{"id":14096,"date":"2025-12-15T21:24:36","date_gmt":"2025-12-15T13:54:36","guid":{"rendered":"https:\/\/abtvn.com\/?p=14096"},"modified":"2026-02-06T17:32:07","modified_gmt":"2026-02-06T10:02:07","slug":"vi-sao-chuyen-doi-so-la-xu-huong-cua-te-bao-hoc","status":"publish","type":"post","link":"https:\/\/abtvn.com\/en\/vi-sao-chuyen-doi-so-la-xu-huong-cua-te-bao-hoc\/","title":{"rendered":"<strong>V\u00ec sao chuy\u1ec3n \u0111\u1ed5i s\u1ed1 l\u00e0 xu h\u01b0\u1edbng c\u1ee7a t\u1ebf b\u00e0o h\u1ecdc hi\u1ec7n \u0111\u1ea1i?<\/strong>"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 t\u1ebf b\u00e0o h\u1ecdc l\u00e0 g\u00ec v\u00e0 v\u00ec sao chuy\u1ec3n \u0111\u1ed5i s\u1ed1 l\u00e0 xu h\u01b0\u1edbng c\u1ee7a t\u1ebf b\u00e0o h\u1ecdc hi\u1ec7n \u0111\u1ea1i? <a href=\"https:\/\/abtvn.com\/en\/co-testing-xu-huong-sang-loc-ung-thu-co-tu-cung\/\" data-type=\"link\" data-id=\"https:\/\/abtvn.com\/co-testing-xu-huong-sang-loc-ung-thu-co-tu-cung\/\">Cervical cancer<\/a><strong> <\/strong>v\u1eabn l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c y t\u1ebf c\u00f4ng c\u1ed9ng l\u1edbn t\u1ea1i Vi\u1ec7t Nam, ph\u1ea3n \u00e1nh nh\u1eefng h\u1ea1n ch\u1ebf trong \u0111\u1ed9 bao ph\u1ee7 v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh s\u00e0ng l\u1ecdc s\u1edbm. Trong khi \u0111\u00f3, quy tr\u00ecnh t\u1ebf b\u00e0o h\u1ecdc th\u1ee7 c\u00f4ng hi\u1ec7n nay ch\u1ecbu \u1ea3nh h\u01b0\u1edfng l\u1edbn t\u1eeb \u0111\u1ed9 nh\u1ea1y, t\u00ednh ch\u1ee7 quan c\u1ee7a ng\u01b0\u1eddi \u0111\u1ecdc, th\u1ecb gi\u00e1c v\u00e0 h\u1ea1n ch\u1ebf v\u1ec1 l\u01b0u tr\u1eef m\u1eabu ti\u00eau b\u1ea3n v\u00e0 r\u00e0o c\u1ea3n trong h\u1ed9i chu\u1ea9n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00ean c\u1ea1nh \u00e1p l\u1ef1c b\u1ec7nh t\u1eadt l\u00e0 kh\u1ee7ng ho\u1ea3ng nh\u00e2n l\u1ef1c gi\u1ea3i ph\u1eabu b\u1ec7nh, s\u1ef1 thi\u1ebfu h\u1ee5t v\u00e0 ph\u00e2n b\u1ed1 kh\u00f4ng \u0111\u1ed3ng \u0111\u1ec1u c\u1ee7a chuy\u00ean gia khi\u1ebfn th\u1eddi gian tr\u1ea3 k\u1ebft qu\u1ea3 k\u00e9o d\u00e0i, \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn hi\u1ec7u qu\u1ea3 \u0111i\u1ec1u tr\u1ecb. C\u00e1c y\u1ebfu t\u1ed1 b\u1ea5t c\u1eadp v\u1ec1 quy tr\u00ecnh k\u1ef9 thu\u1eadt, h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef v\u00e0 ngu\u1ed3n nh\u00e2n l\u1ef1c cho th\u1ea5y ph\u01b0\u01a1ng th\u1ee9c ch\u1ea9n \u0111o\u00e1n truy\u1ec1n th\u1ed1ng c\u00f2n r\u1ea5t nhi\u1ec1u h\u1ea1n ch\u1ebf, \u0111\u1eb7t ra y\u00eau c\u1ea7u v\u1ec1 vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c gi\u1ea3i ph\u00e1p chuy\u1ec3n \u0111\u1ed5i s\u1ed1 nh\u1eb1m chu\u1ea9n h\u00f3a quy tr\u00ecnh, t\u1ed1i \u01b0u h\u00f3a n\u0103ng su\u1ea5t ch\u1ea9n \u0111o\u00e1n v\u00e0 gi\u1ea3i ph\u00f3ng ngu\u1ed3n l\u1ef1c y t\u1ebf.