- pfmdr1 N86) exhibiting the least susceptibility. Interpretation: Our study on P. falciparum isolates from West and Central Africa indicates a low prevalence of molecular markers of artemisinin resistance but a significant decrease in susceptibility to the partner drugs that have been the most widely used since a decade -lumefantrine and amodiaquine. These phenotypic changes likely mark parasite adaptation to sustained drug pressure and call for intensifying the monitoring of antimalarial drug resistance in Africa. Infectious Diseases Antimalarial drug resistance ex-vivo susceptibility IC50 assay genotype Full Text Additional Declarations The authors declare no competing interests. Supplementary Files Suppappendix.zip Supplementary appendix 1 and 2 Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-4763649","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":328792829,"identity":"8803fe2a-3042-4c4c-b77e-0493daf811c3","order_by":0,"name":"Jason Rosado","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA00lEQVRIiWNgGAWjYBACxoYDIIqZgYG9AUgbWJCihQfEMJAg2jKgFokEEIMILcyNZx8+/FFjLSc/8/nVDT8KJBj427sTCDjsuLExz7F0Y4PbOWU3e4AOkzhzdgMBLcfYpBnYDidukM5Ju8ED1GIgkUtYi+SPf4cT5888k3bzD7FaJHjbDic23GA/dptYW5iNefuAfjmTw3ZbxkCCh6BfDGccY3z44xswxNqPP7v55o+NHH97LyEtB2BMHgMwiVc5CMjzN8CY7A8Iqh4Fo2AUjIKRCQAQpEll+z6sYgAAAABJRU5ErkJggg==","orcid":"https://orcid.org/0000-0003-4834-2088","institution":"Université Paris Cité, Institut de Recherche pour le Développement, MERIT, F-75006 Paris, France","correspondingAuthor":true,"prefix":"","firstName":"Jason","middleName":"","lastName":"Rosado","suffix":""},{"id":328792830,"identity":"abf82701-3ca8-4e14-b791-3ad2e7f3ca8c","order_by":1,"name":"Abebe A. Fola","email":"","orcid":"","institution":"Department of Pathology and Laboratory Medicine, Brown University, RI, USA, 02906; Center for Computational Molecular Biology, Brown University, RI, USA, 02906","correspondingAuthor":false,"prefix":"","firstName":"Abebe","middleName":"A.","lastName":"Fola","suffix":""},{"id":328792831,"identity":"32f610ef-27b1-493b-a34c-872cb15ca7bb","order_by":2,"name":"Sandrine Cojean","email":"","orcid":"","institution":"Université Paris-Saclay, Faculté de Pharmacie, Orsay, France; UMR BIPAR, Anses, Laboratoire de Santé Animale, INRAE, Ecole Nationale Vétérinaire d'Alfort, Maisons-Alfort, France","correspondingAuthor":false,"prefix":"","firstName":"Sandrine","middleName":"","lastName":"Cojean","suffix":""},{"id":328792832,"identity":"b4db0f6a-1ec5-4404-a1ad-9b4692d7646e","order_by":3,"name":"Véronique Sarrasin","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat-Claude-Bernard, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Véronique","middleName":"","lastName":"Sarrasin","suffix":""},{"id":328792833,"identity":"84dc21e3-ae4b-4f82-8711-10a5958e3271","order_by":4,"name":"Romain Coppée","email":"","orcid":"","institution":"Université de Rouen Normandie, Laboratoire de Parasitologie-Mycologie, UR 7510 ESCAPE, Rouen, France","correspondingAuthor":false,"prefix":"","firstName":"Romain","middleName":"","lastName":"Coppée","suffix":""},{"id":328792834,"identity":"90f3f9c0-5894-4001-9552-11f63e8c6946","order_by":5,"name":"Rizwana Zaffaroulah","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat-Claude-Bernard, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Rizwana","middleName":"","lastName":"Zaffaroulah","suffix":""},{"id":328792835,"identity":"59a58f4c-dc10-4204-a2f8-ee26fbc23d6e","order_by":6,"name":"Azza Bouzayene","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat-Claude-Bernard, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Azza","middleName":"","lastName":"Bouzayene","suffix":""},{"id":328792836,"identity":"6d2dcef9-08e2-411b-bcbf-cc3f17df7667","order_by":7,"name":"Liliane