{"id":146988,"date":"2025-09-10T02:30:50","date_gmt":"2025-09-10T02:30:50","guid":{"rendered":"https:\/\/labinsights.com\/acf_article\/tu-kinh-hien-vi-den-diem-anh-ky-nguyen-moi-cua-giai-phau-benh-hoc-ky-thuat-so\/"},"modified":"2026-02-17T13:54:30","modified_gmt":"2026-02-17T13:54:30","slug":"from-microscope-to-pixels-the-new-age-of-digital-pathology","status":"publish","type":"acf_article","link":"https:\/\/labinsights.com\/vi\/management\/digital-transformation\/from-microscope-to-pixels-the-new-age-of-digital-pathology\/","title":{"rendered":"T\u1eeb k\u00ednh hi\u1ec3n vi \u0111\u1ebfn \u0111i\u1ec3m \u1ea3nh: k\u1ef7 nguy\u00ean m\u1edbi c\u1ee7a gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1"},"content":{"rendered":"<h2 style=\"font-family: Inter !important; font-weight: 500 !important; font-size: 28px !important; line-height: 36px !important; letter-spacing: 0px !important;\">Nh\u1eefng \u0111i\u1ec3m ch\u00ednh c\u1ea7n ghi nh\u1edb:<\/h2>\n<p> \u00a0 <\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>Gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 \u0111ang tr\u1edf th\u00e0nh ti\u00eau chu\u1ea9n m\u1edbi \u1edf khu v\u1ef1c ch\u00e2u \u00c1 &#8211; Th\u00e1i B\u00ecnh D\u01b0\u01a1ng, thay th\u1ebf k\u00ednh hi\u1ec3n vi quang h\u1ecdc b\u1eb1ng c\u00e1c ti\u00eau b\u1ea3n k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u1ed9 ph\u00e2n gi\u1ea3i cao \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c v\u00e0 c\u1ea3i thi\u1ec7n ch\u1ea9n \u0111o\u00e1n.<\/li>\n<li>V\u01b0\u1ee3t xa s\u1ef1 s\u1ed1 h\u00f3a \u0111\u01a1n thu\u1ea7n, s\u1ed1 h\u00f3a to\u00e0n di\u1ec7n \u0111\u1ecbnh h\u00ecnh l\u1ea1i to\u00e0n b\u1ed9 quy tr\u00ecnh ch\u1ea9n \u0111o\u00e1n \u2013 t\u00edch h\u1ee3p t\u1ef1 \u0111\u1ed9ng h\u00f3a, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 k\u1ebft n\u1ed1i d\u1eef li\u1ec7u \u0111\u1ec3 mang l\u1ea1i k\u1ebft qu\u1ea3 nhanh h\u01a1n, ch\u00ednh x\u00e1c h\u01a1n.<\/li>\n<li>Ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o gi\u00fap t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n, \u0111\u1ecbnh l\u01b0\u1ee3ng v\u00e0 ph\u00e2n lo\u1ea1i, c\u1ea3i thi\u1ec7n t\u00ednh kh\u1ea3 thi c\u1ee7a k\u1ebft qu\u1ea3, \u0111\u1ed3ng th\u1eddi gi\u00fap c\u00e1c nh\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc t\u1eadp trung v\u00e0o c\u00e1c tr\u01b0\u1eddng h\u1ee3p ph\u1ee9c t\u1ea1p h\u01a1n.<\/li>\n<li>C\u00e1c h\u1ec7 sinh th\u00e1i m\u1edf, c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c cho ph\u00e9p t\u00edch h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 AI c\u1ee7a b\u00ean th\u1ee9 ba h\u00e0ng \u0111\u1ea7u, \u0111\u1ea3m b\u1ea3o t\u00ednh linh ho\u1ea1t, \u0111\u1ed5i m\u1edbi v\u00e0 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng l\u00e2u d\u00e0i.<\/li>\n<li>Vi\u1ec7c \u00e1p d\u1ee5ng s\u1edbm gi\u00fap c\u1ee7ng c\u1ed1 c\u00e1c quy tr\u00ecnh ch\u0103m s\u00f3c ung th\u01b0, cho ph\u00e9p ph\u00e1t hi\u1ec7n s\u1edbm h\u01a1n, th\u1eddi gian \u0111i\u1ec1u tr\u1ecb nhanh h\u01a1n v\u00e0 ti\u1ebfp c\u1eadn r\u1ed9ng r\u00e3i h\u01a1n v\u1edbi chuy\u00ean m\u00f4n c\u1ee7a c\u00e1c b\u00e1c s\u0129 chuy\u00ean khoa &#8211; ngay c\u1ea3 \u1edf nh\u1eefng v\u00f9ng xa x\u00f4i.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p> \u00a0 Tr\u00ean kh\u1eafp khu v\u1ef1c ch\u00e2u \u00c1 &#8211; Th\u00e1i B\u00ecnh D\u01b0\u01a1ng, c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc \u0111ang tr\u1ea3i qua m\u1ed9t s\u1ef1 chuy\u1ec3n \u0111\u1ed5i s\u00e2u s\u1eafc. S\u1ef1 chuy\u1ec3n \u0111\u1ed5i t\u1eeb k\u00ednh hi\u1ec3n vi quang h\u1ecdc truy\u1ec1n th\u1ed1ng sang gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 kh\u00f4ng c\u00f2n l\u00e0 m\u1ed9t xu h\u01b0\u1edbng m\u1edbi n\u1ed5i n\u1eefa \u2013 n\u00f3 \u0111ang nhanh ch\u00f3ng tr\u1edf th\u00e0nh ti\u00eau chu\u1ea9n m\u1edbi. N\u00f3i m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n, gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 l\u00e0 qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i c\u00e1c ti\u00eau b\u1ea3n k\u00ednh th\u01b0\u1eddng \u0111\u01b0\u1ee3c quan s\u00e1t d\u01b0\u1edbi k\u00ednh hi\u1ec3n vi th\u00e0nh h\u00ecnh \u1ea3nh k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u1ed9 ph\u00e2n gi\u1ea3i cao m\u00e0 c\u00e1c nh\u00e0 b\u1ec7nh l\u00fd h\u1ecdc c\u00f3 th\u1ec3 truy c\u1eadp tr\u00ean m\u00e1y t\u00ednh. S\u1ef1 ph\u00e1t tri\u1ec3n n\u00e0y kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 v\u1ea5n \u0111\u1ec1 \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7; m\u00e0 c\u00f2n l\u00e0 vi\u1ec7c \u0111\u1ecbnh h\u00ecnh l\u1ea1i quy tr\u00ecnh ch\u1ea9n \u0111o\u00e1n v\u00e0 gi\u1ea3i quy\u1ebft m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c c\u1ea5p b\u00e1ch nh\u1ea5t m\u00e0 h\u1ec7 th\u1ed1ng ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe \u0111ang ph\u1ea3i \u0111\u1ed1i m\u1eb7t hi\u1ec7n nay. Gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t s\u1ef1 thay th\u1ebf hi\u1ec7n \u0111\u1ea1i cho c\u00e1c lam k\u00ednh truy\u1ec1n th\u1ed1ng. \u0110i\u1ec1u n\u00e0y th\u1ec3 hi\u1ec7n m\u1ed9t s\u1ef1 thay \u0111\u1ed5i c\u01a1 b\u1ea3n trong c\u00e1ch ch\u00fang ta nh\u00ecn nh\u1eadn, di\u1ec5n gi\u1ea3i v\u00e0 qu\u1ea3n l\u00fd th\u00f4ng tin ch\u1ea9n \u0111o\u00e1n. C\u00e2u h\u1ecfi \u0111\u1eb7t ra kh\u00f4ng c\u00f2n l\u00e0 li\u1ec7u gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 c\u00f3 tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn hay kh\u00f4ng, m\u00e0 l\u00e0 khi n\u00e0o v\u00e0 b\u1eb1ng c\u00e1ch n\u00e0o c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. <\/p>\n<h2 style=\"font-family: Inter !important; font-weight: 500 !important; font-size: 28px !important; line-height: 36px !important; letter-spacing: 0px !important;\">S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc: t\u1eeb s\u1ed1 h\u00f3a \u0111\u1ebfn k\u1ef9 thu\u1eadt s\u1ed1 h\u00f3a ho\u00e0n to\u00e0n.<\/h2>\n<p> Qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i t\u1eeb k\u00ednh hi\u1ec3n vi quang h\u1ecdc sang m\u00f4 h\u00ecnh k\u1ef9 thu\u1eadt s\u1ed1 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c nh\u00ecn nh\u1eadn qua hai giai \u0111o\u1ea1n: s\u1ed1 h\u00f3a v\u00e0 chuy\u1ec3n \u0111\u1ed5i s\u1ed1. <strong>Qu\u00e1 tr\u00ecnh s\u1ed1 h\u00f3a<\/strong> b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c qu\u00e9t c\u00e1c lam k\u00ednh hi\u1ec3n vi \u0111\u1ec3 t\u1ea1o ra h\u00ecnh \u1ea3nh to\u00e0n b\u1ed9 lam k\u00ednh (WSI) nh\u1eb1m m\u1ee5c \u0111\u00edch l\u01b0u tr\u1eef ho\u1eb7c chia s\u1ebb. M\u1eb7c d\u00f9 \u0111i\u1ec1u n\u00e0y \u0111\u00e3 gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c nhi\u1ec1u v\u1ea5n \u0111\u1ec1 h\u1eadu c\u1ea7n \u2013 ch\u1eb3ng h\u1ea1n nh\u01b0 l\u01b0u tr\u1eef v\u1eadt l\u00fd v\u00e0 t\u01b0 v\u1ea5n t\u1eeb xa \u2013 nh\u01b0ng n\u00f3 kh\u00f4ng l\u00e0m thay \u0111\u1ed5i quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc [1]. <strong>M\u1eb7t kh\u00e1c, s\u1ed1 h\u00f3a<\/strong> c\u00f2n ti\u1ebfn xa h\u01a1n nhi\u1ec1u. N\u00f3 li\u00ean quan \u0111\u1ebfn vi\u1ec7c suy ngh\u0129 l\u1ea1i