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:32px\"><strong>1. Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong t\u1ebf b\u00e0o h\u1ecdc l\u00e0 g\u00ec?<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"font-size:28px\"><strong>1.1. T\u1eeb k\u00ednh hi\u1ec3n vi quang h\u1ecdc \u0111\u1ebfn gi\u1ea3i ph\u1eabu b\u1ec7nh k\u1ef9 thu\u1eadt s\u1ed1 (Digital Pathology)<\/strong><\/h3>\n\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Tr\u01b0\u1edbc \u0111\u00e2y, <strong><a href=\"https:\/\/abtvn.com\/en\/kinh-hien-vi-ky-thuat-so-trong-te-bao-hoc\/\" data-type=\"link\" data-id=\"https:\/\/abtvn.com\/kinh-hien-vi-ky-thuat-so-trong-te-bao-hoc\/\">&#8220;s\u1ed1 h\u00f3a&#8221; trong gi\u1ea3i ph\u1eabu b\u1ec7nh<\/a><\/strong> th\u01b0\u1eddng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c g\u1eafn camera l\u00ean k\u00ednh hi\u1ec3n vi \u0111\u1ec3 ch\u1ee5p c\u00e1c v\u00f9ng quan t\u00e2m. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y thi\u1ebfu t\u00ednh to\u00e0n di\u1ec7n v\u00e0 ph\u1ee5 thu\u1ed9c nhi\u1ec1u v\u00e0o ng\u01b0\u1eddi ch\u1ee5p.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Gi\u1ea3i ph\u1eabu b\u1ec7nh k\u1ef9 thu\u1eadt s\u1ed1 hi\u1ec7n \u0111\u1ea1i d\u1ef1a tr\u00ean c\u00f4ng ngh\u1ec7 <strong>Qu\u00e9t ti\u00eau b\u1ea3n to\u00e0n b\u1ed9 (Whole Slide Imaging &#8211; WSI)<\/strong>. \u0110\u00e2y l\u00e0 qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng c\u00e1c m\u00e1y qu\u00e9t t\u1ef1 \u0111\u1ed9ng (Scanner) \u0111\u1ec3 s\u1ed1 h\u00f3a to\u00e0n b\u1ed9 di\u1ec7n t\u00edch c\u1ee7a lam k\u00ednh \u1edf \u0111\u1ed9 ph\u00e2n gi\u1ea3i cao (th\u01b0\u1eddng l\u00e0 0.25 \u00b5m\/pixel \u1edf \u0111\u1ed9 ph\u00f3ng \u0111\u1ea1i 40x), t\u1ea1o ra m\u1ed9t t\u1ec7p tin h\u00ecnh \u1ea3nh (Virtual Slide) m\u00f4 ph\u1ecfng ch\u00ednh x\u00e1c ti\u00eau b\u1ea3n v\u1eadt l\u00fd.<sup><\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>S\u1ef1 chuy\u1ec3n d\u1ecbch n\u00e0y thay \u0111\u1ed5i ho\u00e0n to\u00e0n quy tr\u00ecnh l\u00e0m vi\u1ec7c (workflow):<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Quy tr\u00ecnh c\u0169 (Analogue):<\/strong> Lam k\u00ednh -&gt; K\u00ednh hi\u1ec3n vi -&gt; Quan s\u00e1t b\u1eb1ng m\u1eaft -&gt; Ch\u1ea9n \u0111o\u00e1n.<\/li>\n\n\n\n<li><strong>Quy tr\u00ecnh m\u1edbi (Digital):<\/strong> Lam k\u00ednh -&gt; Scanner -&gt; M\u00e0n h\u00ecnh m\u00e1y t\u00ednh\/Cloud -&gt; AI h\u1ed7 tr\u1ee3 -&gt; M\u1eaft ng\u01b0\u1eddi -&gt; Ch\u1ea9n \u0111o\u00e1n.