Cicéron","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat-Claude-Bernard, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Liliane","middleName":"","lastName":"Cicéron","suffix":""},{"id":328792837,"identity":"1d4ceb50-42c9-4842-929e-a0acc7b3a8c5","order_by":8,"name":"Céline Maréchal","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat-Claude-Bernard, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Céline","middleName":"","lastName":"Maréchal","suffix":""},{"id":328792838,"identity":"c6285b7a-9278-4220-a728-95d6b15f1ef9","order_by":9,"name":"Geoffrey Thaboulet","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat-Claude-Bernard, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Geoffrey","middleName":"","lastName":"Thaboulet","suffix":""},{"id":328792839,"identity":"ecb8e037-70ad-488c-b025-5542f03506bb","order_by":10,"name":"Camille Moissant","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat-Claude-Bernard, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Camille","middleName":"","lastName":"Moissant","suffix":""},{"id":328792840,"identity":"4b240b0a-6c8f-4297-b67b-c26f4abc52c5","order_by":11,"name":"Léa Wallus","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat-Claude-Bernard, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Léa","middleName":"","lastName":"Wallus","suffix":""},{"id":328792841,"identity":"edb7c930-ae66-4476-b13f-b6fdc3dd04f5","order_by":12,"name":"Ludivine Houzé","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat-Claude-Bernard, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Ludivine","middleName":"","lastName":"Houzé","suffix":""},{"id":328792842,"identity":"93f7810e-f32d-45a7-99e7-27343aec62bc","order_by":13,"name":"Nicolas Imbert","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat-Claude-Bernard, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Nicolas","middleName":"","lastName":"Imbert","suffix":""},{"id":328792843,"identity":"199249b3-7a7c-48e9-8bab-907306b511d3","order_by":14,"name":"Rebecca Crudale","email":"","orcid":"","institution":"Department of Pathology and Laboratory Medicine, Brown University, RI, USA, 02906; Center for Computational Molecular Biology, Brown University, RI, USA, 02906","correspondingAuthor":false,"prefix":"","firstName":"Rebecca","middleName":"","lastName":"Crudale","suffix":""},{"id":328792844,"identity":"2c026408-56d8-4808-af55-90201f44bef9","order_by":15,"name":"Lise Musset","email":"","orcid":"","institution":"Laboratoire de Parasitologie, World Health Organization Collaborating Center for Surveillance of Antimalarial Drug Resistance, Centre Nationale de Référence du Paludisme, Institut Pasteur de la Guyane, Cayenne, French Guiana","correspondingAuthor":false,"prefix":"","firstName":"Lise","middleName":"","lastName":"Musset","suffix":""},{"id":328792845,"identity":"176a4fba-f676-42be-a1e2-20efb7aa3ce6","order_by":16,"name":"Marc Thellier","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, Sorbonne Université, Assistance Publique des Hôpitaux de Paris, Laboratoire de Mycologie et Parasitologie, Hôpital de la Pitié-Salpêtrière, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Marc","middleName":"","lastName":"Thellier","suffix":""},{"id":328792846,"identity":"0018607d-1417-4d98-b6f0-dfa2912c71b7","order_by":17,"name":"Bruno Pradines","email":"","orcid":"","institution":"Unité Parasitologie et Entomologie, Département des Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Marseille, France; Aix Marseille Université, SSA, AP-HM, RITMES, Marseille, France; Centre National de Référence du Paludisme, Marseille, France; IHU-Méditerranée Infection, Marseille, France","correspondingAuthor":false,"prefix":"","firstName":"Bruno","middleName":"","lastName":"Pradines","suffix":""},{"id":328792847,"identity":"c8a2d0d9-80be-4563-9f77-0dd89541d78d","order_by":18,"name":"Jérôme