{"id":14090,"date":"2025-12-15T20:21:30","date_gmt":"2025-12-15T12:51:30","guid":{"rendered":"https:\/\/abtvn.com\/?p=14090"},"modified":"2026-02-06T17:32:24","modified_gmt":"2026-02-06T10:02:24","slug":"kinh-hien-vi-ky-thuat-so-trong-te-bao-hoc","status":"publish","type":"post","link":"https:\/\/abtvn.com\/en\/kinh-hien-vi-ky-thuat-so-trong-te-bao-hoc\/","title":{"rendered":"<strong>\u1ee8ng d\u1ee5ng k\u00ednh hi\u1ec3n vi k\u1ef9 thu\u1eadt s\u1ed1 trong t\u1ebf b\u00e0o h\u1ecdc hi\u1ec7n \u0111\u1ea1i<\/strong>"},"content":{"rendered":"<p class=\"wp-block-paragraph\">S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00f4ng ngh\u1ec7 h\u00ecnh \u1ea3nh s\u1ed1 \u0111ang t\u1ea1o ra nh\u1eefng thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 trong l\u0129nh v\u1ef1c t\u1ebf b\u00e0o h\u1ecdc. Tr\u01b0\u1edbc \u0111\u00e2y, vi\u1ec7c quan s\u00e1t v\u00e0 \u0111\u00e1nh gi\u00e1 ti\u00eau b\u1ea3n ch\u1ee7 y\u1ebfu ph\u1ee5 thu\u1ed9c v\u00e0o k\u00ednh hi\u1ec3n vi quang h\u1ecdc truy\u1ec1n th\u1ed1ng, v\u1ed1n b\u1ecb gi\u1edbi h\u1ea1n b\u1edfi g\u00f3c nh\u00ecn h\u1eb9p, kh\u00f3 chia s\u1ebb h\u00ecnh \u1ea3nh v\u00e0 kh\u00f4ng th\u1ec3 l\u01b0u tr\u1eef tr\u1ecdn v\u1eb9n \u0111\u1ec3 ph\u1ee5c v\u1ee5 h\u1ed9i ch\u1ea9n hay \u0111\u00e0o t\u1ea1o. Theo Khalbuss c\u00f9ng c\u00e1c c\u1ed9ng s\u1ef1 (2011), s\u1ef1 ra \u0111\u1eddi c\u1ee7a k\u1ef9 thu\u1eadt s\u1ed1 ho\u00e1 h\u00ecnh \u1ea3nh, t\u1eeb camera g\u1eafn tr\u00ean k\u00ednh hi\u1ec3n vi \u0111\u1ebfn h\u1ec7 th\u1ed1ng ch\u1ee5p \u1ea3nh to\u00e0n b\u1ed9 lam (Whole Slide Imaging, WSI) \u0111\u00e3 m\u1edf ra kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn m\u1edbi, gi\u00fap xem, l\u01b0u tr\u1eef v\u00e0 truy\u1ec1n t\u1ea3i ti\u00eau b\u1ea3n m\u1ed9t c\u00e1ch linh ho\u1ea1t v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"806\" height=\"567\" src=\"https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-16.png\" alt=\"H\u00ecnh 1. C\u00e1c lo\u1ea1i thi\u1ebft b\u1ecb t\u1ea1o h\u00ecnh k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong t\u1ebf b\u00e0o h\u1ecdc v\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh. Ngu\u1ed3n: Pantanowitz c\u00f9ng c\u00e1c c\u1ed9ng s\u1ef1., (2013).\" class=\"wp-image-14091\" srcset=\"https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-16.png 806w, https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-16-300x211.png 300w, https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-16-768x540.png 768w, https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-16-18x12.png 18w\" sizes=\"(max-width: 806px) 100vw, 806px\" \/><figcaption class=\"wp-element-caption\"><strong>Figure 1.<\/strong> C\u00e1c lo\u1ea1i thi\u1ebft b\u1ecb t\u1ea1o h\u00ecnh k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong t\u1ebf b\u00e0o h\u1ecdc v\u00e0 gi\u1ea3i ph\u1eabu b\u1ec7nh.<br><em>Ngu\u1ed3n: Pantanowitz c\u00f9ng c\u00e1c c\u1ed9ng s\u1ef1., (2013).<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/abtvn.com\/en\/product-category\/kit-chan-doan-khac\/kit-te-bao-hoc\/\" data-type=\"link\" data-id=\"https:\/\/abtvn.com\/danh-muc-san-pham\/kit-chan-doan-khac\/kit-te-bao-hoc\/\">Trong l\u0129nh v\u1ef1c t\u1ebf b\u00e0o h\u1ecdc,<\/a> h\u00ecnh \u1ea3nh k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong r\u1ea5t nhi\u1ec1u ho\u1ea1t \u0111\u1ed9ng kh\u00e1c nhau: t\u1eeb \u0111\u00e0o t\u1ea1o tr\u1ef1c tuy\u1ebfn, thay th\u1ebf c\u00e1c bu\u1ed5i th\u1ea3o lu\u1eadn qua k\u00ednh \u0111a \u0111\u1ea7u, t\u1ed5 ch\u1ee9c h\u1ed9i ngh\u1ecb gi\u1eefa nhi\u1ec1u c\u01a1 s\u1edf, x\u00e2y d\u1ef1ng n\u1ed9i dung cho c\u00e1c trang th\u00f4ng tin chuy\u00ean ng\u00e0nh, \u0111\u1ebfn ki\u1ec3m tra n\u0103ng l\u1ef1c \u0111\u1ecbnh k\u1ef3, th\u1ef1c hi\u1ec7n t\u1ebf b\u00e0o h\u1ecdc t\u1eeb xa v\u00e0 h\u1ed7 tr\u1ee3 h\u1ed9i ch\u1ea9n tr\u1ef1c tuy\u1ebfn. B\u00ean c\u1ea1nh \u0111\u00f3, h\u00ecnh \u1ea3nh s\u1ed1 c\u00f2n \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng s\u00e0ng l\u1ecdc t\u1ef1 \u0111\u1ed9ng nh\u1eb1m n\u00e2ng cao hi\u1ec7u qu\u1ea3 ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng tr\u00ean ti\u00eau