v\u00e0 thi\u1ebft k\u1ebf l\u1ea1i to\u00e0n b\u1ed9 quy tr\u00ecnh ch\u1ea9n \u0111o\u00e1n, trong \u0111\u00f3 h\u00ecnh \u1ea3nh k\u1ef9 thu\u1eadt s\u1ed1 tr\u1edf th\u00e0nh trung t\u00e2m c\u1ee7a m\u1ecdi b\u01b0\u1edbc trong quy tr\u00ecnh &#8211; t\u1eeb chu\u1ea9n b\u1ecb v\u00e0 ph\u00e2n t\u00edch m\u1eabu \u0111\u1ebfn h\u1ee3p t\u00e1c, b\u00e1o c\u00e1o v\u00e0 t\u00edch h\u1ee3p v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng l\u00e2m s\u00e0ng kh\u00e1c [1]. L\u1ee3i \u00edch c\u1ee7a gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 l\u00e0 r\u1ea5t l\u1edbn, kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 s\u1ed1 h\u00f3a m\u00e0 c\u00f2n gi\u00fap chuy\u1ec3n \u0111\u1ed5i quy tr\u00ecnh ch\u1ea9n \u0111o\u00e1n v\u00e0 ch\u0103m s\u00f3c b\u1ec7nh nh\u00e2n: <\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>H\u1ee3p t\u00e1c kh\u00f4ng bi\u00ean gi\u1edbi: Truy c\u1eadp \u0111\u1ed3ng th\u1eddi v\u00e0o slide t\u1eeb xa cho ph\u00e9p t\u01b0 v\u1ea5n theo th\u1eddi gian th\u1ef1c, l\u1ea5y \u00fd ki\u1ebfn th\u1ee9 hai nhanh ch\u00f3ng v\u00e0 nh\u1eadn \u0111\u01b0\u1ee3c s\u1ef1 h\u1ed7 tr\u1ee3 chuy\u00ean m\u00f4n k\u1ecbp th\u1eddi h\u01a1n cho b\u1ec7nh nh\u00e2n \u1edf c\u00e1c khu v\u1ef1c thi\u1ebfu th\u1ed1n d\u1ecbch v\u1ee5 y t\u1ebf.<\/li>\n<li>Ki\u1ec3m so\u00e1t chi ph\u00ed v\u00e0 t\u1ed1i \u01b0u h\u00f3a ngu\u1ed3n l\u1ef1c: Lo\u1ea1i b\u1ecf vi\u1ec7c v\u1eadn chuy\u1ec3n slide, d\u1ecbch v\u1ee5 chuy\u1ec3n ph\u00e1t nhanh v\u00e0 kho l\u01b0u tr\u1eef l\u1edbn gi\u00fap gi\u1ea3m chi ph\u00ed, gi\u1ea3m l\u00e3ng ph\u00ed v\u00e0 ti\u1ebft ki\u1ec7m cho c\u00e1c m\u1ea1ng l\u01b0\u1edbi l\u1edbn h\u00e0ng tr\u0103m ngh\u00ecn \u0111\u00f4 la m\u1ed7i n\u0103m.<\/li>\n<li>Hi\u1ec7u qu\u1ea3 quy tr\u00ecnh l\u00e0m vi\u1ec7c \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n v\u00e0 th\u1eddi gian x\u1eed l\u00fd nhanh h\u01a1n: Lo\u1ea1i b\u1ecf c\u00e1c n\u00fat th\u1eaft x\u1eed l\u00fd th\u1ee7 c\u00f4ng v\u00e0 cho ph\u00e9p truy c\u1eadp m\u1ecdi l\u00fac gi\u00fap r\u00fat ng\u1eafn th\u1eddi gian ch\u1ea9n \u0111o\u00e1n t\u1edbi 42% v\u00e0 cho ph\u00e9p xem x\u00e9t nhi\u1ec1u h\u01a1n 15 l\u1ea7n slide m\u1ed7i gi\u1edd [3].<\/li>\n<li>\u0110\u1ed9 ch\u00ednh x\u00e1c v\u00e0 kh\u1ea3 n\u0103ng t\u00e1i l\u1eadp trong ch\u1ea9n \u0111o\u00e1n: C\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh t\u00edch h\u1ee3p gi\u00fap c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c, ph\u00e2n lo\u1ea1i v\u00e0 \u0111\u1ecbnh l\u01b0\u1ee3ng d\u1ea5u \u1ea5n sinh h\u1ecdc \u2013 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh \u0111i\u1ec1u tr\u1ecb nh\u1ea5t qu\u00e1n v\u00e0 c\u00e1 nh\u00e2n h\u00f3a.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p> \u00a0 Nh\u00ecn chung, gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 th\u00fac \u0111\u1ea9y m\u1ed9t h\u1ec7 sinh th\u00e1i ch\u1ea9n \u0111o\u00e1n k\u1ebft n\u1ed1i, n\u01a1i s\u1ef1 h\u1ee3p t\u00e1c, hi\u1ec7u qu\u1ea3 chi ph\u00ed, hi\u1ec7u qu\u1ea3 ho\u1ea1t \u0111\u1ed9ng v\u00e0 ph\u00e2n t\u00edch n\u00e2ng cao c\u00f9ng nhau ho\u1ea1t \u0111\u1ed9ng \u0111\u1ec3 c\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3 cho b\u1ec7nh nh\u00e2n v\u00e0 h\u1ec7 th\u1ed1ng ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe. M\u1eb7c d\u00f9 c\u00f3 nh\u1eefng \u01b0u \u0111i\u1ec3m v\u01b0\u1ee3t tr\u1ed9i n\u00e0y, vi\u1ec7c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 v\u1eabn ch\u01b0a \u0111\u1ed3ng \u0111\u1ec1u. Nhi\u1ec1u t\u1ed5 ch\u1ee9c ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng tr\u1edf ng\u1ea1i li\u00ean quan \u0111\u1ebfn v\u1ed1n \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u, nhu c\u1ea7u \u0111\u00e0o t\u1ea1o nh\u00e2n vi\u00ean v\u00e0 thi\u1ebft k\u1ebf l\u1ea1i quy tr\u00ecnh l\u00e0m vi\u1ec7c, c\u0169ng nh\u01b0 c\u00e1c y\u00eau c\u1ea7u nghi\u00eam ng\u1eb7t v\u1ec1 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u ho\u1eb7c b\u1ea3n \u0111\u1ecba h\u00f3a. Tuy nhi\u00ean, nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft th\u00f4ng qua c\u00e1c chi\u1ebfn l\u01b0\u1ee3c k\u1ef9 thu\u1eadt s\u1ed1 r\u00f5 r\u00e0ng, s\u1ef1 tham gia t\u00edch c\u1ef1c c\u1ee7a c\u00e1c b\u00ean li\u00ean quan v\u00e0 vi\u1ec7c t\u1eadp trung v\u00e0o gi\u00e1 tr\u1ecb l\u00e2m s\u00e0ng v\u00e0 v\u1eadn h\u00e0nh l\u00e2u d\u00e0i h\u01a1n l\u00e0 s\u1ef1 gi\u00e1n \u0111o\u1ea1n ng\u1eafn h\u1ea1n. Ch\u00ednh trong b\u1ed1i c\u1ea3nh n\u00e0y, c\u1ea7n ph\u1ea3i hi\u1ec3u r\u00f5 c\u00e1c \u0111\u1ed9ng l\u1ef1c v\u00e0 r\u00e0o c\u1ea3n ch\u00ednh c\u1ee7a th\u1ecb tr\u01b0\u1eddng \u0111ang \u0111\u1ecbnh h\u00ecnh s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1. <\/p>\n<h2 style=\"font-family: Inter !important; font-weight: 500 !important; font-size: 28px !important; line-height: 36px !important; letter-spacing: 0px !important;\">\u0110\u1ed9ng l\u1ef1c th\u00fac \u0111\u1ea9y s\u1ef1 chuy\u1ec3n \u0111\u1ed5i: nh\u1eefng th\u00e1ch th\u1ee9c v\u00e0 ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7<\/h2>\n<p> \u00a0 <\/p>\n<h3 style=\"font-family: Inter !important; font-weight: 500 !important; font-size: 24px !important; line-height: 32px !important; letter-spacing: 0px !important;\">1. Nh\u1eefng th\u00e1ch th\u1ee9c th\u00fac \u0111\u1ea9y vi\u1ec7c \u00e1p d\u1ee5ng gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1.<\/h3>\n<p> M\u1ed9t s\u1ed1 \u00e1p l\u1ef1c v\u1ec1 c\u1ea5u tr\u00fac v\u00e0 l\u00e2m s\u00e0ng \u0111ang th\u00fac \u0111\u1ea9y c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m ph\u1ea3i xem x\u00e9t l\u1ea1i quy tr\u00ecnh l\u00e0m vi\u1ec7c truy\u1ec1n th\u1ed1ng v\u00e0 chuy\u1ec3n sang c\u00e1c gi\u1ea3i ph\u00e1p k\u1ef9 thu\u1eadt s\u1ed1: <\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li><strong>Nhu c\u1ea7u ch\u1ea9n \u0111o\u00e1n ng\u00e0y c\u00e0ng t\u0103ng<\/strong> \u2013 D\u00e2n s\u1ed1 gi\u00e0 h\u00f3a, g\u00e1nh n\u1eb7ng ung th\u01b0 ng\u00e0y c\u00e0ng gia t\u0103ng4, c\u00f9ng v\u1edbi vi\u1ec7c nh\u1ea5n m\u1ea1nh v\u00e0o ph\u00e1t hi\u1ec7n s\u1edbm, \u0111ang t\u1ea1o ra \u00e1p l\u1ef1c ch\u01b0a t\u1eebng c\u00f3 \u0111\u1ed1i v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 ch\u1ea9n \u0111o\u00e1n [5].<\/li>\n<li><strong>C\u1ea7n c\u00f3 s\u1ef1 t\u01b0 v\u1ea5n t\u1eeb b\u00ean ngo\u00e0i v\u00e0 chuy\u00ean m\u00f4n s\u00e2u r\u1ed9ng<\/strong> \u2013 C\u00e1c tr\u01b0\u1eddng h\u1ee3p ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p \u0111\u00f2i h\u1ecfi s\u1ef1 tham v\u1ea5n t\u1eeb c\u00e1c nh\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc chuy\u00ean khoa. \u0110i\u1ec1u n\u00e0y \u0111\u00e3 d\u1eabn \u0111\u1ebfn s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a m\u00f4 h\u00ecnh trung t\u00e2m v\u00e0 v\u1ec7 tinh, trong \u0111\u00f3 c\u00e1c chuy\u00ean gia t\u1eadp trung xem x\u00e9t c\u00e1c tr\u01b0\u1eddng h\u1ee3p t\u1eeb nhi\u1ec1u \u0111\u1ecba \u0111i\u1ec3m [6].