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"font-size:28px\"><strong>1.2. Kh\u00e1c bi\u1ec7t c\u1ed1t l\u00f5i gi\u1eefa M\u00f4 h\u1ecdc v\u00e0 T\u1ebf b\u00e0o h\u1ecdc<\/strong><\/h3>\n\n\n\n<div style=\"height:14px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>M\u00f4 b\u1ec7nh h\u1ecdc (Histology):<\/strong> Ti\u00eau b\u1ea3n l\u00e0 c\u00e1c l\u00e1t c\u1eaft m\u00f4 m\u1ecfng (3-5 \u00b5m), c\u00f3 c\u1ea5u tr\u00fac t\u01b0\u01a1ng \u0111\u1ed1i ph\u1eb3ng. M\u00e1y qu\u00e9t ch\u1ec9 c\u1ea7n l\u1ea5y n\u00e9t tr\u00ean m\u1ed9t m\u1eb7t ph\u1eb3ng ti\u00eau \u0111i\u1ec3m l\u00e0 c\u00f3 th\u1ec3 thu \u0111\u01b0\u1ee3c h\u00ecnh \u1ea3nh r\u00f5 n\u00e9t.<\/li>\n\n\n\n<li><strong>T\u1ebf b\u00e0o h\u1ecdc (Cytology):<\/strong> \u0110\u00e2y l\u00e0 th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t. C\u00e1c m\u1eabu ph\u1ebft t\u1ebf b\u00e0o (nh\u01b0 Pap smear, FNA) c\u00f3 \u0111\u1ed9 d\u00e0y kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t. C\u00e1c t\u1ebf b\u00e0o th\u01b0\u1eddng n\u1eb1m ch\u1ed3ng ch\u1ea5t l\u00ean nhau, t\u1ea1o th\u00e0nh c\u00e1c c\u1ee5m t\u1ebf b\u00e0o v\u1edbi c\u1ea5u tr\u00fac kh\u00f4ng gian 3 chi\u1ec1u. N\u1ebfu m\u00e1y qu\u00e9t ch\u1ec9 l\u1ea5y n\u00e9t \u1edf m\u1ed9t m\u1eb7t ph\u1eb3ng, c\u00e1c t\u1ebf b\u00e0o n\u1eb1m cao h\u01a1n ho\u1eb7c th\u1ea5p h\u01a1n s\u1ebd b\u1ecb m\u1edd, d\u1eabn \u0111\u1ebfn vi\u1ec7c m\u1ea5t th\u00f4ng tin ch\u1ea9n \u0111o\u00e1n quan tr\u1ecdng, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m nh\u00e2n t\u1ebf b\u00e0o d\u00f9ng \u0111\u1ec3 ph\u00e2n lo\u1ea1i ung th\u01b0.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Do \u0111\u00f3, \u0111\u1ec3 s\u1ed1 h\u00f3a th\u00e0nh c\u00f4ng t\u1ebf b\u00e0o h\u1ecdc, b\u1eaft bu\u1ed9c ph\u1ea3i s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 <strong>Z-stacking<\/strong> (Qu\u00e9t \u0111a l\u1edbp).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"font-size:28px\"><strong>1.3. C\u00f4ng ngh\u1ec7 Z-stacking &#8211; Ch\u00eca kh\u00f3a c\u1ee7a T\u1ebf b\u00e0o h\u1ecdc s\u1ed1<\/strong><\/h3>\n\n\n\n<div style=\"height:14px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Z-stacking ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch qu\u00e9t ti\u00eau b\u1ea3n \u1edf nhi\u1ec1u ti\u00eau c\u1ef1 kh\u00e1c nhau theo tr\u1ee5c d\u1ecdc (tr\u1ee5c Z). M\u00e1y s\u1ebd ch\u1ee5p m\u1ed9t lo\u1ea1t \u1ea3nh t\u1ea1i c\u00e1c \u0111\u1ed9 s\u00e2u kh\u00e1c nhau (v\u00ed d\u1ee5: 5, 7, ho\u1eb7c 11 l\u1edbp), m\u1ed7i l\u1edbp c\u00e1ch nhau kho\u1ea3ng 1\u00b5m.