b\u1ea3n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kh\u1ea3 n\u0103ng truy c\u1eadp v\u00e0 chia s\u1ebb h\u00ecnh \u1ea3nh nhanh ch\u00f3ng gi\u00fap c\u1ea3i thi\u1ec7n r\u00f5 r\u1ec7t ch\u1ea5t l\u01b0\u1ee3ng c\u0169ng nh\u01b0 hi\u1ec7u qu\u1ea3 c\u1ee7a d\u1ecbch v\u1ee5 t\u1ebf b\u00e0o h\u1ecdc. Khi chuy\u00ean gia ph\u00f9 h\u1ee3p c\u00f3 th\u1ec3 xem \u0111\u00fang ti\u00eau b\u1ea3n v\u00e0o \u0111\u00fang th\u1eddi \u0111i\u1ec3m m\u00e0 kh\u00f4ng c\u1ea7n ch\u1edd v\u1eadn chuy\u1ec3n lam k\u00ednh hay di chuy\u1ec3n b\u00e1c s\u0129, th\u1eddi gian x\u1eed l\u00fd v\u00e0 h\u1ed9i ch\u1ea9n \u0111\u01b0\u1ee3c r\u00fat ng\u1eafn \u0111\u00e1ng k\u1ec3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00e0i vi\u1ebft n\u00e0y s\u1ebd tr\u00ecnh b\u00e0y nh\u1eefng ti\u1ebfn b\u1ed9 g\u1ea7n \u0111\u00e2y c\u1ee7a c\u00f4ng ngh\u1ec7 h\u00ecnh \u1ea3nh s\u1ed1 trong t\u1ebf b\u00e0o h\u1ecdc, c\u00e1c \u1ee9ng d\u1ee5ng ti\u1ec1m n\u0103ng c\u1ee7a n\u00f3, \u0111\u1ed3ng th\u1eddi ph\u00e2n t\u00edch nh\u1eefng h\u1ea1n ch\u1ebf v\u00e0 r\u00e0o c\u1ea3n hi\u1ec7n c\u00f2n t\u1ed3n t\u1ea1i trong qu\u00e1 tr\u00ecnh tri\u1ec3n khai th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:32px\"><strong>1. <strong>K\u00ednh hi\u1ec3n vi k\u1ef9 thu\u1eadt s\u1ed1 l\u00e0 g\u00ec?<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>K\u00ednh hi\u1ec3n vi k\u1ef9 thu\u1eadt s\u1ed1 (digital microscope)<\/strong> l\u00e0 h\u1ec7 th\u1ed1ng k\u00ednh hi\u1ec3n vi s\u1eed d\u1ee5ng c\u1ea3m bi\u1ebfn thu \u1ea3nh v\u00e0 m\u00e1y t\u00ednh \u0111\u1ec3 t\u1ea1o, x\u1eed l\u00fd v\u00e0 hi\u1ec3n th\u1ecb h\u00ecnh \u1ea3nh \u1edf d\u1ea1ng s\u1ed1 thay v\u00ec quan s\u00e1t tr\u1ef1c ti\u1ebfp qua th\u1ecb k\u00ednh. \u1ea2nh thu \u0111\u01b0\u1ee3c t\u1eeb m\u1eabu v\u1eadt \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i th\u00e0nh \u1ea3nh s\u1ed1 g\u1ed3m c\u00e1c ph\u1ea7n t\u1eed r\u1eddi r\u1ea1c \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 pixels, cho ph\u00e9p th\u1ef1c hi\u1ec7n nhi\u1ec1u thao t\u00e1c x\u1eed l\u00fd, t\u0103ng c\u01b0\u1eddng \u1ea3nh v\u00e0 ph\u00e2n t\u00edch t\u1ef1 \u0111\u1ed9ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Theo Gonzalez &amp; Woods, m\u1ed9t \u1ea3nh s\u1ed1 \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a l\u00e0 h\u00e0m hai chi\u1ec1u f(x, y), trong \u0111\u00f3 gi\u00e1 tr\u1ecb f t\u1ea1i m\u1ed7i \u0111i\u1ec3m (x, y) bi\u1ec3u th\u1ecb m\u1ee9c x\u00e1m\/\u0111\u1ed9 s\u00e1ng (intensity) c\u1ee7a \u1ea3nh t\u1ea1i v\u1ecb tr\u00ed \u0111\u00f3. Khi x, y v\u00e0 intensity \u0111\u1ec1u l\u00e0 c\u00e1c gi\u00e1 tr\u1ecb r\u1eddi r\u1ea1c h\u1eefu h\u1ea1n, ta g\u1ecdi \u0111\u00f3 l\u00e0 digital image, bao g\u1ed3m c\u00e1c ph\u1ea7n t\u1eed \u1ea3nh (pixels) c\u00f3 v\u1ecb tr\u00ed v\u00e0 gi\u00e1 tr\u1ecb x\u00e1c \u0111\u1ecbnh (Gonzalez &amp; Woods, 3rd ed., Ch.1, p.2\u20133).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>D\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng n\u00e0y, k\u00ednh hi\u1ec3n vi k\u1ef9 thu\u1eadt s\u1ed1 ho\u1ea1t \u0111\u1ed9ng theo nguy\u00ean l\u00fd:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Thu nh\u1eadn \u1ea3nh b\u1eb1ng camera ho\u1eb7c c\u1ea3m bi\u1ebfn (CMOS\/CCD).<\/li>\n\n\n\n<li>Chuy\u1ec3n \u0111\u1ed5i h\u00ecnh \u1ea3nh quang h\u1ecdc th\u00e0nh d\u1eef li\u1ec7u s\u1ed1 g\u1ed3m c\u00e1c pixel.<\/li>\n\n\n\n<li>X\u1eed l\u00fd \u1ea3nh tr\u00ean m\u00e1y t\u00ednh b\u1eb1ng c\u00e1c thu\u1eadt to\u00e1n s\u1ed1 (t\u0103ng c\u01b0\u1eddng \u0111\u1ed9 t\u01b0\u01a1ng ph\u1ea3n, l\u1ecdc nhi\u1ec5u, ph\u00e2n t\u00edch v\u00f9ng t\u1ebf b\u00e0o\u2026).<\/li>\n\n\n\n<li>Hi\u1ec3n th\u1ecb, l\u01b0u tr\u1eef ho\u1eb7c chia s\u1ebb \u1ea3nh tr\u00ean m\u00e0n h\u00ecnh ho\u1eb7c qua m\u1ea1ng.