Clain","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA8klEQVRIiWNgGAWjYBACxgYogw/E/ABksLETq4UNyGScAWIwE2sdGxAz84BYhLQwt/c+fHSjgkGejf1w22ObX9vk+ZgZGD98zMHjsJ7jxsY5ZxgM23gS241z+24btjEzMEvO3IZHy4w0NuncNoYENobENuncntuMQC1szLz4tMx/BtTyD6iF/2GbtGXPbXvCWmawAbU0ALVIAG1h+HE7kbCWnjRm45xjEoZtEg/bJHsbbie3MTM24/WLYfsxxsc5NTby/PzpzyR+/LltO7+9+eCHj/i0NIApCaidbWCyAbd6IJBH5f7Bq3gUjIJRMApGKAAAI5NGwt6DvwMAAAAASUVORK5CYII=","orcid":"","institution":"Université Paris Cité, Institut de Recherche pour le Développement, MERIT, F-75006 Paris, France","correspondingAuthor":true,"prefix":"","firstName":"Jérôme","middleName":"","lastName":"Clain","suffix":""},{"id":328792848,"identity":"c2f6bd90-9c24-4575-9fb3-6af43bf20864","order_by":19,"name":"Jeffrey A. Bailey","email":"","orcid":"","institution":"Department of Pathology and Laboratory Medicine, Brown University, RI, USA, 02906; Center for Computational Molecular Biology, Brown University, RI, USA, 02906","correspondingAuthor":false,"prefix":"","firstName":"Jeffrey","middleName":"A.","lastName":"Bailey","suffix":""},{"id":328792849,"identity":"089b278b-d8c6-4c2b-ab1a-42a1aa6aac3f","order_by":20,"name":"Sandrine Houzé","email":"","orcid":"","institution":"Université Paris Cité, Institut de Recherche pour le Développement, MERIT, F-75006 Paris, France; Centre National de Référence du Paludisme, Assistance Publique-Hôpitaux de Paris, Hôpital Bichat-Claude-Bernard, Paris, France","correspondingAuthor":false,"prefix":"","firstName":"Sandrine","middleName":"","lastName":"Houzé","suffix":""},{"id":328792850,"identity":"f32f3f75-3e33-4dd3-8359-5bc9729336c7","order_by":21,"name":"Investigation Study Group","email":"","orcid":"","institution":"Centre National de Référence du Paludisme, France","correspondingAuthor":false,"prefix":"","firstName":"Investigation","middleName":"Study","lastName":"Group","suffix":""}],"badges":[],"createdAt":"2024-07-18 15:26:26","currentVersionCode":1,"declarations":{"humanSubjects":false,"vertebrateSubjects":true,"conflictsOfInterestStatement":false,"humanSubjectEthicalGuidelines":false,"humanSubjectConsent":false,"humanSubjectClinicalTrial":false,"humanSubjectCaseReport":false,"vertebrateSubjectEthicalGuidelines":true},"doi":"10.21203/rs.3.rs-4763649/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-4763649/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":60643947,"identity":"45782e5b-fd23-438d-bcd6-ab09e7517804","added_by":"auto","created_at":"2024-07-19 04:23:50","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":1746536,"visible":true,"origin":"","legend":"","description":"","filename":"DraftMIPCNR180724.pdf","url":"https://assets-eu.researchsquare.com/files/rs-4763649/v1_covered_2d6345f6-47a9-43b2-8f76-8d3b5428effb.pdf"},{"id":60643648,"identity":"263fcfb0-be05-4e66-8d3e-bb1312c62686","added_by":"auto","created_at":"2024-07-19 04:15:46","extension":"zip","order_by":1,"title":"","display":"","copyAsset":false,"role":"supplement","size":5392555,"visible":true,"origin":"","legend":"\u003cp\u003eSupplementary appendix 1 and 2\u003c/p\u003e","description":"","filename":"Suppappendix.zip","url":"https://assets-eu.researchsquare.com/files/rs-4763649/v1/85c993624aaa2a85202993f5.zip"}],"financialInterests":"The authors declare no competing interests.","formattedTitle":"\u003cp\u003e\u003cem\u003eEx vivo\u003c/em\u003e susceptibility to antimalarial drugs and polymorphisms in drug resistance genes of African \u003cem\u003ePlasmodium falciparum\u003c/em\u003e, 2016-2023: a genotype-phenotype association study\u003c/p\u003e","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"hideJournal":true,"highlight":"","institution":"Centre National de Référence du Paludisme","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"Antimalarial drug resistance, ex-vivo susceptibility, IC50 assay, genotype","lastPublishedDoi":"10.21203/rs.3.rs-4763649/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-4763649/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003e\u003cstrong\u003eBackground: \u003c/strong\u003eGiven the altered responses to both artemisinins and lumefantrine in Eastern Africa, monitoring antimalarial drug resistance in all African countries is paramount.