<sup><\/sup><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khi xem tr\u00ean m\u00e1y t\u00ednh, b\u00e1c s\u0129 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng chu\u1ed9t \u0111\u1ec3 di chuy\u1ec3n ti\u00eau \u0111i\u1ec3m l\u00ean xu\u1ed1ng \u0111\u1ec3 nh\u00ecn r\u00f5 t\u1eebng l\u1edbp t\u1ebf b\u00e0o, t\u01b0\u01a1ng t\u1ef1 nh\u01b0 thao t\u00e1c tr\u00ean k\u00ednh hi\u1ec3n vi th\u1eadt. Tuy nhi\u00ean, c\u00f4ng ngh\u1ec7 n\u00e0y \u0111i k\u00e8m v\u1edbi th\u00e1ch th\u1ee9c v\u1ec1 k\u1ef9 thu\u1eadt c\u1ea7n gi\u1ea3i quy\u1ebft:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Th\u1eddi gian qu\u00e9t:<\/strong> Qu\u00e9t nhi\u1ec1u l\u1edbp t\u1ed1n th\u1eddi gian h\u01a1n g\u1ea5p nhi\u1ec1u l\u1ea7n so v\u1edbi qu\u00e9t \u0111\u01a1n l\u1edbp, l\u00e0m gi\u1ea3m c\u00f4ng su\u1ea5t ph\u00f2ng lab.<\/li>\n\n\n\n<li><strong>Dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef:<\/strong> M\u1ed9t file \u1ea3nh WSI \u0111\u01a1n l\u1edbp \u0111\u00e3 c\u00f3 dung l\u01b0\u1ee3ng t\u1eeb 1-2 GB. N\u1ebfu qu\u00e9t Z-stack 10 l\u1edbp, dung l\u01b0\u1ee3ng s\u1ebd t\u0103ng l\u00ean 10-20 GB cho m\u1ed7i ti\u00eau b\u1ea3n. \u0110i\u1ec1u n\u00e0y t\u1ea1o ra g\u00e1nh n\u1eb7ng kh\u1ed5ng l\u1ed3 v\u1ec1 chi ph\u00ed l\u01b0u tr\u1eef v\u00e0 b\u0103ng th\u00f4ng truy\u1ec1n t\u1ea3i.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn nh\u01b0 <strong>Extended Depth of Field (EDF)<\/strong> ho\u1eb7c c\u00e1c thu\u1eadt to\u00e1n n\u00e9n th\u00f4ng minh, cho ph\u00e9p g\u1ed9p c\u00e1c \u0111i\u1ec3m \u1ea3nh r\u00f5 n\u00e9t nh\u1ea5t t\u1eeb c\u00e1c l\u1edbp Z-stack kh\u00e1c nhau th\u00e0nh m\u1ed9t h\u00ecnh \u1ea3nh ph\u1eb3ng duy nh\u1ea5t c\u00f3 \u0111\u1ed9 n\u00e9t s\u00e2u (high depth of field), gi\u1ea3m dung l\u01b0\u1ee3ng file m\u00e0 v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c th\u00f4ng tin ch\u1ea9n \u0111o\u00e1n.<sup><\/sup><\/p>\n\n\n\n<div style=\"height:14px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:32px\"><strong>2. L\u1ee3i \u00edch c\u1ee7a h\u00ecnh \u1ea3nh s\u1ed1 trong t\u1ebf b\u00e0o h\u1ecdc<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Vi\u1ec7c tri\u1ec3n khai h\u1ec7 th\u1ed1ng m\u00e1y qu\u00e9t ti\u00eau b\u1ea3n k\u1ef9 thu\u1eadt s\u1ed1 kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 s\u1ef1 n\u00e2ng c\u1ea5p v\u1ec1 c\u00f4ng ngh\u1ec7, m\u00e0 l\u00e0 chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n tr\u1ecb y t\u1ebf to\u00e0n di\u1ec7n. Digital cytology gi\u00fap:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>N\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c ch\u1ea9n \u0111o\u00e1n<\/li>\n\n\n\n<li>H\u1ed7 tr\u1ee3 h\u1ed9i ch\u1ea9n t\u1eeb xa (telepathology)<\/li>\n\n\n\n<li>Gi\u1ea3m chi ph\u00ed