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:32px\"><strong>2. Vai tr\u00f2 c\u1ee7a h\u00ecnh \u1ea3nh trong t\u1ebf b\u00e0o h\u1ecdc<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Cytology<\/strong> l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c trong \u0111\u00f3 to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh ch\u1ea9n \u0111o\u00e1n ph\u1ee5 thu\u1ed9c v\u00e0o kh\u1ea3 n\u0103ng quan s\u00e1t v\u00e0 ph\u00e2n t\u00edch h\u00ecnh th\u00e1i t\u1ebf b\u00e0o. C\u00e1c \u0111\u1eb7c \u0111i\u1ec3m nh\u01b0 k\u00edch th\u01b0\u1edbc v\u00e0 c\u1ea5u tr\u00fac nh\u00e2n, ch\u1ea5t nhi\u1ec5m s\u1eafc, ranh gi\u1edbi t\u1ebf b\u00e0o, s\u1ef1 hi\u1ec7n di\u1ec7n c\u1ee7a t\u1ebf b\u00e0o b\u1ea5t th\u01b0\u1eddng hay d\u1ea5u hi\u1ec7u c\u1ee7a nhi\u1ec5m HPV \u0111\u1ec1u ch\u1ec9 c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n th\u00f4ng qua h\u00ecnh \u1ea3nh r\u00f5 r\u00e0ng v\u00e0 \u1ed5n \u0111\u1ecbnh. Theo Khalbuss c\u00f9ng c\u00e1c c\u1ed9ng s\u1ef1 (2011), t\u1ebf b\u00e0o h\u1ecdc \u0111\u01b0\u1ee3c xem l\u00e0 m\u1ed9t ng\u00e0nh \u201cph\u1ee5 thu\u1ed9c h\u00ecnh \u1ea3nh\u201d, ngh\u0129a l\u00e0 ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh quan s\u00e1t quy\u1ebft \u0111\u1ecbnh tr\u1ef1c ti\u1ebfp \u0111\u1ebfn \u0111\u1ed9 tin c\u1eady c\u1ee7a k\u1ebft lu\u1eadn ch\u1ea9n \u0111o\u00e1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Trong c\u00e1c h\u01b0\u1edbng d\u1eabn c\u1ee7a <strong>T\u1ed5 ch\u1ee9c Y t\u1ebf Th\u1ebf gi\u1edbi (WHO)<\/strong>, ch\u1ea5t l\u01b0\u1ee3ng ti\u00eau b\u1ea3n v\u00e0 kh\u1ea3 n\u0103ng quan s\u00e1t h\u00ecnh th\u00e1i l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh \u0111\u1ed9 nh\u1ea1y v\u00e0 \u0111\u1ed9 \u0111\u1eb7c hi\u1ec7u c\u1ee7a s\u00e0ng l\u1ecdc ung th\u01b0 c\u1ed5 t\u1eed cung. Nh\u1eefng ti\u00eau b\u1ea3n b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi c\u00e1c l\u1ed7i k\u1ef9 thu\u1eadt nh\u01b0 ph\u1ebft qu\u00e1 d\u00e0y, hi\u1ec7n t\u01b0\u1ee3ng kh\u00f4 ti\u00eau b\u1ea3n, t\u1ebf b\u00e0o ch\u1ed3ng l\u1ea5p ho\u1eb7c b\u1ecb che khu\u1ea5t b\u1edfi m\u1ea3nh v\u1ee5n vi\u00eam s\u1ebd \u0111\u1ec1u c\u00f3 nguy c\u01a1 l\u00e0m gi\u1ea3m kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n t\u1ed5n th\u01b0\u01a1ng. Theo Hoda v\u00e0 c\u1ed9ng s\u1ef1 (2013) c\u0169ng ghi nh\u1eadn r\u1eb1ng hi\u1ec7n t\u01b0\u1ee3ng nhi\u1ec5u k\u1ef9 thu\u1eadt (artefact) n\u00e0y l\u00e0 nguy\u00ean nh\u00e2n quan tr\u1ecdng g\u00e2y \u00e2m gi\u1ea3 ho\u1eb7c l\u00e0m sai l\u1ec7ch m\u1ee9c \u0111\u1ed9 t\u1ed5n th\u01b0\u01a1ng khi \u0111\u1ecdc lam.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00ean c\u1ea1nh \u0111\u00f3, nh\u1eefng gi\u1edbi h\u1ea1n v\u1ed1n c\u00f3 c\u1ee7a k\u00ednh hi\u1ec3n vi quang h\u1ecdc c\u0169ng \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn \u0111\u1ed9 nh\u1ea5t qu\u00e1n c\u1ee7a k\u1ebft qu\u1ea3. Vi\u1ec7c quan s\u00e1t ch\u1ec9 di\u1ec5n ra t\u1ea1i th\u1eddi \u0111i\u1ec3m soi, kh\u00f4ng th\u1ec3 l\u01b0u tr\u1eef \u0111\u1ea7y \u0111\u1ee7 v\u00f9ng \u0111\u00e3 xem \u0111\u1ec3 ph\u1ee5c v\u1ee5 \u0111\u1ed1i chi\u1ebfu, \u0111\u00e0o t\u1ea1o hay ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng. H\u1ed9i ch\u1ea9n gi\u1eefa c\u00e1c c\u01a1 s\u1edf ph\u1ea3i d\u1ef1a v\u00e0o vi\u1ec7c v\u1eadn chuy\u1ec3n lam k\u00ednh, v\u1eeba m\u1ea5t th\u1eddi gian, v\u1eeba c\u00f3 nguy c\u01a1 l\u00e0m h\u1ecfng m\u1eabu ho\u1eb7c l\u1ea1c m\u1ea5t m\u1eabu. Ngo\u00e0i ra, s\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 kinh nghi\u1ec7m gi\u1eefa c\u00e1c b\u00e1c s\u0129 d\u1eabn \u0111\u1ebfn s\u1ef1 bi\u1ebfn thi\u00ean \u0111\u00e1ng k\u1ec3 trong \u0111\u00e1nh gi\u00e1 h\u00ecnh th\u00e1i t\u1ebf b\u00e0o \u2013 m\u1ed9t th\u00e1ch th\u1ee9c \u0111\u01b0\u1ee3c \u0111\u1ec1 c\u1eadp r\u1ed9ng r\u00e3i trong h\u1ec7 th\u1ed1ng Bethesda.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u1eefng y\u1ebfu t\u1ed1 n\u00e0y cho th\u1ea5y r\u1eb1ng h\u00ecnh \u1ea3nh \u0111\u00f3ng vai tr\u00f2 trung t\u00e2m trong t\u1ebf b\u00e0o h\u1ecdc, nh\u01b0ng ph\u01b0\u01a1ng ph\u00e1p quan s\u00e1t truy\u1ec1n th\u1ed1ng b\u1eb1ng k\u00ednh quang h\u1ecdc v\u1eabn c\u00f2n nhi\u1ec1u h\u1ea1n ch\u1ebf. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7t ra nhu c\u1ea7u v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p hi\u1ec7n \u0111\u1ea1i h\u01a1n, cho ph\u00e9p t\u1ea1o ra h\u00ecnh \u1ea3nh \u1ed5n \u0111\u1ecbnh, c\u00f3 th\u1ec3 l\u01b0u tr\u1eef, chia s\u1ebb v\u00e0 ph\u00e2n t\u00edch m\u1ed9t c\u00e1ch kh\u00e1ch quan. Ch\u00ednh trong b\u1ed1i c\u1ea3nh \u0111\u00f3, k\u00ednh hi\u1ec3n vi k\u1ef9 thu\u1eadt s\u1ed1 v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng s\u1ed1 h\u00f3a lam tr\u1edf th\u00e0nh b\u01b0\u1edbc ti\u1ebfn t\u1ea5t y\u1ebfu nh\u1eb1m n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng ch\u1ea9n \u0111o\u00e1n, chu\u1ea9n h\u00f3a quy tr\u00ecnh v\u00e0 m\u1edf ra c\u01a1 h\u1ed9i \u1ee9ng d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 t\u1ef1 \u0111\u1ed9ng h\u00f3a trong t\u01b0\u01a1ng lai.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:32px\"><strong>3. \u1ee8ng d\u1ee5ng c\u1ee7a k\u00ednh hi\u1ec3n vi k\u1ef9 thu\u1eadt s\u1ed1 trong t\u1ebf b\u00e0o h\u1ecdc<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u1ea2nh s\u1ed1 v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng k\u00ednh hi\u1ec3n vi k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i trong t\u1ebf b\u00e0o h\u1ecdc nh\u1eb1m n\u00e2ng cao hi\u1ec7u qu\u1ea3 ch\u1ea9n \u0111o\u00e1n, \u0111\u00e0o t\u1ea1o v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u. Nh\u1eefng \u1ee9ng d\u1ee5ng tr\u1ecdng t\u00e2m bao g\u1ed3m:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"font-size:28px\"><strong>3.1. Gi\u00e1o d\u1ee5c v\u00e0 \u0111\u00e0o t\u1ea1o<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u1ea2nh t\u1ebf b\u00e0o \u0111\u01b0\u1ee3c s\u1ed1 h\u00f3a cho ph\u00e9p x\u00e2y d\u1ef1ng c\u00e1c b\u1ed9 s\u01b0u t\u1eadp nhi\u1ec1u ca b\u1ec7nh ti\u00eau bi\u1ec3u \u0111\u1ec3 ph\u1ee5c v\u1ee5 gi\u1ea3ng d\u1ea1y \u1edf nhi\u1ec1u c\u1ea5p \u0111\u1ed9 chuy\u00ean m\u00f4n. Ng\u01b0\u1eddi h\u1ecdc c\u00f3 th\u1ec3 truy c\u1eadp h\u00ecnh \u1ea3nh qua m\u00e1y t\u00ednh, quan s\u00e1t chi ti\u1ebft c\u1ea5u tr\u00fac t\u1ebf b\u00e0o, xem l\u1ea1i nhi\u1ec1u l\u1ea7n v\u00e0 luy\u1ec7n t\u1eadp nh\u1eadn di\u1ec7n \u0111\u01b0\u1ee3c c\u00e1c t\u1ed5n th\u01b0\u01a1ng th\u01b0\u1eddng g\u1eb7p c\u0169ng nh\u01b0 hi\u1ebfm g\u1eb7p \u1edf c\u00e1c ca b\u1ea5t th\u01b0\u1eddng. Vi\u1ec7c \u0111\u00e0o t\u1ea1o tr\u1edf n\u00ean linh ho\u1ea1t, kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o k\u00ednh hi\u1ec3n vi v\u1eadt l\u00fd hay kho\u1ea3ng c\u00e1ch v\u1ecb tr\u00ed \u0111\u1ecba l\u00fd. C\u00e1c ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o n\u1ed9i b\u1ed9 v\u00e0 \u0111\u00e0o t\u1ea1o t\u1eeb xa \u0111\u1ec1u \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 hi\u1ec7u qu\u1ea3, d\u1ec5 d\u00e0ng t\u1eeb ngu\u1ed3n \u1ea3nh s\u1ed1 ch\u1ea5t l\u01b0\u1ee3ng cao.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"font-size:28px\"><strong>3.2. Thay th\u1ebf soi k\u00ednh nhi\u1ec1u \u0111\u1ea7u (multi-headed microscope)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Trong th\u1ef1c h\u00e0nh tr\u01b0\u1edbc \u0111\u00e2y, \u0111\u1ec3 nhi\u1ec1u ng\u01b0\u1eddi c\u00f9ng xem m\u1ed9t lam, ph\u00f2ng x\u00e9t nghi\u1ec7m th\u01b0\u1eddng s\u1eed d\u1ee5ng k\u00ednh hi\u1ec3n vi nhi\u1ec1u \u0111\u1ea7u (multiheaded microscope). B\u00e0i b\u00e1o cho bi\u1ebft, v\u1edbi s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a \u1ea3nh s\u1ed1, c\u00e1c bu\u1ed5i th\u1ea3o lu\u1eadn d\u1ea1ng n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c thay th\u1ebf b\u1eb1ng \u1ea3nh s\u1ed1 hi\u1ec3n th\u1ecb tr\u00ean m\u00e0n h\u00ecnh l\u1edbn ho\u1eb7c chia s\u1ebb qua m\u1ea1ng n\u1ed9i b\u1ed9:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>M\u1ed7i ng\u01b0\u1eddi tham gia c\u00f3 th\u1ec3 quan s\u00e1t c\u00f9ng m\u1ed9t tr\u01b0\u1eddng nh\u00ecn tr\u00ean m\u00e0n h\u00ecnh.<\/li>\n\n\n\n<li>C\u00f3 th\u1ec3 d\u1eebng h\u00ecnh, ph\u00f3ng to, \u0111\u00e1nh d\u1ea5u v\u00f9ng t\u1ed5n th\u01b0\u01a1ng \u0111\u1ec3 th\u1ea3o lu\u1eadn.<\/li>\n\n\n\n<li>Kh\u00f4ng c\u1ea7n t\u1ea5t c\u1ea3 c\u00f9ng ng\u1ed3i quanh m\u1ed9t k\u00ednh hi\u1ec3n vi, gi\u1ea3m gi\u1edbi h\u1ea1n v\u1ec1 kh\u00f4ng gian v\u00e0 trang thi\u1ebft b\u1ecb.