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eMethods:\u003c/strong\u003e We measured the susceptibility to six antimalarials using \u003cem\u003eex vivo \u003c/em\u003egrowth inhibition assays (IC\u003csub\u003e50\u003c/sub\u003e) for a total of 805 \u003cem\u003ePlasmodium falciparum\u003c/em\u003e isolates obtained from travelers returning to France (2016-2023), mainly from West and Central Africa. Isolates were sequenced using molecular inversion probes (MIPs) targeting fourteen drug resistance genes across the parasite genome.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eFindings:\u003c/strong\u003e \u003cem\u003eEx vivo\u003c/em\u003e susceptibility to several drugs has significantly decreased in 2019-2023 versus 2016-2018 parasite samples: lumefantrine (median IC\u003csub\u003e50\u003c/sub\u003e: 23·0 nM [IQR: 14·4-35·1] in 2019-2023 versus 13·9 nM [8·42-21·7] in 2016-2018, p\u0026lt;0·0001), monodesethylamodiaquine\u0026nbsp; (35·4 [21·2-51·1] versus 20·3 nM [15·4-33·1], p\u0026lt;0·0001), and marginally piperaquine (20·5 [16·5-26·2] versus 18.0 [14·2-22·4] nM, p\u0026lt;0·0001). Only four isolates carried a validated \u003cem\u003epfkelch13 \u003c/em\u003emutation. Multiple mutations in \u003cem\u003epfcrt\u003c/em\u003e and one in \u003cem\u003epfmdr1\u003c/em\u003e (N86Y) were significantly associated with altered susceptibility to multiple drugs. The susceptibility to lumefantrine was altered by \u003cem\u003epfcrt \u003c/em\u003eand \u003cem\u003epfmdr1 \u003c/em\u003emutations in an additive manner, with the wild-type haplotype (\u003cem\u003epfcrt\u003c/em\u003e K76-\u003cem\u003epfmdr1\u003c/em\u003e N86) exhibiting the least susceptibility.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eInterpretation:\u003c/strong\u003e Our study on \u003cem\u003eP. falciparum\u003c/em\u003e isolates from West and Central Africa indicates a low prevalence of molecular markers of artemisinin resistance but a significant decrease in susceptibility to the partner drugs that have been the most widely used since a decade -lumefantrine and amodiaquine. These phenotypic changes likely mark parasite adaptation to sustained drug pressure and call for intensifying the monitoring of antimalarial drug resistance in Africa.\u003c/p\u003e","manuscriptTitle":"Ex vivo susceptibility to antimalarial drugs and polymorphisms in drug resistance genes of African Plasmodium falciparum, 2016-2023: a genotype-phenotype association study","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2024-07-19 04:15:41","doi":"10.21203/rs.3.rs-4763649/v1","editorialEvents":[{"type":"communityComments","content":0}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"32db6721-f363-4357-b574-62fc958dca1b","owner":[],"postedDate":"July 19th, 2024","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[{"id":34804214,"name":"Infectious Diseases"}],"tags":[],"updatedAt":"2024-07-19T04:15:42+00:00","versionOfRecord":[],"versionCreatedAt":"2024-07-19 04:15:41","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-4763649","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-4763649","identity":"rs-4763649","version":["v1"]},"buildId":"qtupq5eGEP_6zYnWcrvyt","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: preprint-html

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2024) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

europepmc
last seen: 2026-05-20T01:45:00.602351+00:00