<\/li>\n<li><strong>H\u1ea1n ch\u1ebf v\u1ec1 ngu\u1ed3n nh\u00e2n l\u1ef1c<\/strong> \u2013 T\u00ecnh tr\u1ea1ng thi\u1ebfu h\u1ee5t c\u00e1c nh\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc c\u00f3 tr\u00ecnh \u0111\u1ed9 chuy\u00ean m\u00f4n \u2013 \u0111\u1eb7c bi\u1ec7t l\u00e0 \u1edf c\u00e1c v\u00f9ng n\u00f4ng th\u00f4n ho\u1eb7c v\u00f9ng kh\u00f3 kh\u0103n \u2013 \u0111\u00f2i h\u1ecfi c\u00e1c gi\u1ea3i ph\u00e1p c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 ph\u00e2n t\u00e1n. Ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh c\u00f3 s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a AI c\u00f3 th\u1ec3 gi\u00fap thu h\u1eb9p kho\u1ea3ng c\u00e1ch b\u1eb1ng c\u00e1ch s\u00e0ng l\u1ecdc c\u00e1c b\u1ea5t th\u01b0\u1eddng ti\u1ec1m \u1ea9n, v\u1edbi s\u1ef1 x\u00e1c nh\u1eadn cu\u1ed1i c\u00f9ng t\u1eeb m\u1ed9t nh\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc [7].<\/li>\n<li><strong>C\u00e1c n\u00fat th\u1eaft trong quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a ph\u00f2ng th\u00ed nghi\u1ec7m<\/strong> \u2013 Kh\u1ed1i l\u01b0\u1ee3ng m\u1eabu v\u1eadt ng\u00e0y c\u00e0ng t\u0103ng, c\u00e1c quy tr\u00ecnh r\u1eddi r\u1ea1c v\u00e0 s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o vi\u1ec7c x\u1eed l\u00fd lam k\u00ednh th\u1ee7 c\u00f4ng l\u00e0m ch\u1eadm th\u1eddi gian x\u1eed l\u00fd v\u00e0 t\u0103ng nguy c\u01a1 sai s\u00f3t [8].<\/li>\n<li><strong>Kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c v\u00e0 t\u00ecnh tr\u1ea1ng ki\u1ec7t s\u1ee9c c\u1ee7a nh\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc<\/strong> \u2013 G\u00e1nh n\u1eb7ng h\u00e0nh ch\u00ednh v\u00e0 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c ng\u00e0y c\u00e0ng t\u0103ng t\u1ea1o ra nhu c\u1ea7u v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 quy tr\u00ecnh l\u00e0m vi\u1ec7c h\u1ed7 tr\u1ee3 ph\u00e2n lo\u1ea1i, \u01b0u ti\u00ean v\u00e0 xem x\u00e9t nhanh ch\u00f3ng [8].<\/li>\n<li><strong>Chi ph\u00ed v\u00e0 s\u1ef1 thi\u1ebfu hi\u1ec7u qu\u1ea3 trong ho\u1ea1t \u0111\u1ed9ng<\/strong> \u2013 Vi\u1ec7c l\u01b0u tr\u1eef v\u1eadt l\u00fd, v\u1eadn chuy\u1ec3n ti\u00eau b\u1ea3n v\u00e0 sao ch\u00e9p l\u00e0m t\u0103ng th\u00eam chi ph\u00ed kh\u00f4ng c\u1ea7n thi\u1ebft v\u00e0 s\u1ef1 kh\u00f4ng nh\u1ea5t qu\u00e1n trong b\u00e1o c\u00e1o.<\/li>\n<li><strong>\u0110\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a CNTT<\/strong> \u2013 Vi\u1ec7c t\u00edch h\u1ee3p d\u1eef li\u1ec7u gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc v\u1edbi h\u1ed3 s\u01a1 b\u1ec7nh \u00e1n \u0111i\u1ec7n t\u1eed c\u1ee7a b\u1ec7nh vi\u1ec7n v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng ch\u1ea9n \u0111o\u00e1n kh\u00e1c v\u1eabn l\u00e0 m\u1ed9t tr\u1edf ng\u1ea1i \u0111\u00e1ng k\u1ec3 trong nhi\u1ec1u m\u00f4i tr\u01b0\u1eddng.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<h3 style=\"font-family: Inter !important; font-weight: 500 !important; font-size: 24px !important; line-height: 32px !important; letter-spacing: 0px !important;\">2. Nh\u1eefng ti\u1ebfn b\u1ed9 c\u00f4ng ngh\u1ec7 th\u00fac \u0111\u1ea9y qu\u00e1 tr\u00ecnh s\u1ed1 h\u00f3a<\/h3>\n<p> \u0110\u1ed3ng th\u1eddi, l\u00e0n s\u00f3ng \u0111\u1ed5i m\u1edbi \u0111ang gi\u00fap c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m v\u01b0\u1ee3t qua nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y v\u00e0 ho\u00e0n to\u00e0n \u00e1p d\u1ee5ng quy tr\u00ecnh l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1: <\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li><strong>\u0110\u1ed9 tr\u01b0\u1edfng th\u00e0nh c\u00f4ng ngh\u1ec7<\/strong> \u2013 M\u00e1y qu\u00e9t to\u00e0n b\u1ed9 ti\u00eau b\u1ea3n t\u1ed1c \u0111\u1ed9 cao, l\u01b0u tr\u1eef d\u1ef1a tr\u00ean \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng m\u1ea1ng an to\u00e0n hi\u1ec7n nay \u0111\u00e3 gi\u00fap vi\u1ec7c s\u1ed1 h\u00f3a quy m\u00f4 l\u1edbn tr\u1edf n\u00ean kh\u1ea3 thi cho vi\u1ec7c s\u1eed d\u1ee5ng th\u01b0\u1eddng xuy\u00ean.<\/li>\n<li><strong>D\u1eef li\u1ec7u v\u00e0 s\u1ed1 h\u00f3a<\/strong> \u2013 Vi\u1ec7c chuy\u1ec3n t\u1eeb k\u00ednh hi\u1ec3n vi t\u01b0\u01a1ng t\u1ef1 sang h\u00ecnh \u1ea3nh k\u1ef9 thu\u1eadt s\u1ed1 m\u1edf ra c\u00e1nh c\u1eeda cho gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc t\u00ednh to\u00e1n v\u00e0 ph\u00e2n t\u00edch quy m\u00f4 l\u1edbn.<\/li>\n<li><strong>C\u00e1c thu\u1eadt to\u00e1n ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh ti\u00ean ti\u1ebfn<\/strong> \u2013 c\u00e1c c\u00f4ng c\u1ee5 AI c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng t\u00e1i l\u1eadp v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a c\u00e1c \u0111\u00e1nh gi\u00e1 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc b\u1eb1ng c\u00e1ch chu\u1ea9n h\u00f3a vi\u1ec7c di\u1ec5n gi\u1ea3i c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m tinh t\u1ebf nh\u01b0ng quan tr\u1ecdng v\u1ec1 m\u1eb7t l\u00e2m s\u00e0ng, ch\u1eb3ng h\u1ea1n nh\u01b0 bi\u1ec3u hi\u1ec7n HER2 th\u1ea5p. C\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng h\u01a1n n\u1eefa, ph\u00e1t hi\u1ec7n c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m tinh t\u1ebf v\u01b0\u1ee3t qu\u00e1 gi\u1edbi h\u1ea1n c\u1ee7a m\u1eaft ng\u01b0\u1eddi, v\u00ed d\u1ee5 nh\u01b0 tr\u1ea1ng th\u00e1i MSI tr\u1ef1c ti\u1ebfp t\u1eeb c\u00e1c ti\u00eau b\u1ea3n H&#038;E.<\/li>\n<li><strong>AI v\u1edbi vai tr\u00f2 ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng<\/strong> \u2013 Ngo\u00e0i ch\u1ea9n \u0111o\u00e1n ban \u0111\u1ea7u, AI c\u00f3 th\u1ec3 \u0111\u00f3ng vai tr\u00f2 l\u00e0 ng\u01b0\u1eddi \u0111\u00e1nh gi\u00e1 th\u1ee9 hai, ph\u00e1t hi\u1ec7n nh\u1eefng \u0111i\u1ec3m kh\u00f4ng nh\u1ea5t qu\u00e1n ho\u1eb7c nh\u1eefng ph\u00e1t hi\u1ec7n b\u1ecb b\u1ecf s\u00f3t \u0111\u1ec3 n\u00e2ng cao t\u00ednh nh\u1ea5t qu\u00e1n.<\/li>\n<li><strong>T\u00edch h\u1ee3p d\u1eef li\u1ec7u li\u1ec1n m\u1ea1ch<\/strong> \u2013 Vi\u1ec7c li\u00ean k\u1ebft h\u00ecnh \u1ea3nh gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ch\u1ea9n \u0111o\u00e1n kh\u00e1c (ch\u1ee5p X-quang, gi\u1ea3i tr\u00ecnh t\u1ef1 gen) t\u1ea1o ra c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n h\u01a1n v\u1ec1 b\u1ec7nh nh\u00e2n.<\/li>\n<li><strong>Hi\u1ec7u qu\u1ea3 v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/strong> \u2013 Quy tr\u00ecnh l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1 h\u1ed7 tr\u1ee3 vi\u1ec7c xem x\u00e9t t\u1eadp trung tr\u00ean nhi\u1ec1u \u0111\u1ecba \u0111i\u1ec3m, cho ph\u00e9p l\u1ea5y \u00fd ki\u1ebfn th\u1ee9 hai nhanh ch\u00f3ng v\u00e0 gi\u1ea3m th\u1eddi gian x\u1eed l\u00fd.<\/li>\n<li><strong>\u0110\u1ed5i m\u1edbi do \u0111\u1ea1i d\u1ecbch th\u00fac \u0111\u1ea9y<\/strong> \u2013 COVID-19 \u0111\u00e3 l\u00e0m n\u1ed5i b\u1eadt gi\u00e1 tr\u1ecb c\u1ee7a x\u00e9t nghi\u1ec7m gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc t\u1eeb xa v\u00e0 ch\u1ea9n \u0111o\u00e1n b\u1ec7nh l\u00fd qua m\u1ea1ng \u0111\u1ed1i v\u1edbi s\u1ef1 li\u00ean t\u1ee5c trong ch\u0103m s\u00f3c b\u1ec7nh nh\u00e2n.