{"article":{"annotation":{"article_id":"umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026","available_at":"2026-10-15T23:48:47.757665Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"afa1a5731f926a9f510fc4a9cf5b9d6ddaf36d5befad68a2a66548fc53205ce3","input_sha256":"aaeb70ccb64356a655e0b1c370352da820a13c8cb0e0bbd875f7a0168f9aaa30","limitations":["Rule-derived subjects are candidates, not verified editorial labels or calibrated model probabilities.","Coverage is distinct from event location. Unknown country/city/coordinates remain absent; no automatic geocoding.","Article geometries keep their stated precision and methodology; reproducing them is not independent coordinate verification."],"method":"controlled-rules-v1","places":[{"admin1":null,"city":null,"coordinate_note":null,"coordinate_reference_system":"OGC:CRS84","coordinate_source":null,"country":"US","evidence":[{"field":"country","language":"en","note":"Explicit preserved editorial country/region; no city or national centroid inferred","source_urls":["https://www.umiacs.umd.edu/news-events/news/how-ai-could-turn-invasive-eye-injections-simple-eye-drops"]}],"geometry":null,"id":"iso3166-1:US","kind":"country-or-area","labels":{"ar":"الولايات المتحدة الأمريكية","en":"United States of America","es":"Estados Unidos de América","fr":"États-Unis d’Amérique"},"match_status":"candidate","precision":"regional","role":"coverage","uncertainty_m":null}],"rules_sha256":"fb5ad3c27c91cb840f7a0a05f7f64a5cb26ad0374409ff9457f277c7092e22b4","schema_version":1,"subjects":[{"concept_id":"medtop:20001298","confidence":null,"confidence_method":null,"evidence":[{"field":"en.title+en.summary","language":"en","note":"Subject suggested from the title or summary: Machine learning","source_urls":["https://www.umiacs.umd.edu/news-events/news/how-ai-could-turn-invasive-eye-injections-simple-eye-drops"]}],"method":"controlled-rules-v1","rule_id":"artificial-intelligence","status":"candidate"}],"taxonomy_revision":"1f2db31d811fca07e99b16d402c10e2cc2965c9df1c7b41d9be348b40a24e7fb","taxonomy_version":"IPTC Media Topics 2026-Q2"},"api_url":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026?lang=ar","category":"technology","content":{"key_points":[],"paragraphs":["يعتزم باحثون من جامعة ماريلاند وجونز هوبكنز استخدام التعلم الآلي لتصميم ببتيدات لتوصيل الأدوية، بهدف الارتباط بميلانين العين واختراق أنسجتها وعدم إحداث سمية. وتدعم منحة جديدة بقيمة 2.35 مليون دولار من المعهد الوطني للعين أبحاثاً مخبرية قبل سريرية حول أدوية عينية أطول مفعولاً.","ويستند المشروع إلى دراسة منشورة عام 2023 أظهر فيها ببتيد مكوّن من 12 حمضاً أمينياً تمديد بقاء دواء الغلوكوما بريمونيدين في العين من ثمانية أيام إلى 18 يوماً. ولم ينتج المشروع الجديد قطرة مختبرة سريرياً أو علاجاً يحل محل الحقن."],"sections":[]},"corrections":[],"country":"US","data":{"blocks":[{"description":{"ar":"ستستخدم ماريلاند وجونز هوبكنز منحة بقيمة 2.35 مليون دولار لتطوير ببتيدات مصممة بالتعلم الآلي لأدوية عينية أطول مفعولاً.","de":"Maryland und Johns Hopkins nutzen einen Zuschuss von 2,35 Millionen US-Dollar für maschinell entwickelte Peptide länger wirkender Augenmedikamente.","en":"Maryland and Johns Hopkins will use a $2.35 million grant to develop machine-learning-designed peptides for longer-lasting eye medicines.","es":"Maryland y Johns Hopkins usarán una subvención de 2,35 millones de dólares para diseñar con aprendizaje automático péptidos para medicamentos oculares de mayor duración.","fr":"Maryland et Johns Hopkins utiliseront une subvention de 2,35 millions de dollars pour concevoir par apprentissage automatique des peptides destinés à prolonger l’action de médicaments oculaires.","pt":"Maryland e Johns Hopkins usarão uma bolsa de US$ 2,35 milhões para desenvolver peptídeos projetados por aprendizado de máquina para medicamentos oculares de ação prolongada.","tr":"Maryland ve Johns Hopkins, daha uzun etkili göz ilacı taşıyıcı peptitleri makine öğrenimiyle geliştirmek için 2,35 milyon dolarlık hibeyi kullanacak."