v\u1eadn chuy\u1ec3n v\u00e0 l\u01b0u tr\u1eef ti\u00eau b\u1ea3n<\/li>\n\n\n\n<li>T\u0103ng n\u0103ng su\u1ea5t lao \u0111\u1ed9ng v\u00e0 r\u00fat ng\u1eafn th\u1eddi gian tr\u1ea3 k\u1ebft qu\u1ea3<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110\u00e2y ch\u00ednh l\u00e0 n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh m\u1ea1ng l\u01b0\u1edbi ch\u1ea9n \u0111o\u00e1n t\u1eadp trung, t\u1ed1i \u01b0u h\u00f3a ngu\u1ed3n l\u1ef1c y t\u1ebf khan hi\u1ebfm hi\u1ec7n nay.<\/p>\n\n\n\n<div style=\"height:14px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:32px\"><strong>3. Nh\u1eefng r\u00e0o c\u1ea3n khi c\u00e1c c\u01a1 s\u1edf y t\u1ebf ti\u1ebfp c\u1eadn chuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong t\u1ebf b\u00e0o h\u1ecdc<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1eb7c d\u00f9 chuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong t\u1ebf b\u00e0o h\u1ecdc mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch r\u00f5 r\u1ec7t v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng ch\u1ea9n \u0111o\u00e1n v\u00e0 hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh, qu\u00e1 tr\u00ecnh tri\u1ec3n khai th\u1ef1c t\u1ebf t\u1ea1i c\u00e1c c\u01a1 s\u1edf y t\u1ebf v\u1eabn g\u1eb7p ph\u1ea3i nhi\u1ec1u r\u00e0o c\u1ea3n \u0111\u00e1ng k\u1ec3. <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Chi ph\u00ed \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u cao: M\u00e1y qu\u00e9t ti\u00eau b\u1ea3n, h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh khi\u1ebfn nhi\u1ec1u c\u01a1 s\u1edf y t\u1ebf e ng\u1ea1i tri\u1ec3n khai.<\/li>\n\n\n\n<li>H\u1ea1 t\u1ea7ng CNTT ch\u01b0a s\u1eb5n s\u00e0ng: WSI v\u00e0 Z-stacking t\u1ea1o ra d\u1eef li\u1ec7u dung l\u01b0\u1ee3ng l\u1edbn, y\u00eau c\u1ea7u b\u0103ng th\u00f4ng \u1ed5n \u0111\u1ecbnh v\u00e0 h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00f9 h\u1ee3p.<\/li>\n\n\n\n<li>Kh\u00f3 t\u00edch h\u1ee3p v\u1edbi quy tr\u00ecnh hi\u1ec7n c\u00f3: M\u1ed9t s\u1ed1 h\u1ec7 th\u1ed1ng s\u1ed1 h\u00f3a thi\u1ebfu t\u00ednh linh ho\u1ea1t, kh\u00f3 t\u01b0\u01a1ng th\u00edch v\u1edbi HIS\/LIS \u0111ang s\u1eed d\u1ee5ng t\u1ea1i Vi\u1ec7t Nam.<\/li>\n\n\n\n<li>Thay \u0111\u1ed5i th\u00f3i quen chuy\u00ean m\u00f4n: B\u00e1c s\u0129 v\u00e0 k\u1ef9 thu\u1eadt vi\u00ean c\u1ea7n th\u1eddi gian l\u00e0m quen v\u00e0 x\u00e2y d\u1ef1ng ni\u1ec1m tin v\u00e0o h\u00ecnh \u1ea3nh s\u1ed1 thay cho k\u00ednh hi\u1ec3n vi truy\u1ec1n th\u1ed1ng.