<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<h2 style=\"font-family: Inter !important; font-weight: 500 !important; font-size: 28px !important; line-height: 36px !important; letter-spacing: 0px !important;\">C\u00e1c xu h\u01b0\u1edbng v\u00e0 c\u01a1 h\u1ed9i m\u1edbi n\u1ed5i trong gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1<\/h2>\n<p> Nh\u1eefng ti\u1ebfn b\u1ed9 trong t\u1ef1 \u0111\u1ed9ng h\u00f3a, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 \u0111\u1ed5i m\u1edbi m\u1edf kh\u00f4ng ch\u1ec9 gi\u00fap t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng ph\u00f2ng th\u00ed nghi\u1ec7m m\u00e0 c\u00f2n cho ph\u00e9p hi\u1ec3u s\u00e2u h\u01a1n v\u1ec1 l\u00e2m s\u00e0ng v\u00e0 m\u1edf r\u1ed9ng h\u1ee3p t\u00e1c. Nh\u1eefng ti\u1ebfn b\u1ed9 n\u00e0y \u0111ang m\u1edf ra nh\u1eefng con \u0111\u01b0\u1eddng m\u1edbi \u0111\u1ec3 c\u1ea3i thi\u1ec7n vi\u1ec7c ph\u00e1t hi\u1ec7n b\u1ec7nh, l\u1eadp k\u1ebf ho\u1ea1ch \u0111i\u1ec1u tr\u1ecb v\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe \u2013 \u0111\u01b0a gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 tr\u1edf th\u00e0nh \u0111\u1ed9ng l\u1ef1c ch\u00ednh th\u00fac \u0111\u1ea9y s\u1ef1 chuy\u1ec3n \u0111\u1ed5i trong ch\u1ea9n \u0111o\u00e1n. <\/p>\n<h3 style=\"font-family: Inter !important; font-weight: 500 !important; font-size: 24px !important; line-height: 32px !important; letter-spacing: 0px !important;\">1. T\u1ef1 \u0111\u1ed9ng h\u00f3a to\u00e0n di\u1ec7n v\u00e0 t\u00edch h\u1ee3p quy tr\u00ecnh l\u00e0m vi\u1ec7c<\/h3>\n<p> M\u1ed9t trong nh\u1eefng s\u1ef1 thay \u0111\u1ed5i quan tr\u1ecdng nh\u1ea5t \u0111ang di\u1ec5n ra l\u00e0 xu h\u01b0\u1edbng h\u01b0\u1edbng t\u1edbi t\u1ef1 \u0111\u1ed9ng h\u00f3a ho\u00e0n to\u00e0n. C\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m ng\u00e0y c\u00e0ng h\u01b0\u1edbng \u0111\u1ebfn vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a kh\u00f4ng ch\u1ec9 qu\u00e1 tr\u00ecnh ch\u1ee5p \u1ea3nh m\u00e0 c\u1ea3 to\u00e0n b\u1ed9 quy tr\u00ecnh gi\u1ea3i ph\u1eabu b\u1ec7nh \u2013 t\u1eeb theo d\u00f5i m\u1eabu v\u00e0 qu\u1ea3n l\u00fd m\u00e3 v\u1ea1ch \u0111\u1ebfn ph\u00e2n c\u00f4ng ca b\u1ec7nh, qu\u00e9t lam k\u00ednh, qu\u1ea3n l\u00fd h\u00ecnh \u1ea3nh v\u00e0 b\u00e1o c\u00e1o k\u1ef9 thu\u1eadt s\u1ed1. Khi \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng th\u00f4ng tin ph\u00f2ng th\u00ed nghi\u1ec7m (LIS) v\u00e0 h\u1ec7 th\u1ed1ng h\u1ed3 s\u01a1 s\u1ee9c kh\u1ecfe \u0111i\u1ec7n t\u1eed (EHR), n\u1ec1n t\u1ea3ng gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 c\u00f3 th\u1ec3 [6]: <\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>T\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng truy xu\u1ea5t ngu\u1ed3n g\u1ed1c c\u1ee7a t\u1eebng m\u1eabu v\u1eadt t\u1eeb kh\u00e2u thu th\u1eadp \u0111\u1ebfn khi b\u00e1o c\u00e1o.<\/li>\n<li>Gi\u1ea3m thi\u1ec3u c\u00e1c l\u1ed7i li\u00ean quan \u0111\u1ebfn nh\u1eadp li\u1ec7u th\u1ee7 c\u00f4ng ho\u1eb7c d\u00e1n nh\u00e3n sai cho slide.<\/li>\n<li>H\u1ed7 tr\u1ee3 c\u1ed9ng t\u00e1c t\u1eeb xa v\u00e0 tham kh\u1ea3o \u00fd ki\u1ebfn th\u1ee9 hai m\u00e0 kh\u00f4ng b\u1ecb ch\u1eadm tr\u1ec5.<\/li>\n<li>T\u0103ng c\u01b0\u1eddng \u0111\u1ed9 tin c\u1eady trong ch\u1ea9n \u0111o\u00e1n v\u1edbi \u0111\u1ed9 r\u00f5 n\u00e9t h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c n\u00e2ng cao, ph\u00e2n t\u00edch h\u1ed7 tr\u1ee3 b\u1edfi AI v\u00e0 c\u1ed9ng t\u00e1c th\u1eddi gian th\u1ef1c.<\/li>\n<li>T\u1ef1 \u0111\u1ed9ng h\u00f3a cho ph\u00e9p x\u1eed l\u00fd li\u00ean t\u1ee5c 24\/7, gi\u00fap chu\u1ea9n b\u1ecb, qu\u00e9t v\u00e0 x\u1ebfp h\u00e0ng ch\u1edd xem x\u00e9t nhi\u1ec1u ti\u00eau b\u1ea3n h\u01a1n \u2013 h\u1ed7 tr\u1ee3 c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m cung c\u1ea5p k\u1ebft qu\u1ea3 nhanh h\u01a1n, ngay c\u1ea3 ngo\u00e0i gi\u1edd l\u00e0m vi\u1ec7c ti\u00eau chu\u1ea9n.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p> \u00a0 S\u1ef1 t\u00edch h\u1ee3p n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong m\u00f4i tr\u01b0\u1eddng qu\u1ea3n l\u00fd kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c l\u1edbn ho\u1eb7c \u0111ang g\u1eb7p t\u00ecnh tr\u1ea1ng thi\u1ebfu nh\u00e2n vi\u00ean. T\u1ef1 \u0111\u1ed9ng h\u00f3a cho ph\u00e9p c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m m\u1edf r\u1ed9ng quy m\u00f4 ho\u1ea1t \u0111\u1ed9ng trong khi v\u1eabn duy tr\u00ec \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 n\u0103ng su\u1ea5t, gi\u00fap b\u1ec7nh nh\u00e2n nh\u1eadn \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 c\u00f3 th\u1ec3 thay \u0111\u1ed5i cu\u1ed9c s\u1ed1ng nhanh h\u01a1n. <\/p>\n<h3 style=\"font-family: Inter !important; font-weight: 500 !important; font-size: 24px !important; line-height: 32px !important; letter-spacing: 0px !important;\">2. Thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/h3>\n<p> Khi qu\u00e1 tr\u00ecnh s\u1ed1 h\u00f3a t\u1ea1o ra kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh ch\u1ea5t l\u01b0\u1ee3ng cao, c\u00e1c nh\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc hi\u1ec7n c\u00f3 c\u01a1 h\u1ed9i h\u1ee3p t\u00e1c ch\u1eb7t ch\u1ebd v\u1edbi c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, k\u1ef9 s\u01b0 v\u00e0 chuy\u00ean gia tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 tr\u00edch xu\u1ea5t nh\u1eefng th\u00f4ng tin v\u01b0\u1ee3t xa gi\u1edbi h\u1ea1n c\u1ee7a vi\u1ec7c \u0111\u00e1nh gi\u00e1 tr\u1ef1c quan th\u00f4ng th\u01b0\u1eddng. V\u1ec1 b\u1ea3n ch\u1ea5t, c\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0 c\u00e1c m\u00f4 h\u00ecnh m\u00e1y t\u00ednh \u2013 th\u01b0\u1eddng d\u1ef1a tr\u00ean h\u1ecdc s\u00e2u v\u00e0 c\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc m\u00e1y ti\u00ean ti\u1ebfn kh\u00e1c \u2013 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n \u0111\u1ec3 nh\u1eadn d\u1ea1ng c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u1ee5 th\u1ec3 trong h\u00ecnh \u1ea3nh b\u1ec7nh l\u00fd. B\u1eb1ng c\u00e1ch h\u1ecdc h\u1ecfi t\u1eeb c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn, \u0111\u01b0\u1ee3c ch\u00fa th\u00edch b\u1edfi c\u00e1c chuy\u00ean gia, c\u00e1c thu\u1eadt to\u00e1n n\u00e0y c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n, ph\u00e2n \u0111o\u1ea1n, \u0111\u1ecbnh l\u01b0\u1ee3ng v\u00e0 ph\u00e2n lo\u1ea1i c\u00e1c c\u1ea5u tr\u00fac hi\u1ec3n vi v\u1edbi \u0111\u1ed9 nh\u1ea5t qu\u00e1n cao. Ch\u00fang c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho nhi\u1ec1u nhi\u1ec7m v\u1ee5 kh\u00e1c nhau [9, 10, 11, 12]: <\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><strong>C\u00e1c thu\u1eadt to\u00e1n ph\u00e1t hi\u1ec7n<\/strong> x\u00e1c \u0111\u1ecbnh s\u1ef1 hi\u1ec7n di\u1ec7n ho\u1eb7c v\u1eafng m\u1eb7t c\u1ee7a c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m b\u1ec7nh l\u00fd, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u1ebf b\u00e0o \u00e1c t\u00ednh ho\u1eb7c di c\u0103n.<\/li>\n<li><strong>C\u00e1c thu\u1eadt to\u00e1n ph\u00e2n \u0111o\u1ea1n<\/strong> v\u1ea1ch ra c\u00e1c v\u00f9ng quan t\u00e2m, v\u00ed d\u1ee5 nh\u01b0 x\u00e1c \u0111\u1ecbnh ranh gi\u1edbi kh\u1ed1i u ho\u1eb7c l\u00e0m n\u1ed5i b\u1eadt m\u00f4 \u0111\u1ec7m.