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec1u n\u00e0y gi\u00fap t\u1ed1i \u01b0u ho\u00e1 ngu\u1ed3n l\u1ef1c, nh\u1ea5t l\u00e0 \u1edf c\u00e1c trung t\u00e2m \u0111\u00e0o t\u1ea1o l\u1edbn, n\u01a1i s\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi h\u1ecdc \u0111\u00f4ng nh\u01b0ng d\u1ee5ng c\u1ee5 soi k\u00ednh nhi\u1ec1u \u0111\u1ea7u h\u1ea1n ch\u1ebf.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"font-size:28px\"><strong>3.3. H\u1ed9i ch\u1ea9n v\u00e0 tham v\u1ea5n t\u1eeb xa<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c chuy\u00ean gia c\u00f3 th\u1ec3 \u0111\u00e1nh gi\u00e1 ti\u00eau b\u1ea3n \u1edf b\u1ea5t k\u1ef3 n\u01a1i n\u00e0o, h\u1ed7 tr\u1ee3 k\u1ecbp th\u1eddi cho nh\u1eefng c\u01a1 s\u1edf thi\u1ebfu nh\u00e2n l\u1ef1c ho\u1eb7c nh\u1eefng tr\u01b0\u1eddng h\u1ee3p c\u1ea7n \u00fd ki\u1ebfn chuy\u00ean m\u00f4n b\u1ed5 sung. H\u00ecnh th\u1ee9c n\u00e0y gi\u00fap r\u00fat ng\u1eafn th\u1eddi gian ch\u1ea9n \u0111o\u00e1n, gi\u1ea3m chi ph\u00ed v\u1eadn chuy\u1ec3n lam k\u00ednh v\u00e0 n\u00e2ng cao kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn v\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia trong l\u0129nh v\u1ef1c t\u1ebf b\u00e0o h\u1ecdc.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"font-size:28px\"><strong><strong>3.4. Ki\u1ec3m tra n\u0103ng l\u1ef1c t\u1ebf b\u00e0o h\u1ecdc<\/strong><\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u1ea2nh s\u1ed1 hi\u1ec7n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i trong c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh ki\u1ec3m tra n\u0103ng l\u1ef1c t\u1ebf b\u00e0o h\u1ecdc (cytology proficiency testing), gi\u00fap chu\u1ea9n h\u00f3a quy tr\u00ecnh \u0111\u00e1nh gi\u00e1. Thay v\u00ec g\u1eedi lam k\u00ednh \u0111\u1ebfn t\u1eebng th\u00ed sinh, c\u00e1c b\u1ed9 ti\u00eau b\u1ea3n s\u1ed1 h\u00f3a \u0111\u01b0\u1ee3c t\u1ea1o ra \u0111\u1ec3 m\u1ecdi ng\u01b0\u1eddi tham gia \u0111\u1ec1u quan s\u00e1t c\u00f9ng m\u1ed9t tr\u01b0\u1eddng nh\u00ecn, lo\u1ea1i b\u1ecf s\u1ef1 bi\u1ebfn thi\u00ean do thao t\u00e1c soi k\u00ednh. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y \u0111\u1ea3m b\u1ea3o t\u00ednh c\u00f4ng b\u1eb1ng, gi\u1ea3m nguy c\u01a1 h\u01b0 h\u1ecfng ho\u1eb7c th\u1ea5t l\u1ea1c lam, \u0111\u1ed3ng th\u1eddi \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c t\u1ed5 ch\u1ee9c c\u00e1c k\u1ef3 \u0111\u00e1nh gi\u00e1 \u1edf quy m\u00f4 l\u1edbn.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"font-size:28px\"><strong><strong>3.5. <strong>H\u1ed7 tr\u1ee3 s\u00e0ng l\u1ecdc t\u1ef1 \u0111\u1ed9ng lam Pap<\/strong><\/strong><\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c h\u1ec7 th\u1ed1ng x\u1eed l\u00fd \u1ea3nh s\u1ed1 c\u00f3 kh\u1ea3 n\u0103ng khoanh v\u00f9ng nh\u1eefng khu v\u1ef1c nghi ng\u1edd tr\u00ean lam Pap gi\u00fap \u0111\u1ecbnh h\u01b0\u1edbng cho k\u1ef9 thu\u1eadt vi\u00ean trong qu\u00e1 tr\u00ecnh s\u00e0ng l\u1ecdc. C\u00f4ng ngh\u1ec7 n\u00e0y g\u00f3p ph\u1ea7n ph\u00e2n b\u1ed5 h\u1ee3p l\u00fd kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c, gi\u1ea3m t\u1ea3i thao t\u00e1c \u0111\u1ecdc lam th\u1ee7 c\u00f4ng v\u00e0 \u0111\u1ed3ng th\u1eddi t\u0103ng kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n c\u00e1c b\u1ea5t th\u01b0\u1eddng nh\u1ecf v\u1ed1n d\u1ec5 b\u1ecb b\u1ecf s\u00f3t. \u0110\u00e2y c\u0169ng l\u00e0 n\u1ec1n t\u1ea3ng quan tr\u1ecdng \u0111\u1ec3 ti\u1ebfn t\u1edbi c\u00e1c k\u1ef9 thu\u1eadt ph\u00e2n t\u00edch \u0111\u1ecbnh l\u01b0\u1ee3ng ti\u00ean ti\u1ebfn h\u01a1n, bao g\u1ed3m ph\u00e2n t\u00edch h\u00ecnh th\u00e1i t\u1ebf b\u00e0o v\u00e0 \u0111o l\u01b0\u1eddng t\u1ef1 \u0111\u1ed9ng d\u1ef1a tr\u00ean thu\u1eadt to\u00e1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"font-size:28px\"><strong>3.6. L\u01b0u tr\u1eef v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u1ea2nh t\u1ebf b\u00e0o s\u1ed1 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef l\u00e2u d\u00e0i, kh\u00f4ng b\u1ecb bi\u1ebfn \u0111\u1ed5i theo th\u1eddi gian nh\u01b0 lam k\u00ednh nhu\u1ed9m truy\u1ec1n th\u1ed1ng. C\u00e1c ca b\u1ec7nh hi\u1ebfm g\u1eb7p ho\u1eb7c quan tr\u1ecdng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1ed1 ho\u00e1 v\u00e0 l\u01b0u trong kho d\u1eef li\u1ec7u \u0111i\u1ec7n t\u1eed, d\u1ec5 d\u00e0ng t\u00ecm ki\u1ebfm v\u00e0 chia s\u1ebb gi\u1eefa c\u00e1c khoa ph\u00f2ng ho\u1eb7c gi\u1eefa c\u00e1c c\u01a1 s\u1edf kh\u00e1c nhau. Vi\u1ec7c l\u01b0u tr\u1eef tr\u00ean n\u1ec1n t\u1ea3ng web gi\u00fap x\u00e2y d\u1ef1ng ng\u00e2n h\u00e0ng h\u00ecnh \u1ea3nh ph\u1ee5c v\u1ee5 nghi\u00ean c\u1ee9u, gi\u1ea3ng d\u1ea1y v\u00e0 tham kh\u1ea3o l\u00e2m s\u00e0ng.