},"id":"research-announcement","items":[{"date":"2026-10-14","description":{"ar":"ستستخدم ماريلاند وجونز هوبكنز منحة بقيمة 2.35 مليون دولار لتطوير ببتيدات مصممة بالتعلم الآلي لأدوية عينية أطول مفعولاً.","de":"Maryland und Johns Hopkins nutzen einen Zuschuss von 2,35 Millionen US-Dollar für maschinell entwickelte Peptide länger wirkender Augenmedikamente.","en":"Maryland and Johns Hopkins will use a $2.35 million grant to develop machine-learning-designed peptides for longer-lasting eye medicines.","es":"Maryland y Johns Hopkins usarán una subvención de 2,35 millones de dólares para diseñar con aprendizaje automático péptidos para medicamentos oculares de mayor duración.","fr":"Maryland et Johns Hopkins utiliseront une subvention de 2,35 millions de dollars pour concevoir par apprentissage automatique des peptides destinés à prolonger l’action de médicaments oculaires.","pt":"Maryland e Johns Hopkins usarão uma bolsa de US$ 2,35 milhões para desenvolver peptídeos projetados por aprendizado de máquina para medicamentos oculares de ação prolongada.","tr":"Maryland ve Johns Hopkins, daha uzun etkili göz ilacı taşıyıcı peptitleri makine öğrenimiyle geliştirmek için 2,35 milyon dolarlık hibeyi kullanacak."},"label":{"ar":"تصميم ببتيدات لأدوية العين بالتعلم الآلي","de":"Maschinelles Lernen entwirft Peptide für Augenmedikamente","en":"Machine learning to design peptides for eye medicines","es":"Aprendizaje automático diseña péptidos para medicamentos oculares","fr":"L’apprentissage automatique conçoit des peptides pour médicaments oculaires","pt":"Aprendizado de máquina projeta peptídeos para medicamentos oculares","tr":"Göz ilaçları için makine öğrenimiyle peptit tasarımı"},"status":"occurred"}],"methodology":{"ar":"يتبع تاريخ الحدث تاريخ إعلان المؤسسة المصدر. وتقتصر النتائج على ما ورد في الدراسة أو تقرير المؤسسة؛ ولا تُعرض التطبيقات المحتملة كمنتجات مكتملة أو نتائج سريرية.","de":"Das Ereignisdatum folgt der Mitteilung der Quellinstitution. Ergebnisse sind auf die Studie oder den institutionellen Bericht beschränkt; mögliche Anwendungen werden nicht als fertige Produkte oder klinische Ergebnisse dargestellt.","en":"The event date follows the source institution’s announcement. Results are limited to the study or institutional report; prospective applications are not presented as completed products or clinical outcomes.","es":"La fecha del evento corresponde al anuncio de la institución fuente. Los resultados se limitan al estudio o informe institucional; las posibles aplicaciones no se presentan como productos terminados ni resultados clínicos.","fr":"La date de l’événement suit l’annonce de l’institution source. Les résultats se limitent à l’étude ou au rapport institutionnel; les applications envisagées ne sont pas présentées comme des produits achevés ou des résultats cliniques.","pt":"A data do evento segue o anúncio da instituição de origem. Os resultados limitam-se ao estudo ou relatório institucional; aplicações potenciais não são apresentadas como produtos concluídos ou resultados clínicos.","tr":"Olay, kaynak kurumun duyuru tarihidir. Metindeki sonuçlar çalışma veya kurum açıklamasında bildirilen kapsamla sınırlıdır; uygulama olasılıkları gerçekleşmiş ürün ya da klinik sonuç olarak sunulmaz."},"sourceUrls":["https://www.umiacs.umd.edu/news-events/news/how-ai-could-turn-invasive-eye-injections-simple-eye-drops"],"title":{"ar":"إعلان بحثي","de":"Forschungsmitteilung","en":"Research announcement","es":"Anuncio de investigación","fr":"Annonce de recherche","pt":"Anúncio de pesquisa","tr":"Araştırma duyurusu"},"type":"events","updatedAt":"2026-10-15T23:36:36Z"},{"description":{"ar":"ستستخدم ماريلاند وجونز هوبكنز منحة بقيمة 2.35 مليون دولار لتطوير ببتيدات مصممة بالتعلم الآلي لأدوية عينية أطول مفعولاً.","de":"Maryland und Johns Hopkins nutzen einen Zuschuss von 2,35 Millionen US-Dollar für maschinell entwickelte Peptide länger wirkender Augenmedikamente.","en":"Maryland and Johns Hopkins will use a $2.35 million grant to develop machine-learning-designed peptides for longer-lasting eye