<\/li>\n<li><strong>C\u00e1c thu\u1eadt to\u00e1n \u0111\u1ecbnh l\u01b0\u1ee3ng<\/strong> \u0111o l\u01b0\u1eddng m\u1ee9c \u0111\u1ed9 bi\u1ec3u hi\u1ec7n c\u1ee7a c\u00e1c d\u1ea5u \u1ea5n sinh h\u1ecdc trong c\u00e1c x\u00e9t nghi\u1ec7m m\u00f4 h\u1ecdc mi\u1ec5n d\u1ecbch (IHC), ch\u1eb3ng h\u1ea1n nh\u01b0 HER2, PD-L1, ER, PR ho\u1eb7c Ki-67.<\/li>\n<li><strong>C\u00e1c thu\u1eadt to\u00e1n ph\u00e2n lo\u1ea1i<\/strong> g\u00e1n c\u00e1c lo\u1ea1i ch\u1ea9n \u0111o\u00e1n d\u1ef1a tr\u00ean h\u00ecnh th\u00e1i h\u1ecdc ho\u1eb7c c\u00e1c m\u1eabu d\u1ea5u \u1ea5n sinh h\u1ecdc, ch\u1eb3ng h\u1ea1n nh\u01b0 ph\u00e2n bi\u1ec7t gi\u1eefa c\u00e1c lo\u1ea1i ung th\u01b0 bi\u1ec3u m\u00f4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p> \u00a0 Nh\u1eefng c\u00f4ng c\u1ee5 n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng ho\u1ea1t \u0111\u1ed9ng theo hai c\u00e1ch b\u1ed5 sung cho nhau. V\u1edbi vai tr\u00f2 l\u00e0 tr\u1ee3 l\u00fd tuy\u1ebfn \u0111\u1ea7u, h\u1ecd c\u00f3 th\u1ec3 s\u00e0ng l\u1ecdc tr\u01b0\u1edbc c\u00e1c ti\u00eau b\u1ea3n \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c tr\u01b0\u1eddng h\u1ee3p c\u00f3 kh\u1ea3 n\u0103ng li\u00ean quan c\u1ea7n xem x\u00e9t, gi\u00fap t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c ph\u00e2n c\u00f4ng c\u00f4ng vi\u1ec7c trong c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c l\u1edbn. V\u1edbi vai tr\u00f2 l\u00e0 ng\u01b0\u1eddi \u0111\u00e1nh gi\u00e1 c\u1ea5p hai, h\u1ecd c\u00f3 th\u1ec3 \u0111\u00f3ng vai tr\u00f2 nh\u01b0 m\u1ed9t bi\u1ec7n ph\u00e1p ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng, cung c\u1ea5p s\u1ef1 so s\u00e1nh nh\u1ea5t qu\u00e1n, kh\u00e1ch quan v\u1edbi s\u1ef1 di\u1ec5n gi\u1ea3i c\u1ee7a con ng\u01b0\u1eddi v\u00e0 gi\u00fap x\u00e1c \u0111\u1ecbnh nh\u1eefng \u0111\u1eb7c \u0111i\u1ec3m tinh t\u1ebf c\u00f3 th\u1ec3 b\u1ecb b\u1ecf s\u00f3t trong qu\u00e1 tr\u00ecnh \u0111\u00e1nh gi\u00e1 th\u1ee7 c\u00f4ng. V\u00ed d\u1ee5, m\u1ed9t s\u1ed1 m\u00f4 h\u00ecnh AI c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n \u0111\u00e1ng tin c\u1eady bi\u1ec3u hi\u1ec7n HER2-th\u1ea5p, m\u1ed9t d\u1ea5u hi\u1ec7u c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn c\u00e1c quy\u1ebft \u0111\u1ecbnh \u0111i\u1ec1u tr\u1ecb nh\u01b0ng \u0111\u00f4i khi kh\u00f3 x\u00e1c \u0111\u1ecbnh ch\u1eafc ch\u1eafn d\u01b0\u1edbi k\u00ednh hi\u1ec3n vi [13]. C\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c coi l\u00e0 c\u00f4ng c\u1ee5 ch\u1ea9n \u0111o\u00e1n b\u1ed5 tr\u1ee3 gi\u00fap x\u00e1c \u0111\u1ecbnh nh\u1eefng b\u1ec7nh nh\u00e2n \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n \u0111\u1ec3 \u0111\u01b0\u1ee3c \u0111i\u1ec1u tr\u1ecb b\u1eb1ng c\u00e1c li\u1ec7u ph\u00e1p nh\u1eafm m\u1ee5c ti\u00eau. Ph\u1ea1m vi \u1ee9ng d\u1ee5ng \u0111ang m\u1edf r\u1ed9ng nhanh ch\u00f3ng. M\u1ed9t s\u1ed1 thu\u1eadt to\u00e1n t\u1eadp trung v\u00e0o c\u00e1c lo\u1ea1i kh\u1ed1i u c\u1ee5 th\u1ec3, ch\u1eb3ng h\u1ea1n nh\u01b0 ung th\u01b0 tuy\u1ebfn ti\u1ec1n li\u1ec7t, ung th\u01b0 v\u00fa ho\u1eb7c ung th\u01b0 \u0111\u1ea1i tr\u1ef1c tr\u00e0ng, trong khi nh\u1eefng thu\u1eadt to\u00e1n kh\u00e1c \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 c\u00e1c d\u1ea5u \u1ea5n sinh h\u1ecdc ti\u00ean l\u01b0\u1ee3ng ho\u1eb7c d\u1ef1 \u0111o\u00e1n. C\u00e1c m\u00f4 h\u00ecnh m\u1edbi n\u1ed5i th\u1eadm ch\u00ed c\u00f3 th\u1ec3 t\u00edch h\u1ee3p c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m m\u00f4 b\u1ec7nh h\u1ecdc v\u1edbi d\u1eef li\u1ec7u gen, h\u00ecnh \u1ea3nh h\u1ecdc v\u00e0 l\u00e2m s\u00e0ng \u0111\u1ec3 d\u1ef1 b\u00e1o s\u1ef1 ti\u1ebfn tri\u1ec3n c\u1ee7a b\u1ec7nh, \u01b0\u1edbc t\u00ednh nguy c\u01a1 t\u00e1i ph\u00e1t ho\u1eb7c d\u1ef1 \u0111o\u00e1n ph\u1ea3n \u1ee9ng c\u00f3 th\u1ec3 x\u1ea3y ra c\u1ee7a b\u1ec7nh nh\u00e2n \u0111\u1ed1i v\u1edbi m\u1ed9t li\u1ec7u ph\u00e1p nh\u1ea5t \u0111\u1ecbnh [9,10]. Gi\u00e1 tr\u1ecb l\u1edbn nh\u1ea5t c\u1ee7a AI n\u1eb1m \u1edf vi\u1ec7c t\u1ea1o ra m\u1ed9t quy tr\u00ecnh ch\u1ea9n \u0111o\u00e1n c\u1ed9ng sinh, trong \u0111\u00f3 c\u00e1c nhi\u1ec7m v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i, t\u1ed1n nhi\u1ec1u th\u1eddi gian \u2013 ch\u1eb3ng h\u1ea1n nh\u01b0 \u0111\u1ebfm h\u00ecnh \u1ea3nh ph\u00e2n b\u00e0o, ph\u00e2n lo\u1ea1i ti\u00eau b\u1ea3n ho\u1eb7c c\u00e1c ph\u00e9p \u0111o \u0111\u1ecbnh l\u01b0\u1ee3ng ph\u1ee9c t\u1ea1p \u2013 \u0111\u01b0\u1ee3c giao cho c\u00e1c thu\u1eadt to\u00e1n. \u0110i\u1ec1u n\u00e0y gi\u00fap c\u00e1c nh\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc c\u00f3 th\u1ec3 d\u00e0nh nhi\u1ec1u th\u1eddi gian h\u01a1n cho vi\u1ec7c di\u1ec5n gi\u1ea3i tinh t\u1ebf v\u00e0 th\u1ea3o lu\u1eadn tr\u01b0\u1eddng h\u1ee3p \u0111a ng\u00e0nh. K\u1ebft qu\u1ea3 kh\u00f4ng ch\u1ec9 l\u00e0 th\u1eddi gian x\u1eed l\u00fd nhanh h\u01a1n m\u00e0 c\u00f2n mang l\u1ea1i nh\u1eefng hi\u1ec3u bi\u1ebft ch\u1ea9n \u0111o\u00e1n chi ti\u1ebft v\u00e0 c\u00f3 th\u1ec3 t\u00e1i t\u1ea1o \u0111\u01b0\u1ee3c nhi\u1ec1u h\u01a1n &#8211; gi\u00fap th\u00fac \u0111\u1ea9y l\u1eddi h\u1ee9a v\u1ec1 y h\u1ecdc ch\u00ednh x\u00e1c \u0111\u1ed3ng th\u1eddi duy tr\u00ec vai tr\u00f2 trung t\u00e2m c\u1ee7a nh\u00e0 b\u1ec7nh l\u00fd h\u1ecdc trong vi\u1ec7c ch\u0103m s\u00f3c b\u1ec7nh nh\u00e2n [11]. <\/p>\n<h3 style=\"font-family: Inter !important; font-weight: 500 !important; font-size: 24px !important; line-height: 32px !important; letter-spacing: 0px !important;\">3. H\u1ec7 sinh th\u00e1i m\u1edf v\u00e0 h\u1ee3p t\u00e1c v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p thu\u1eadt to\u00e1n AI<\/h3>\n<p> M\u1ed9t \u0111\u1ed9ng l\u1ef1c quan tr\u1ecdng th\u1ee9 ba \u0111\u1ecbnh h\u00ecnh n\u00ean b\u1ee9c tranh n\u00e0y l\u00e0 s\u1ef1 tr\u1ed7i d\u1eady c\u1ee7a c\u00e1c h\u1ec7 sinh th\u00e1i gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 m\u1edf. C\u00e1c n\u1ec1n t\u1ea3ng gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 hi\u1ec7n \u0111\u1ea1i ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u00edch h\u1ee3p c\u00e1c thu\u1eadt to\u00e1n AI c\u1ee7a b\u00ean th\u1ee9 ba t\u1eeb nhi\u1ec1u \u0111\u1ed1i t\u00e1c kh\u00e1c nhau, t\u1ea1o ra m\u1ed9t m\u00f4i tr\u01b0\u1eddng m\u00f4-\u0111un, c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c v\u00e0 th\u00e2n thi\u1ec7n v\u1edbi \u0111\u1ed5i m\u1edbi. Thay v\u00ec r\u00e0ng bu\u1ed9c ng\u01b0\u1eddi d\u00f9ng v\u00e0o m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 \u0111\u1ed9c quy\u1ec1n duy nh\u1ea5t, c\u00e1c n\u1ec1n t\u1ea3ng n\u00e0y cho ph\u00e9p c\u00e1c nh\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc tri\u1ec3n khai c\u00e1c m\u00f4-\u0111un AI h\u00e0ng \u0111\u1ea7u t\u1eeb nhi\u1ec1u nh\u00e0 cung c\u1ea5p tr\u1ef1c ti\u1ebfp trong m\u1ed9t giao di\u1ec7n xem th\u1ed1ng nh\u1ea5t, gi\u1ea3m b\u1edbt g\u00e1nh n\u1eb7ng \u0111\u00e0o t\u1ea1o v\u00e0 h\u1ed7 tr\u1ee3 vi\u1ec7c \u00e1p d\u1ee5ng quy tr\u00ecnh l\u00e0m vi\u1ec7c li\u1ec1n m\u1ea1ch. Nhi\u1ec1u thu\u1eadt to\u00e1n trong s\u1ed1 n\u00e0y cung c\u1ea5p nh\u1eefng hi\u1ec3u bi\u1ebft chuy\u00ean s\u00e2u \u2013 ch\u1eb3ng h\u1ea1n nh\u01b0 ph\u00e2n lo\u1ea1i kh\u1ed1i u, ph\u00e1t hi\u1ec7n di c\u0103n ho\u1eb7c \u0111\u1ecbnh l\u01b0\u1ee3ng d\u1ea5u \u1ea5n sinh h\u1ecdc \u2013 b\u1ed5 sung cho chuy\u00ean m\u00f4n c\u1ee7a nh\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc ch\u1ee9 kh\u00f4ng ph\u1ea3i thay th\u1ebf n\u00f3. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y \u0111\u1ea3m b\u1ea3o vi\u1ec7c b\u00e1o c\u00e1o nhanh h\u01a1n, nh\u1ea5t qu\u00e1n h\u01a1n v\u00e0 c\u00f3 \u00fd ngh\u0129a l\u00e2m s\u00e0ng h\u01a1n. M\u00f4 h\u00ecnh m\u1edf n\u00e0y \u0111\u00e3 thu h\u00fat \u0111\u1ea7u t\u01b0 to\u00e0n c\u1ea7u \u0111\u00e1ng k\u1ec3, v\u1edbi h\u01a1n 1,7 t\u1ef7 USD \u0111\u01b0\u1ee3c h\u01b0\u1edbng t\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p b\u1ec7nh l\u00fd k\u1ef9 thu\u1eadt s\u1ed1 do AI \u0111i\u1ec1u khi\u1ec3n k\u1ec3 t\u1eeb n\u0103m 2014, bao g\u1ed3m s\u1ef1 t\u0103ng v\u1ecdt 42% ch\u1ec9 ri\u00eang trong n\u0103m 2021 [14]. M\u1eb7c d\u00f9 t\u1ed1c \u0111\u1ed9 \u0111\u1ed5i m\u1edbi di\u1ec5n ra nhanh ch\u00f3ng, vi\u1ec7c tri\u1ec3n khai v\u00e0o quy tr\u00ecnh l\u00e0m vi\u1ec7c l\u00e2m s\u00e0ng th\u01b0\u1eddng quy v\u1eabn c\u00f2n nhi\u1ec1u th\u00e1ch th\u1ee9c, b\u1ecb c\u1ea3n tr\u1edf b\u1edfi c\u00e1c y\u00eau c\u1ea7u v\u1ec1 quy \u0111\u1ecbnh v\u00e0 nhu c\u1ea7u v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o ph\u1ea7n c\u1ee9ng v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u1edbi c\u00e1c h\u1ea1n ch\u1ebf v\u1ec1 CNTT t\u1ea1i \u0111\u1ecba ph\u01b0\u01a1ng. \u0110\u00e1ng ch\u00fa \u00fd, c\u00e1c c\u00f4ng ty nh\u01b0 Qritive \u1edf khu v\u1ef1c ch\u00e2u \u00c1 &#8211; Th\u00e1i B\u00ecnh D\u01b0\u01a1ng l\u00e0 minh ch\u1ee9ng cho c\u00e1ch c\u00e1c c\u00f4ng ty kh\u1edfi nghi\u1ec7p c\u00f3 th\u1ec3 mang l\u1ea1i gi\u00e1 tr\u1ecb cho l\u0129nh v\u1ef1c n\u00e0y b\u1eb1ng c\u00e1ch cung c\u1ea5p c\u00e1c m\u00f4-\u0111un AI t\u1ea1i ch\u1ed7, kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o ph\u1ea7n c\u1ee9ng, gi\u1ea3i quy\u1ebft c\u00e1c \u01b0u ti\u00ean khu v\u1ef1c nh\u01b0 ung th\u01b0 tuy\u1ebfn ti\u1ec1n li\u1ec7t, ung th\u01b0 \u0111\u1ea1i tr\u00e0ng v\u00e0 ung th\u01b0 gan, \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o ch\u1ee7 quy\u1ec1n d\u1eef li\u1ec7u. T\u00f3m l\u1ea1i, s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa t\u1ef1 \u0111\u1ed9ng h\u00f3a ph\u00f2ng th\u00ed nghi\u1ec7m b\u1ec7nh l\u00fd to\u00e0n di\u1ec7n, thu\u1eadt to\u00e1n ph\u00e2n t\u00edch d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 h\u1ec7 sinh th\u00e1i m\u1edf, \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, t\u1ea1o ra m\u1ed9t m\u1ea1ng l\u01b0\u1edbi k\u1ebft n\u1ed1i v\u00e0 th\u00edch \u1ee9ng, chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u ch\u1ea9n \u0111o\u00e1n t\u0129nh th\u00e0nh nh\u1eefng th\u00f4ng tin chi ti\u1ebft c\u00f3 th\u1ec3 h\u00e0nh \u0111\u1ed9ng \u0111\u01b0\u1ee3c. Kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i n\u00e0y \u2013 gi\u1eefa c\u00e1c \u0111\u1ed1i t\u00e1c, c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u v\u00e0 khu v\u1ef1c \u0111\u1ecba l\u00fd \u2013 cho ph\u00e9p c\u00e1c nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c ch\u1ea9n \u0111o\u00e1n, t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng \u0111\u00fang b\u1ec7nh nh\u00e2n nh\u1eadn \u0111\u01b0\u1ee3c \u0111\u00fang ph\u01b0\u01a1ng ph\u00e1p \u0111i\u1ec1u tr\u1ecb v\u00e0o \u0111\u00fang th\u1eddi \u0111i\u1ec3m. <\/p>\n<h2 style=\"font-family: Inter !important; font-weight: 500 !important; font-size: 28px !important; line-height: 36px !important; letter-spacing: 0px !important;\">Nh\u1eefng l\u0129nh v\u1ef1c c\u1ea7n \u01b0u ti\u00ean khi c\u00f4ng ngh\u1ec7 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 ng\u00e0y c\u00e0ng ho\u00e0n thi\u1ec7n.<\/h2>\n<p> Khi gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 chuy\u1ec3n t\u1eeb \u00fd t\u01b0\u1edfng th\u00e0nh hi\u1ec7n th\u1ef1c, vi\u1ec7c l\u1ef1a ch\u1ecdn \u0111\u1ed1i t\u00e1c ph\u00f9 h\u1ee3p tr\u1edf th\u00e0nh b\u01b0\u1edbc quan tr\u1ecdng \u0111\u1ec3 ph\u00e1t huy h\u1ebft ti\u1ec1m n\u0103ng c\u1ee7a n\u00f3. Khi \u0111\u00e1nh gi\u00e1 nh\u00e0 cung c\u1ea5p gi\u1ea3i ph\u00e1p gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1, c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m n\u00ean t\u00ecm ki\u1ebfm \u0111\u1ed1i t\u00e1c cung c\u1ea5p h\u1ed7 tr\u1ee3 to\u00e0n di\u1ec7n \u2013 t\u1eeb qu\u00e9t ti\u00eau b\u1ea3n ch\u1ea5t l\u01b0\u1ee3ng cao \u0111\u1ebfn ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u2013 \u0111\u1ea3m b\u1ea3o quy tr\u00ecnh l\u00e0m vi\u1ec7c li\u1ec1n m\u1ea1ch thay v\u00ec m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 r\u1eddi r\u1ea1c. \u0110i\u1ec1u quan tr\u1ecdng kh\u00f4ng k\u00e9m l\u00e0 cam k\u1ebft c\u1ee7a nh\u00e0 cung c\u1ea5p \u0111\u1ed1i v\u1edbi t\u00ednh m\u1edf: kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p v\u00e0 \u0111\u01b0a c\u00e1c thu\u1eadt to\u00e1n c\u1ee7a b\u00ean th\u1ee9 ba v\u00e0o m\u1ed9t h\u1ec7 sinh th\u00e1i m\u1edf s\u1ebd th\u00fac \u0111\u1ea9y s\u1ef1 \u0111\u1ed5i m\u1edbi v\u00e0 \u0111\u1ea3m b\u1ea3o t\u00ednh b\u1ec1n v\u1eefng c\u1ee7a n\u1ec1n t\u1ea3ng trong t\u01b0\u01a1ng lai. Song song \u0111\u00f3, nh\u00e0 cung c\u1ea5p \u0111\u01b0\u1ee3c l\u1ef1a ch\u1ecdn \u2013 hay nh\u00e0 cung c\u1ea5p thu\u1eadt to\u00e1n AI \u2013 c\u1ea7n ch\u1ee9ng minh \u0111\u01b0\u1ee3c chuy\u00ean m\u00f4n v\u1eefng ch\u1eafc trong l\u0129nh v\u1ef1c d\u1ecbch v\u1ee5 v\u00e0 h\u1ed7 tr\u1ee3. Ngo\u00e0i vi\u1ec7c ch\u1ec9 \u0111\u01a1n thu\u1ea7n cung c\u1ea5p c\u00f4ng ngh\u1ec7, h\u1ecd c\u00f2n ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng cung c\u1ea5p h\u1ed7 tr\u1ee3 k\u1ef9 thu\u1eadt k\u1ecbp th\u1eddi, \u0111\u00e0o t\u1ea1o li\u00ean t\u1ee5c v\u00e0 b\u1ea3o tr\u00ec ch\u1ee7 \u0111\u1ed9ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ho\u1ea1t \u0111\u1ed9ng kh\u00f4ng b\u1ecb gi\u00e1n \u0111o\u1ea1n v\u00e0 hi\u1ec7u su\u1ea5t h\u1ec7 th\u1ed1ng t\u1ed1i \u01b0u. Cu\u1ed1i c\u00f9ng, chuy\u00ean m\u00f4n v\u1eefng ch\u1eafc trong vi\u1ec7c n\u1eafm v\u1eefng c\u00e1c ti\u00eau chu\u1ea9n ph\u00e1p l\u00fd, b\u1ea3o m\u1eadt d\u1eef li\u1ec7u v\u00e0 c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o v\u1ec7 an ninh m\u1ea1ng l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u b\u1ec7nh nh\u00e2n nh\u1ea1y c\u1ea3m \u0111\u1ed3ng th\u1eddi duy tr\u00ec s\u1ef1 tu\u00e2n th\u1ee7 tr\u00ean nhi\u1ec1u khu v\u1ef1c kh\u00e1c nhau. Nh\u1eefng y\u1ebfu t\u1ed1 n\u00e0y \u0111\u1ea3m b\u1ea3o r\u1eb1ng chuy\u1ec3n \u0111\u1ed5i s\u1ed1 kh\u00f4ng ch\u1ec9 mang l\u1ea1i t\u1ed1c \u0111\u1ed9 v\u00e0 hi\u1ec7u qu\u1ea3 m\u00e0 c\u00f2n c\u1ea3 kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i v\u00e0 gi\u00e1 tr\u1ecb l\u00e2u d\u00e0i. <\/p>\n<h2 style=\"font-family: Inter !important; font-weight: 500 !important; font-size: 28px !important; line-height: 36px !important; letter-spacing: 0px !important;\">K\u1ef7 nguy\u00ean m\u1edbi c\u1ee7a gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1<\/h2>\n<p> S\u1ef1 chuy\u1ec3n \u0111\u1ed5i t\u1eeb k\u00ednh hi\u1ec3n vi quang h\u1ecdc sang s\u1ed1 h\u00f3a ho\u00e0n to\u00e0n \u0111ang bi\u1ebfn \u0111\u1ed5i ng\u00e0nh gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc t\u1eeb m\u1ed9t l\u0129nh v\u1ef1c chuy\u00ean bi\u1ec7t th\u00e0nh m\u1ed9t nhu c\u1ea7u thi\u1ebft y\u1ebfu trong l\u00e2m s\u00e0ng. Tr\u00ean kh\u1eafp khu v\u1ef1c ch\u00e2u \u00c1 &#8211; Th\u00e1i B\u00ecnh D\u01b0\u01a1ng &#8211; \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111ang ph\u00e1t tri\u1ec3n m\u1ea1nh \u1edf \u0110\u00f4ng Nam \u00c1 &#8211; b\u1ec7nh l\u00fd h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 mang \u0111\u1ebfn c\u01a1 h\u1ed9i then ch\u1ed1t \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng c\u00e1c l\u1ed9 tr\u00ecnh ch\u0103m s\u00f3c ung th\u01b0, v\u00ed d\u1ee5 nh\u01b0 th\u00f4ng qua ph\u00e1t hi\u1ec7n s\u1edbm h\u01a1n, gi\u1ea3m s\u1ef1 ch\u1eadm tr\u1ec5 v\u00e0 \u0111i\u1ec1u tr\u1ecb c\u00e1 nh\u00e2n h\u00f3a h\u01a1n. Khi k\u1ebft h\u1ee3p v\u1edbi ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, c\u00e1c n\u1ec1n t\u1ea3ng n\u00e0y gi\u00fap c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c ch\u1ea9n \u0111o\u00e1n, cho ph\u00e9p h\u1ee3p t\u00e1c \u0111a ng\u00e0nh v\u00e0 cung c\u1ea5p kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn k\u1ecbp th\u1eddi v\u1edbi chuy\u00ean m\u00f4n c\u1ee7a c\u00e1c chuy\u00ean gia \u2013 ngay c\u1ea3 \u1edf nh\u1eefng v\u00f9ng xa x\u00f4i. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c lo\u1ea1i ung th\u01b0 c\u00f3 t\u1ef7 l\u1ec7 m\u1eafc cao nh\u01b0 ung th\u01b0 ph\u1ed5i v\u00e0 ung th\u01b0 v\u00fa, n\u01a1i vi\u1ec7c ch\u1ea9n \u0111o\u00e1n s\u1edbm c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 t\u1ef7 l\u1ec7 s\u1ed1ng s\u00f3t. C\u00e1c h\u1ec7 sinh th\u00e1i m\u1edf, c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c l\u1eabn nhau \u0111\u1ea3m b\u1ea3o h\u01a1n n\u1eefa kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng, t\u00edch h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 c\u1ee7a b\u00ean th\u1ee9 ba \u0111\u00e3 \u0111\u01b0\u1ee3c ki\u1ec3m ch\u1ee9ng v\u00e0 tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh, gi\u00fap \u0111\u1ea3m b\u1ea3o t\u00ednh b\u1ec1n v\u1eefng c\u1ee7a c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ch\u1ea9n \u0111o\u00e1n trong t\u01b0\u01a1ng lai. C\u00e1c gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c ki\u1ec3m ch\u1ee9ng l\u00e2m s\u00e0ng, \u0111\u01b0\u1ee3c \u0111\u1ecbnh h\u00ecnh b\u1edfi c\u00e1c nh\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc v\u00e0 th\u1eed nghi\u1ec7m tr\u00ean c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111\u1ea1i di\u1ec7n, \u0111\u1ea3m b\u1ea3o t\u00ednh nh\u1ea5t qu\u00e1n, trong khi an ninh m\u1ea1ng m\u1ea1nh m\u1ebd v\u00e0 ph\u1ea7n c\u1ee9ng c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cho ph\u00e9p \u00e1p d\u1ee5ng an to\u00e0n v\u00e0 li\u1ec1n m\u1ea1ch tr\u00ean to\u00e0n b\u1ed9 chu tr\u00ecnh ch\u0103m s\u00f3c. Trong k\u1ef7 nguy\u00ean ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe \u0111\u01b0\u1ee3c \u0111\u1ecbnh h\u00ecnh b\u1edfi \u0111\u1ed9 ch\u00ednh x\u00e1c, t\u1ed1c \u0111\u1ed9 v\u00e0 kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i,<strong> gi\u00e3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 m\u00e0 c\u00f2n l\u00e0 x\u01b0\u01a1ng s\u1ed1ng m\u1edbi c\u1ee7a ch\u1ea9n \u0111o\u00e1n hi\u1ec7n \u0111\u1ea1i.<\/strong> <\/p>\n<hr \/>\n<p> \u00a0 <\/p>\n<p><em>T\u00e0i li\u1ec7u tham kh\u1ea3o:<\/em><br \/>\n <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/link.springer.com\/article\/10.1007\/s00428-025-04090-w\" target=\"_blank\" rel=\"noopener\">[1]<\/a> Eloy, C., et al. 2025. \u201cChuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong ng\u00e0nh b\u1ec7nh l\u00fd h\u1ecdc &#8211; B\u1ea3n b\u00e1o c\u00e1o \u00fd ki\u1ebfn \u200b\u200bchuy\u00ean gia c\u1ee7a Hi\u1ec7p h\u1ed9i B\u1ec7nh l\u00fd h\u1ecdc Ch\u00e2u \u00c2u.\u201d <\/span><i><span style=\"font-weight: 400;\">Virchows Archiv<\/span><\/i><span style=\"font-weight: 400;\">. doi:10.1007\/s00428-025-04090-w.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/diagnosticpathology.biomedcentral.com\/articles\/10.1186\/s13000-025-01610-9\" target=\"_blank\" rel=\"noopener\">[2]<\/a> Zia, S., et al. 2025. \u201cC\u1eadp nh\u1eadt v\u1ec1 c\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a b\u1ec7nh l\u00fd h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1: ch\u1ea9n \u0111o\u00e1n ban \u0111\u1ea7u; b\u1ec7nh l\u00fd h\u1ecdc t\u1eeb xa, gi\u00e1o d\u1ee5c v\u00e0 nghi\u00ean c\u1ee9u.\u201d <\/span><i><span style=\"font-weight: 400;\">Diagnostic Pathology<\/span><\/i><span style=\"font-weight: 400;\"> 20 (17). doi:10.1186\/s13000-025-01610-9.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/31719106\/\" target=\"_blank\" rel=\"noopener\">[3]<\/a> Menter, T., et al. 2020. \u201cTham kh\u1ea3o x\u00e9t nghi\u1ec7m m\u00f4 \u0111\u00f4ng l\u1ea1nh trong ph\u1eabu thu\u1eadt b\u1eb1ng ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh to\u00e0n b\u1ed9 ti\u00eau b\u1ea3n t\u1eeb xa \u2013 x\u00e1c th\u1ef1c v\u00e0 so s\u00e1nh v\u1edbi k\u00ednh hi\u1ec3n vi robot t\u1eeb xa.\u201d <\/span><i><span style=\"font-weight: 400;\">Journal of Clinical Pathology<\/span><\/i><span style=\"font-weight: 400;\"> 73 (6): 350\u2013352.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/gco.iarc.fr\/\" target=\"_blank\" rel=\"noopener\">[4]<\/a> International Agency for Research on Cancer. 2022. <\/span><i><span style=\"font-weight: 400;\">Global Cancer Observatory<\/span><\/i><span style=\"font-weight: 400;\">. Truy c\u1eadp ng\u00e0y 10 th\u00e1ng 8 n\u0103m 2025.<\/span><a href=\"https:\/\/gco.iarc.fr\/\" target=\"_blank\" rel=\"noopener\"> <span style=\"font-weight: 400;\">https:\/\/gco.iarc.fr\/<\/span><\/a><span style=\"font-weight: 400;\">.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/diagnosticpathology.biomedcentral.com\/articles\/10.1186\/s13000-023-01352-6\" target=\"_blank\" rel=\"noopener\">[5]<\/a> Zehra, T., et al. 2023. \u201c\u0110\u1ec1 xu\u1ea5t ph\u01b0\u01a1ng h\u01b0\u1edbng \u1ee9ng d\u1ee5ng b\u1ec7nh l\u00fd h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 h\u1ed7 tr\u1ee3 b\u1edfi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 ngu\u1ed3n l\u1ef1c h\u1ea1n ch\u1ebf \u1edf c\u00e1c n\u01b0\u1edbc \u0111ang ph\u00e1t tri\u1ec3n.\u201d <\/span><i><span style=\"font-weight: 400;\">Diagnostic Pathology<\/span><\/i><span style=\"font-weight: 400;\"> 18 (1): 68. doi:10.1186\/s13000-023-01352-6.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2153353924000336?via%3Dihub\" target=\"_blank\" rel=\"noopener\">[6]<\/a> Mosquera-Zamudio, A., M. Gomez-Suarez, J. Sprockel, J.C. Ria\u00f1o-Moreno, E.A.M. Janssen, L. Pantanowitz, and R. Parra-Medina. 2024. \u201cTo\u00e0n c\u1ea7u h\u00f3a m\u1ea1ng l\u01b0\u1edbi ch\u1ea9n \u0111o\u00e1n b\u1ec7nh t\u1eeb xa v\u1edbi \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1i Colombia: \u0110\u1ec1 c\u01b0\u01a1ng nghi\u00ean c\u1ee9u ch\u01b0\u01a1ng tr\u00ecnh GLORIA.\u201d <\/span><i><span style=\"font-weight: 400;\">Journal of Pathology Informatics<\/span><\/i><span style=\"font-weight: 400;\"> 15: 100394. doi:10.1016\/j.jpi.2024.100394.