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:32px\"><strong>4. \u01afu \u0111i\u1ec3m v\u01b0\u1ee3t tr\u1ed9i c\u1ee7a Digital microscope so v\u1edbi hi\u1ec3n vi quang h\u1ecdc truy\u1ec1n th\u1ed1ng<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong><strong>Highlights<\/strong><\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>Content<\/strong><\/td><\/tr><tr><td>H\u00ecnh \u1ea3nh \u0111\u1ed3ng nh\u1ea5t, \u1ed5n \u0111\u1ecbnh<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u1ea2nh s\u1ed1 kh\u00f4ng ph\u1ee5 thu\u1ed9c th\u1ecb l\u1ef1c, kh\u1ea3 n\u0103ng l\u1ea5y n\u00e9t hay \u0111i\u1ec1u ki\u1ec7n \u00e1nh s\u00e1ng c\u1ee7a t\u1eebng ng\u01b0\u1eddi \u0111\u1ecdc. Ch\u1ea5t l\u01b0\u1ee3ng h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a, gi\u1ea3m sai l\u1ec7ch gi\u1eefa c\u00e1c quan s\u00e1t vi\u00ean v\u00e0 t\u0103ng \u0111\u1ed9 t\u00e1i l\u1eadp trong \u0111\u00e1nh gi\u00e1 t\u1ebf b\u00e0o.<\/td><\/tr><tr><td>Ph\u00f3ng \u0111\u1ea1i \u2013 quan s\u00e1t linh ho\u1ea1t<\/td><td class=\"has-text-align-left\" data-align=\"left\">Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ph\u00f3ng to, thu nh\u1ecf, \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ed9 s\u00e1ng, \u0111\u1ed9 t\u01b0\u01a1ng ph\u1ea3n, m\u00e0u s\u1eafc v\u00e0 xem chi ti\u1ebft c\u1ea5u tr\u00fac t\u1ebf b\u00e0o v\u01b0\u1ee3t ngo\u00e0i gi\u1edbi h\u1ea1n quang h\u1ecdc c\u1ee7a k\u00ednh truy\u1ec1n th\u1ed1ng.<\/td><\/tr><tr><td>Chia s\u1ebb v\u00e0 h\u1ed9i ch\u1ea9n t\u1eeb xa<\/td><td class=\"has-text-align-left\" data-align=\"left\">H\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c truy\u1ec1n qua m\u1ea1ng d\u1ec5 d\u00e0ng, h\u1ed7 tr\u1ee3 ch\u1ea9n \u0111o\u00e1n t\u1eeb xa, xin \u00fd ki\u1ebfn th\u1ee9 hai v\u00e0 h\u1ed9i ch\u1ea9n li\u00ean vi\u1ec7n m\u00e0 kh\u00f4ng c\u1ea7n v\u1eadn chuy\u1ec3n lam k\u00ednh th\u1eadt.<\/td><\/tr><tr><td>H\u1ed7 tr\u1ee3 nhanh trong \u0111\u00e0o t\u1ea1o v\u00e0 gi\u1ea3ng d\u1ea1y<\/td><td class=\"has-text-align-left\" data-align=\"left\">C\u00f3 th\u1ec3 tr\u00ecnh chi\u1ebfu \u1ea3nh l\u00ean m\u00e0n h\u00ecnh l\u1edbn \u0111\u1ec3 nhi\u1ec1u ng\u01b0\u1eddi xem \u0111\u1ed3ng th\u1eddi, khoanh v\u00f9ng, ch\u00fa th\u00edch v\u00e0 ph\u00e2n t\u00edch tr\u1ef1c ti\u1ebfp. Thay th\u1ebf ho\u00e0n to\u00e0n k\u00ednh nhi\u1ec1u \u0111\u1ea7u trong \u0111\u00e0o t\u1ea1o.<\/td><\/tr><tr><td>T\u1ea1o n\u1ec1n t\u1ea3ng cho ph\u00e2n t\u00edch t\u1ef1 \u0111\u1ed9ng v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u1ea2nh s\u1ed1 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c thu\u1eadt to\u00e1n x\u1eed l\u00fd h\u00ecnh \u1ea3nh, gi\u00fap khoanh v\u00f9ng b\u1ea5t th\u01b0\u1eddng, h\u1ed7 tr\u1ee3 s\u00e0ng l\u1ecdc t\u1ef1 \u0111\u1ed9ng v\u00e0 ph\u00e2n t\u00edch h\u00ecnh th\u00e1i \u0111\u1ecbnh l\u01b0\u1ee3ng, m\u1edf \u0111\u01b0\u1eddng cho \u1ee9ng d\u1ee5ng AI trong t\u1ebf b\u00e0o h\u1ecdc.<\/td><\/tr><tr><td>L\u01b0u tr\u1eef d\u1eef li\u1ec7u l\u00e2u d\u00e0i<\/td><td class=\"has-text-align-left\" data-align=\"left\">Kh\u00f4ng b\u1ecb phai m\u00e0u, tr\u1ea7y x\u01b0\u1edbc hay h\u01b0 h\u1ecfng nh\u01b0 lam v\u1eadt l\u00fd. D\u1ec5 d\u00e0ng t\u1ed5 ch\u1ee9c th\u00e0nh kho d\u1eef li\u1ec7u, truy xu\u1ea5t nhanh v\u00e0 ph\u1ee5c v\u1ee5 nghi\u00ean c\u1ee9u, \u0111\u00e0o t\u1ea1o, \u0111\u1ed1i chi\u1ebfu ca b\u1ec7nh hi\u1ebfm.