<\/li>\n<\/ul>\n\n\n\n<div style=\"height:14px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"font-size:32px\"><strong>4. ABT \u0111\u1ed3ng h\u00e0nh c\u00f9ng chuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong t\u1ebf b\u00e0o h\u1ecdc<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ABT \u0111\u00f3ng vai tr\u00f2 c\u1ea7u n\u1ed1i gi\u1eefa sinh h\u1ecdc ph\u00e2n t\u1eed v\u00e0 t\u1ebf b\u00e0o h\u1ecdc s\u1ed1, g\u00f3p ph\u1ea7n x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh ti\u1ebfp c\u1eadn to\u00e0n di\u1ec7n trong t\u1ea7m so\u00e1t x\u00e9t nghi\u1ec7m. S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa x\u00e9t nghi\u1ec7m HPV v\u00e0 ch\u1ea9n \u0111o\u00e1n h\u00ecnh \u1ea3nh t\u1ebf b\u00e0o h\u1ecdc s\u1ed1 kh\u00f4ng ch\u1ec9 n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c m\u00e0 c\u00f2n h\u1ed7 tr\u1ee3 c\u00e1c c\u01a1 s\u1edf y t\u1ebf chu\u1ea9n h\u00f3a quy tr\u00ecnh s\u00e0ng l\u1ecdc theo h\u01b0\u1edbng hi\u1ec7n \u0111\u1ea1i.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p \u0111i\u1ec1u ki\u1ec7n Vi\u1ec7t Nam: <\/strong>T\u1ed1i \u01b0u gi\u1eefa ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh, dung l\u01b0\u1ee3ng d\u1eef li\u1ec7u, chi ph\u00ed \u0111\u1ea7u t\u01b0 v\u00e0 h\u1ed7 tr\u1ee3 k\u1ef9 thu\u1eadt 24\/7.<\/li>\n\n\n\n<li><strong>D\u1ec5 tri\u1ec3n khai \u2013 d\u1ec5 v\u1eadn h\u00e0nh:<\/strong> Thi\u1ebft k\u1ebf h\u01b0\u1edbng \u0111\u1ebfn workflow th\u1ef1c t\u1ebf c\u1ee7a ph\u00f2ng x\u00e9t nghi\u1ec7m, kh\u00f4ng l\u00e0m gi\u00e1n \u0111o\u1ea1n quy tr\u00ecnh hi\u1ec7n h\u1eefu, d\u1ec5 d\u00e0ng s\u1eed d\u1ee5ng.<\/li>\n\n\n\n<li>Kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng linh ho\u1ea1t, h\u1ed7 tr\u1ee3 t\u1eebng b\u01b0\u1edbc chuy\u1ec3n \u0111\u1ed5i sang m\u00f4i tr\u01b0\u1eddng s\u1ed1.<\/li>\n\n\n\n<li><strong>Ti\u1ebfp c\u1eadn to\u00e0n di\u1ec7n trong t\u1ea7m so\u00e1t ung th\u01b0:<\/strong> K\u1ebft n\u1ed1i sinh h\u1ecdc ph\u00e2n t\u1eed v\u1edbi t\u1ebf b\u00e0o h\u1ecdc s\u1ed1, h\u01b0\u1edbng \u0111\u1ebfn chu\u1ea9n h\u00f3a v\u00e0 n\u00e2ng cao hi\u1ec7u qu\u1ea3 s\u00e0ng l\u1ecdc tr\u1ecdn b\u1ed9 gi\u1ea3i ph\u00e1p.<\/li>\n<\/ul>\n\n\n\n<div style=\"height:14px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:32px\"><strong>5. T\u00e0i li\u1ec7u tham kh\u1ea3o<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/thuvienphapluat.vn\/van-ban\/The-thao-Y-te\/Quyet-dinh-3792-QD-BYT-2024-tai-lieu-chuyen-mon-Huong-dan-du-phong-ung-thu-co-tu-cung-635871.aspx\" data-type=\"link\" data-id=\"https:\/\/thuvienphapluat.vn\/van-ban\/The-thao-Y-te\/Quyet-dinh-3792-QD-BYT-2024-tai-lieu-chuyen-mon-Huong-dan-du-phong-ung-thu-co-tu-cung-635871.aspx\" target=\"_blank\" rel=\"noopener\">B\u1ed9 Y t\u1ebf, &#8220;Quy\u1ebft \u0111\u1ecbnh s\u1ed1 3792\/Q\u0110-BYT v\u1ec1 vi\u1ec7c ban h\u00e0nh H\u01b0\u1edbng d\u1eabn D\u1ef1 ph\u00f2ng v\u00e0 ki\u1ec3m so\u00e1t ung th\u01b0 c\u1ed5 t\u1eed cung,&#8221; 2024.