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/diagnosticpathology.biomedcentral.com\/articles\/10.1186\/s13000-024-01590-2\" target=\"_blank\" rel=\"noopener\">[7]<\/a> Walsh, E., and N.M. Orsi. 2024. \u201cT\u00ecnh tr\u1ea1ng kh\u00f3 kh\u0103n hi\u1ec7n nay c\u1ee7a l\u1ef1c l\u01b0\u1ee3ng chuy\u00ean gia b\u1ec7nh l\u00fd h\u1ecdc to\u00e0n c\u1ea7u: m\u1ed9t \u0111\u00e1nh gi\u00e1 ng\u1eafn g\u1ecdn.\u201d <\/span><i><span style=\"font-weight: 400;\">Diagnostic Pathology<\/span><\/i><span style=\"font-weight: 400;\"> 19 (163). doi:10.1186\/s13000-024-01590-2.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2352914824001229\" target=\"_blank\" rel=\"noopener\">[8]<\/a> Edayan, J.M., et al. 2024. \u201cInformatics in Medicine Unlocked\u201d 50: 101566. doi:10.1016\/j.imu.2024.101566.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/btrt.org\/DOIx.php?id=10.14791\/btrt.2021.0032\" target=\"_blank\" rel=\"noopener\">[9]<\/a> Go, H. 2022. \u201cGi\u1ea3i ph\u1eabu b\u1ec7nh k\u1ef9 thu\u1eadt s\u1ed1 v\u00e0 \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong gi\u1ea3i ph\u1eabu b\u1ec7nh.\u201d <\/span><i><span style=\"font-weight: 400;\">Brain Tumor Research and Treatment<\/span><\/i><span style=\"font-weight: 400;\"> 10 (2): 76\u201382.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/diagnosticpathology.biomedcentral.com\/articles\/10.1186\/s13000-023-01375-z\" target=\"_blank\" rel=\"noopener\">[10]<\/a> Shafi, S., and A.V. Parwani. 2023. \u201cTr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong ch\u1ea9n \u0111o\u00e1n b\u1ec7nh l\u00fd.\u201d <\/span><i><span style=\"font-weight: 400;\">Diagnostic Pathology<\/span><\/i><span style=\"font-weight: 400;\"> 18 (109).<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2153353922007507\" target=\"_blank\" rel=\"noopener\">[11]<\/a> Jarrahi, M.H., et al. 2022. \u201cCh\u00eca kh\u00f3a \u0111\u1ec3 \u1ee9ng d\u1ee5ng hi\u1ec7u qu\u1ea3 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong b\u1ec7nh l\u00fd h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1: Thi\u1ebft l\u1eadp quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ed9ng sinh gi\u1eefa c\u00e1c nh\u00e0 b\u1ec7nh l\u00fd h\u1ecdc v\u00e0 m\u00e1y m\u00f3c.\u201d <\/span><i><span style=\"font-weight: 400;\">Journal of Pathology Informatics<\/span><\/i><span style=\"font-weight: 400;\"> 13: 100156.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2374289525000089\" target=\"_blank\" rel=\"noopener\">[12]<\/a> Gaffney, H., and K.M. Mirza. 2025. \u201cB\u1ec7nh l\u00fd h\u1ecdc trong k\u1ef7 nguy\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o: \u0110\u1ecbnh h\u01b0\u1edbng \u0111\u1ed5i m\u1edbi v\u00e0 \u1ee9ng d\u1ee5ng \u0111\u1ec3 b\u1ea3o t\u1ed3n s\u1ef1 hi\u1ec3u bi\u1ebft c\u1ee7a con ng\u01b0\u1eddi.\u201d <\/span><i><span style=\"font-weight: 400;\">Academic Pathology<\/span><\/i><span style=\"font-weight: 400;\"> 12: 100166.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/ascopubs.org\/doi\/10.1200\/JCO.2025.43.16_suppl.1014\" target=\"_blank\" rel=\"noopener\">[13]<\/a> Mulder, D., et al. 2025. \u201cVi\u1ec7c s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m h\u1ed7 tr\u1ee3 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 \u0111\u00e0o t\u1ea1o di\u1ec5n gi\u1ea3i IHC HER2 th\u1ea5p v\u00e0 HER2 c\u1ef1c th\u1ea5p nh\u1eb1m n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c ch\u1ea9n \u0111o\u00e1n c\u1ee7a c\u00e1c nh\u00e0 b\u1ec7nh l\u00fd h\u1ecdc v\u00e0 b\u1ec7nh nh\u00e2n, m\u1edf r\u1ed9ng ti\u00eau ch\u00ed \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n \u0111i\u1ec1u tr\u1ecb nh\u1eafm m\u1ee5c ti\u00eau HER2.\u201d T\u00f3m t\u1eaft \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y t\u1ea1i <\/span><i><span style=\"font-weight: 400;\">H\u1ed9i ngh\u1ecb th\u01b0\u1eddng ni\u00ean ASCO n\u0103m 2025<\/span><\/i><span style=\"font-weight: 400;\">.<\/span> <span style=\"font-weight: 400;\"><\/p>\n<p><a href=\"https:\/\/www.signifyresearch.net\/insights\/complimentary-digital-pathology-vc-investment-analysis\/\" target=\"_blank\" rel=\"noopener\">[14]<\/a> Nghi\u00ean c\u1ee9u Signify. 2023. \u201c\u0110\u1ea7u t\u01b0 v\u00e0o gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u00e3 tr\u01b0\u1edfng th\u00e0nh, c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 m\u1ea1o hi\u1ec3m tr\u1edf n\u00ean ch\u1ecdn l\u1ecdc h\u01a1n.\u201d Truy c\u1eadp ng\u00e0y 4 th\u00e1ng 9 n\u0103m 2025.<\/span><a href=\"https:\/\/www.signifyresearch.net\/insights\/complimentary-digital-pathology-vc-investment-analysis\/\" target=\"_blank\" rel=\"noopener\"> <span style=\"font-weight: 400;\">https:\/\/www.signifyresearch.net\/insights\/complimentary-digital-pathology-vc-investment-analysis\/<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Nh\u1eefng \u0111i\u1ec3m ch\u00ednh c\u1ea7n ghi nh\u1edb: \u00a0 Gi\u1ea3i ph\u1eabu b\u1ec7nh h\u1ecdc k\u1ef9 thu\u1eadt s\u1ed1 \u0111ang tr\u1edf th\u00e0nh ti\u00eau chu\u1ea9n m\u1edbi \u1edf khu v\u1ef1c ch\u00e2u \u00c1 &#8211; Th\u00e1i B\u00ecnh D\u01b0\u01a1ng, thay th\u1ebf k\u00ednh hi\u1ec3n vi quang h\u1ecdc b\u1eb1ng c\u00e1c ti\u00eau b\u1ea3n k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u1ed9 ph\u00e2n gi\u1ea3i cao \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c [&hellip;]<\/p>\n","protected":false},"author":97,"featured_media":136535,"parent":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"tags":[],"pillarandcategory":[307,319,8415,318,300,310,309],"reporter":[14805],"class_list":["post-146988","acf_article","type-acf_article","status-publish","has-post-thumbnail","hentry","pillarandcategory-digital-transformation","pillarandcategory-artificial-intelligence","pillarandcategory-clinical-decision-support","pillarandcategory-histopathology","pillarandcategory-management","pillarandcategory-operational-excellence","pillarandcategory-operations","reporter-christopher-chiam"],"acf":[],"_links":{"self":[{"href":"https:\/\/labinsights.com\/vi\/wp-json\/wp\/v2\/acf_article\/146988","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/labinsights.com\/vi\/wp-json\/wp\/v2\/acf_article"}],"about":[{"href":"https:\/\/labinsights.com\/vi\/wp-json\/wp\/v2\/types\/acf_article"}],"author":[{"embeddable":true,"href":"https:\/\/labinsights.com\/vi\/wp-json\/wp\/v2\/users\/97"}],"version-history":[{"count":3,"href":"https:\/\/labinsights.com\/vi\/wp-json\/wp\/v2\/acf_article\/146988\/revisions"}],"predecessor-version":[{"id":148817,"href":"https:\/\/labinsights.com\/vi\/wp-json\/wp\/v2\/acf_article\/146988\/revisions\/148817"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/labinsights.com\/vi\/wp-json\/wp\/v2\/media\/136535"}],"wp:attachment":[{"href":"https:\/\/labinsights.com\/vi\/wp-json\/wp\/v2\/media?parent=146988"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/labinsights.com\/vi\/wp-json\/wp\/v2\/tags?post=146988"},{"taxonomy":"pillarandcategory","embeddable":true,"href":"https:\/\/labinsights.com\/vi\/wp-json\/wp\/v2\/pillarandcategory?post=146988"},{"taxonomy":"reporter","embeddable":true,"href":"https:\/\/labinsights.com\/vi\/wp-json\/wp\/v2\/reporter?post=146988"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}