medicines.","es":"Maryland y Johns Hopkins usarán una subvención de 2,35 millones de dólares para diseñar con aprendizaje automático péptidos para medicamentos oculares de mayor duración.","fr":"Maryland et Johns Hopkins utiliseront une subvention de 2,35 millions de dollars pour concevoir par apprentissage automatique des peptides destinés à prolonger l’action de médicaments oculaires.","pt":"Maryland e Johns Hopkins usarão uma bolsa de US$ 2,35 milhões para desenvolver peptídeos projetados por aprendizado de máquina para medicamentos oculares de ação prolongada.","tr":"Maryland ve Johns Hopkins, daha uzun etkili göz ilacı taşıyıcı peptitleri makine öğrenimiyle geliştirmek için 2,35 milyon dolarlık hibeyi kullanacak."},"id":"reported-observations","items":[{"basis":"observed","label":{"ar":"منحة البحث المعلنة من NEI","de":"Angekündigte NEI-Forschungsförderung","en":"Announced NEI research grant","es":"Subvención NEI anunciada","fr":"Subvention de recherche NEI annoncée","pt":"Apoio de pesquisa NEI anunciado","tr":"Açıklanan NEI araştırma hibesi"},"measure":{"aggregation":"unspecified","frequency":"irregular","geography":"united-states","id":"umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026-grant","periodRole":"announcement-date","unitCode":"million-usd"},"period":"2026-10-14","unit":"million USD","value":2.35,"valueQualifier":"exact"}],"methodology":{"ar":"هذه منح أو مؤشرات دراسية أعلنها المصدر؛ والتاريخ يوم التقرير. المنح ليست إنفاقاً، وتظل نتائج التصنيف والكيمياء ضمن نطاق التجربة أو النموذج المعلن.","de":"Dies sind angekündigte Förderungen oder Studienkennzahlen; das Datum bezeichnet den Berichtstag. Förderungen sind keine Ausgaben; Ergebnisse gelten im angegebenen Versuchs- oder Modellrahmen.","en":"These are source-announced grants or study indicators; the date is the report day. Grants are not expenditure; classification and chemistry findings retain the reported experiment/model scope.","es":"Son subvenciones o indicadores comunicados; la fecha es la del informe. Las subvenciones no son gasto; los resultados mantienen el alcance del experimento o modelo.","fr":"Il s’agit de subventions ou d’indicateurs annoncés; la date est celle du rapport. Les subventions ne sont pas des dépenses; les résultats gardent la portée de l’expérience ou du modèle.","pt":"São apoios ou indicadores divulgados; a data é a do relatório. Apoios não são despesas; resultados mantêm o alcance do experimento ou modelo.","tr":"Kaynakta açıklanan hibe veya çalışma göstergeleridir; tarih rapor günüdür. Hibe harcama değildir; sınıflandırma ve kimya bulguları bildirilen deney/model kapsamıyla sınırlıdır."},"sourceUrls":["https://www.umiacs.umd.edu/news-events/news/how-ai-could-turn-invasive-eye-injections-simple-eye-drops"],"title":{"ar":"المؤشرات الواردة في المصدر","de":"Von der Quelle berichtete Kennzahlen","en":"Source-reported indicators","es":"Indicadores de la fuente","fr":"Indicateurs de la source","pt":"Indicadores da fonte","tr":"Kaynakta bildirilen göstergeler"},"type":"metrics","updatedAt":"2026-10-15T23:38:20+00:00"}],"version":1},"data_downloads":[{"formats":{"csv":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026/data/research-announcement?lang=ar&format=csv","json":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026/data/research-announcement?lang=ar&format=json"},"id":"research-announcement"},{"formats":{"csv":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026/data/reported-observations?lang=ar&format=csv","json":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026/data/reported-observations?lang=ar&format=json"},"id":"reported-observations"}],"data_types":["events","metrics"],"editorial_illustration":{"alt":"رسم توضيحي مفاهيمي للتكنولوجيا والمعالجات والمعلومات