<\/td><\/tr><tr><td>T\u0103ng hi\u1ec7u su\u1ea5t l\u00e0m vi\u1ec7c<\/td><td class=\"has-text-align-left\" data-align=\"left\">Chuy\u1ec3n \u0111\u1ed5i nhanh gi\u1eefa c\u00e1c m\u1eabu, \u0111\u00e1nh d\u1ea5u v\u00f9ng quan tr\u1ecdng, r\u00fat ng\u1eafn th\u1eddi gian x\u1eed l\u00fd v\u00e0 b\u00e1o c\u00e1o, t\u1ed1i \u01b0u h\u00f3a kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c ph\u1ea3i \u0111\u1ecdc k\u1ebft qu\u1ea3 c\u1ee7a k\u1ef9 thu\u1eadt vi\u00ean<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:32px\"><strong>5. <strong>T\u1eeb Digital Microscope \u0111\u1ebfn Digital Cytology<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Qu\u00e1 tr\u00ecnh s\u1ed1 h\u00f3a trong t\u1ebf b\u00e0o h\u1ecdc b\u1eaft \u0111\u1ea7u t\u1eeb vi\u1ec7c s\u1eed d\u1ee5ng k\u00ednh hi\u1ec3n vi k\u1ef9 thu\u1eadt s\u1ed1 (digital microscope). \u0110\u00e2y l\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng ghi nh\u1eadn h\u00ecnh \u1ea3nh tr\u01b0\u1eddng nh\u00ecn (field of view) b\u1eb1ng camera g\u1eafn tr\u00ean k\u00ednh hi\u1ec3n vi quang h\u1ecdc. Nh\u1eefng h\u00ecnh \u1ea3nh n\u00e0y gi\u00fap ph\u1ee5c v\u1ee5 \u0111\u00e0o t\u1ea1o k\u1ef9 thu\u1eadt vi\u00ean, h\u1ed9i ch\u1ea9n t\u1eeb xa. Tuy nhi\u00ean, do ch\u1ec9 ghi nh\u1eadn t\u1eebng v\u00f9ng nh\u1ecf c\u1ee7a ti\u00eau b\u1ea3n, d\u1eef li\u1ec7u thu \u0111\u01b0\u1ee3c c\u00f2n ph\u00e2n m\u1ea3nh, kh\u00f3 t\u00e1i l\u1eadp ti\u00eau \u0111i\u1ec3m v\u00e0 kh\u00f4ng th\u1ec3 ph\u1ea3n \u00e1nh \u0111\u1ea7y \u0111\u1ee7 to\u00e0n b\u1ed9 c\u1ea5u tr\u00fac lam (Bishop c\u00f9ng c\u00e1c c\u1ed9ng s\u1ef1.., 2018; Pantanowitz c\u00f9ng c\u00e1c c\u1ed9ng s\u1ef1., 2011). Ch\u00ednh v\u00ec v\u1eady, ph\u01b0\u01a1ng ph\u00e1p n\u00e0y ch\u01b0a \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u trong m\u00f4i tr\u01b0\u1eddng t\u1ebf b\u00e0o h\u1ecdc hi\u1ec7n \u0111\u1ea1i.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"940\" height=\"340\" data-src=\"https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-17.png\" alt=\"H\u00ecnh 2. Quy tr\u00ecnh s\u1ed1 h\u00f3a ti\u00eau b\u1ea3n t\u1ebf b\u00e0o h\u1ecdc b\u1eb1ng c\u00f4ng ngh\u1ec7 Whole Slide Imaging (WSI).\" class=\"wp-image-14093 lazyload\" data-srcset=\"https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-17.png 940w, https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-17-300x109.png 300w, https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-17-768x278.png 768w, https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-17-18x7.png 18w\" data-sizes=\"(max-width: 940px) 100vw, 940px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 940px; --smush-placeholder-aspect-ratio: 940\/340;\" \/><figcaption class=\"wp-element-caption\"><em><strong>Figure 2.<\/strong> Quy tr\u00ecnh s\u1ed1 h\u00f3a ti\u00eau b\u1ea3n t\u1ebf b\u00e0o h\u1ecdc b\u1eb1ng c\u00f4ng ngh\u1ec7 Whole Slide Imaging (WSI).<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">B\u01b0\u1edbc ph\u00e1t tri\u1ec3n ti\u1ebfp theo l\u00e0 c\u00f4ng ngh\u1ec7 qu\u00e9t to\u00e0n b\u1ed9 lam \u2013 Whole Slide Imaging (WSI). \u0110\u00e2y l\u00e0 h\u1ec7 th\u1ed1ng qu\u00e9t to\u00e0n b\u1ed9 ti\u00eau b\u1ea3n th\u00e0nh m\u1ed9t \u1ea3nh s\u1ed1 si\u00eau ph\u00e2n gi\u1ea3i, bao g\u1ed3m c\u1ea3 nhi\u1ec1u l\u1edbp ti\u00eau \u0111i\u1ec3m (z-stack) \u0111\u1ec3 m\u00f4 ph\u1ecfng \u0111\u1eb7c t\u00ednh ba chi\u1ec1u c\u1ee7a m\u1eabu t\u1ebf b\u00e0o. Trong t\u1ebf b\u00e0o h\u1ecdc nh\u00fang d\u1ecbch (liquid-based cytology), t\u00ednh \u0111\u1ed3ng nh\u1ea5t c\u1ee7a lam gi\u00fap vi\u1ec7c qu\u00e9t tr\u1edf n\u00ean thu\u1eadn l\u1ee3i h\u01a1n, \u00edt g\u1eb7p bi\u1ebfn thi\u00ean v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng \u1ea3nh (Bishop c\u00f9ng c\u00e1c c\u1ed9ng s\u1ef1., 2018).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Khi d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1ed1 h\u00f3a to\u00e0n di\u1ec7n qua WSI, l\u0129nh v\u1ef1c t\u1ebf b\u00e0o h\u1ecdc s\u1ed1 (digital cytology) b\u1eaft \u0111\u1ea7u h\u00ecnh th\u00e0nh. Kh\u00e1i ni\u1ec7m n\u00e0y kh\u00f4ng ch\u1ec9 bao g\u1ed3m vi\u1ec7c qu\u00e9t lam, m\u00e0 m\u1edf r\u1ed9ng sang qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, chia s\u1ebb h\u00ecnh \u1ea3nh, h\u1ed9i ch\u1ea9n t\u1eeb xa v\u00e0 chu\u1ea9n h\u00f3a quy tr\u00ecnh QA\/QC trong ph\u00f2ng x\u00e9t nghi\u1ec7m. C\u00e1c khuy\u1ebfn ngh\u1ecb c\u1ee7a H\u1ed9i T\u1ebf b\u00e0o h\u1ecdc Hoa K\u1ef3 (American Society of Cytopathology \u2013 ASC) nh\u1ea5n m\u1ea1nh r\u1eb1ng \u201cDigital cytology\u201d c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 l\u00e0m vi\u1ec7c, t\u0103ng kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn v\u00e0 t\u1ea1o n\u1ec1n t\u1ea3ng cho t\u1ef1 \u0111\u1ed9ng h\u00f3a s\u00e0ng l\u1ecdc (Leong c\u00f9ng c\u00e1c c\u1ed9ng s\u1ef1., 2020).