<\/a><\/li>\n\n\n\n<li>S\u1edf Y t\u1ebf TP.HCM, &#8220;Ki\u1ebfn ngh\u1ecb c\u00e1c gi\u1ea3i ph\u00e1p tr\u01b0\u1edbc nguy c\u01a1 thi\u1ebfu h\u1ee5t nh\u00e2n l\u1ef1c \u0111i\u1ec1u d\u01b0\u1ee1ng t\u1ea1i c\u00e1c b\u1ec7nh vi\u1ec7n c\u00f4ng l\u1eadp,&#8221; <em>C\u1ed5ng th\u00f4ng tin \u0111i\u1ec7n t\u1eed S\u1edf Y t\u1ebf TP.HCM<\/em>, 2022.<\/li>\n\n\n\n<li>The Royal College of Pathologists, &#8220;Best practice recommendations for implementing digital pathology,&#8221; 2018.<\/li>\n\n\n\n<li>Digital Pathology Association, &#8220;PathVisions 2019: Expansion of Whole-Slide Imaging into Cytology Becoming More of a Reality,&#8221; 2019.<\/li>\n\n\n\n<li>PreciPoint, &#8220;What Is Z-stacking Technique in Digital Pathology?<\/li>\n\n\n\n<li>K. Basak, K. B. Ozyoruk, and D. Demir, &#8220;Whole Slide Images in Artificial Intelligence Applications in Digital Pathology: Challenges and Pitfalls,&#8221; <em>Turkish Journal of Pathology<\/em>, vol. 39, no. 2, pp. 101\u2013108, 2023.<\/li>\n\n\n\n<li>M. G. Hanna <em>et al.<\/em>, &#8220;Evaluating the role of Z-stack to improve the morphologic evaluation of urine cytology whole slide images for high-grade urothelial carcinoma: Results and review of a pilot study,&#8221; <em>J. Pathol. Inform.<\/em>, vol. 13, p. 100005, 2022.<\/li>\n\n\n\n<li>Sectra Medical, &#8220;Guidance on how to create a business case for digital pathology,&#8221;.<\/li>\n\n\n\n<li>B\u1ed9 Y t\u1ebf, &#8220;Th\u00f4ng t\u01b0 s\u1ed1 43\/2013\/TT-BYT quy \u0111\u1ecbnh chi ti\u1ebft ph\u00e2n tuy\u1ebfn chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt \u0111\u1ed1i v\u1edbi h\u1ec7 th\u1ed1ng c\u01a1 s\u1edf kh\u00e1m b\u1ec7nh, ch\u1eefa b\u1ec7nh,&#8221; <em>C\u1ed5ng Th\u00f4ng tin \u0111i\u1ec7n t\u1eed Ch\u00ednh ph\u1ee7<\/em>, 2013.<\/li>\n\n\n\n<li>T. Wamala, P. Katongole, and S. Nambooze, &#8220;Digital Pathology \u2013 Implementation Challenges in Low-Resource Countries,&#8221; <em>Ann. Glob. Health<\/em>, vol. 81, no. 1, p. 139, 2015.<\/li>\n\n\n\n<li>F. O&#8217;Sullivan <em>et al.<\/em>, &#8220;Understanding the financial aspects of digital pathology: A dynamic customizable return on investment calculator for informed decision-making,&#8221; <em>J. Pathol. Inform.<\/em>, vol. 15, p. 100365, 2024.<\/li>\n\n\n\n<li>Hamamatsu Photonics, &#8220;Whole Slide Imaging &#8211; WSI,&#8221;.