المترابطة.","asset_id":"newsverum-v1-technology","avif_variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.avif","width":480},{"height":480,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-720.avif","width":720},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.avif","width":960},{"height":800,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1200.avif","width":1200},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.avif","width":1536}],"credit":"Newsverum","documentary":false,"height":1024,"kind":"symbolic-editorial-illustration","language":"ar","scope":"topic","url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.webp","width":480},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.webp","width":960},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","width":1536}],"width":1536},"event_id":"event-aaebd86a-152a-5e62-8cc2-359f58861440","event_period":"2026-10-14","event_period_basis":"event-or-reference-period","id":"umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026","image":null,"importance":0.6,"language":"ar","modified_at":"2026-10-15T23:48:24+00:00","publication_basis":"publication-record","published_at":"2026-10-15T23:48:24+00:00","reading_minutes":1,"region":"world","section_illustration":{"alt":"رسم توضيحي مفاهيمي للتكنولوجيا والمعالجات والمعلومات المترابطة.","asset_id":"newsverum-v1-technology","avif_variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.avif","width":480},{"height":480,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-720.avif","width":720},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.avif","width":960},{"height":800,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1200.avif","width":1200},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.avif","width":1536}],"credit":"Newsverum","documentary":false,"height":1024,"kind":"symbolic-editorial-illustration","language":"ar","scope":"section","url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.webp","width":480},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.webp","width":960},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","width":1536}],"width":1536},"slug":"umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026","sources":[{"checkedAt":"2026-10-15","name":"University of Maryland Institute for Advanced Computer Studies","publishedAt":"2026-10-14","url":"https://www.umiacs.umd.edu/news-events/news/how-ai-could-turn-invasive-eye-injections-simple-eye-drops"}],"summary":"ستستخدم ماريلاند وجونز هوبكنز منحة بقيمة 2.35 مليون دولار لتطوير ببتيدات مصممة بالتعلم الآلي لأدوية عينية أطول مفعولاً.","text":"ستستخدم ماريلاند وجونز هوبكنز منحة بقيمة 2.35 مليون دولار لتطوير ببتيدات مصممة بالتعلم الآلي لأدوية عينية أطول مفعولاً.\n\nيعتزم باحثون من جامعة ماريلاند وجونز هوبكنز استخدام التعلم الآلي لتصميم ببتيدات لتوصيل الأدوية، بهدف الارتباط بميلانين العين واختراق أنسجتها وعدم إحداث سمية. وتدعم منحة جديدة بقيمة 2.35 مليون دولار من المعهد الوطني للعين أبحاثاً مخبرية قبل سريرية حول أدوية عينية أطول مفعولاً.\n\nويستند المشروع إلى دراسة منشورة عام 2023 أظهر فيها ببتيد مكوّن من 12 حمضاً أمينياً تمديد بقاء دواء الغلوكوما بريمونيدين في العين من ثمانية أيام إلى 18 يوماً. ولم ينتج المشروع الجديد قطرة مختبرة سريرياً أو علاجاً يحل محل الحقن.","title":"تصميم ببتيدات لأدوية العين بالتعلم الآلي","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026"},{"api_url":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026?lang=en","language":"en","url":"https://newsverum.com/en/news/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026"},{"api_url":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026"},{"api_url":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026"},{"api_url":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026?lang=es","language":"es","url":"https://newsverum.com/es/news/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026"},{"api_url":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026?lang=de","language":"de","url":"https://newsverum.com/de/news/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026"},{"api_url":"https://newsverum.com/api/v1/articles/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026"}],"url":"https://newsverum.com/ar/news/umd-machine-learning-peptide-longer-lasting-eye-drug-delivery-2026"},"version":"1"}