<\/li>\n<\/ol>","protected":false},"excerpt":{"rendered":"<p>Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 t\u1ebf b\u00e0o h\u1ecdc l\u00e0 g\u00ec v\u00e0 v\u00ec sao chuy\u1ec3n \u0111\u1ed5i s\u1ed1 l\u00e0 xu h\u01b0\u1edbng c\u1ee7a t\u1ebf b\u00e0o h\u1ecdc hi\u1ec7n \u0111\u1ea1i? Ung th\u01b0 c\u1ed5 t\u1eed cung v\u1eabn l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c y t\u1ebf c\u00f4ng c\u1ed9ng l\u1edbn t\u1ea1i Vi\u1ec7t Nam, ph\u1ea3n \u00e1nh nh\u1eefng h\u1ea1n ch\u1ebf trong \u0111\u1ed9 bao ph\u1ee7 v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c [&hellip;]<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","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":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","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":"var(--ast-global-color-4)","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":""},"categories":[228,576,575],"tags":[],"class_list":["post-14096","post","type-post","status-publish","format-standard","hentry","category-bai-viet","category-te-bao-hoc-bai-viet","category-te-bao-hoc"],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false,"woocommerce_thumbnail":false,"woocommerce_single":false,"woocommerce_gallery_thumbnail":false},"uagb_author_info":{"display_name":"ABT Team","author_link":"https:\/\/abtvn.com\/en\/author\/admin\/"},"uagb_comment_info":0,"uagb_excerpt":"Chuy\u1ec3n \u0111\u1ed5i s\u1ed1 t\u1ebf b\u00e0o h\u1ecdc l\u00e0 g\u00ec v\u00e0 v\u00ec sao chuy\u1ec3n \u0111\u1ed5i s\u1ed1 l\u00e0 xu h\u01b0\u1edbng c\u1ee7a t\u1ebf b\u00e0o h\u1ecdc hi\u1ec7n \u0111\u1ea1i? Ung th\u01b0 c\u1ed5 t\u1eed cung v\u1eabn l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c y t\u1ebf c\u00f4ng c\u1ed9ng l\u1edbn t\u1ea1i Vi\u1ec7t Nam, ph\u1ea3n \u00e1nh nh\u1eefng h\u1ea1n ch\u1ebf trong \u0111\u1ed9 bao ph\u1ee7 v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c&hellip;","_links":{"self":[{"href":"https:\/\/abtvn.com\/en\/wp-json\/wp\/v2\/posts\/14096","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/abtvn.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/abtvn.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/abtvn.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/abtvn.com\/en\/wp-json\/wp\/v2\/comments?post=14096"}],"version-history":[{"count":5,"href":"https:\/\/abtvn.com\/en\/wp-json\/wp\/v2\/posts\/14096\/revisions"}],"predecessor-version":[{"id":14349,"href":"https:\/\/abtvn.com\/en\/wp-json\/wp\/v2\/posts\/14096\/revisions\/14349"}],"wp:attachment":[{"href":"https:\/\/abtvn.com\/en\/wp-json\/wp\/v2\/media?parent=14096"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/abtvn.com\/en\/wp-json\/wp\/v2\/categories?post=14096"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/abtvn.com\/en\/wp-json\/wp\/v2\/tags?post=14096"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}