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u1ede giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n cao h\u01a1n, s\u00e0ng l\u1ecdc t\u1ebf b\u00e0o h\u1ecdc h\u1ed7 tr\u1ee3 b\u1eb1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI-assisted cytology screening) b\u1eaft \u0111\u1ea7u \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng. C\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u (deep learning) c\u00f3 kh\u1ea3 n\u0103ng x\u00e1c \u0111\u1ecbnh v\u00f9ng nghi ng\u1edd, ph\u00e2n lo\u1ea1i t\u1ebf b\u00e0o b\u1ea5t th\u01b0\u1eddng, v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u00e1c v\u00f9ng c\u1ea7n ch\u00fa \u00fd tr\u00ean \u1ea3nh lam WSI. Nhi\u1ec1u nghi\u00ean c\u1ee9u cho th\u1ea5y AI kh\u00f4ng ch\u1ec9 gi\u00fap t\u0103ng \u0111\u1ed9 nh\u1ea1y ph\u00e1t hi\u1ec7n t\u1ed5n th\u01b0\u01a1ng m\u00e0 c\u00f2n gi\u1ea3m g\u00e1nh n\u1eb7ng c\u00f4ng vi\u1ec7c cho nh\u00e2n vi\u00ean t\u1ebf b\u00e0o h\u1ecdc (Huss c\u00f9ng c\u00e1c c\u1ed9ng s\u1ef1., 2020; Zhang c\u00f9ng c\u00e1c c\u1ed9ng s\u1ef1., 2022). C\u00e1c n\u1ec1n t\u1ea3ng th\u01b0\u01a1ng m\u1ea1i nh\u01b0 h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch s\u1ed1 h\u00f3a c\u1ee7a Hologic minh ch\u1ee9ng r\u00f5 r\u00e0ng cho kh\u1ea3 n\u0103ng tri\u1ec3n khai th\u1ef1c t\u1ebf c\u1ee7a AI trong s\u00e0ng l\u1ecdc ung th\u01b0 c\u1ed5 t\u1eed cung.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"789\" height=\"373\" data-src=\"https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-18.png\" alt=\"\" class=\"wp-image-14094 lazyload\" data-srcset=\"https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-18.png 789w, https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-18-300x142.png 300w, https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-18-768x363.png 768w, https:\/\/abtvn.com\/wp-content\/uploads\/2025\/12\/image-18-18x9.png 18w\" data-sizes=\"(max-width: 789px) 100vw, 789px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 789px; --smush-placeholder-aspect-ratio: 789\/373;\" \/><figcaption class=\"wp-element-caption\"><em><strong>Figure 3.<\/strong> Minh h\u1ecda h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e1nh d\u1ea5u c\u00e1c v\u00f9ng nghi ng\u1edd tr\u00ean ti\u00eau b\u1ea3n t\u1ebf b\u00e0o h\u1ecdc.<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Nh\u01b0 v\u1eady, s\u1ef1 chuy\u1ec3n \u0111\u1ed5i t\u1eeb k\u00ednh hi\u1ec3n vi s\u1ed1 \u0111\u1ebfn t\u1ebf b\u00e0o h\u1ecdc s\u1ed1 l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh ti\u1ebfn h\u00f3a to\u00e0n di\u1ec7n, \u0111i t\u1eeb m\u1ee5c ti\u00eau \u0111\u01a1n thu\u1ea7n l\u00e0 ghi h\u00ecnh \u0111\u1ebfn vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u chu\u1ea9n h\u00f3a, c\u00f3 kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. \u0110\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng quan tr\u1ecdng cho chuy\u1ec3n \u0111\u1ed5i s\u1ed1 trong x\u00e9t nghi\u1ec7m t\u1ebf b\u00e0o h\u1ecdc hi\u1ec7n \u0111\u1ea1i.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:32px\"><strong>6. T\u00e0i li\u1ec7u tham kh\u1ea3o<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Khalbuss, W. E., Pantanowitz, L., &amp; Monaco, S. E. (2011). <em><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/21785680\/\" data-type=\"link\" data-id=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/21785680\/\" target=\"_blank\" rel=\"noopener\">Digital imaging in cytopathology.<\/a> Acta Cytologica<\/em>, 55(4), 291\u2013301.<\/li>\n\n\n\n<li>Hoda, R. S., Solomon, A. C., &amp; Gerkin, R. D. (2013). <em>Artifacts in cytopathology. Diagnostic Cytopathology<\/em>, 41(11), 1024\u20131030.<\/li>\n\n\n\n<li>World Health Organization. (2014). <em>Comprehensive cervical cancer control: A guide to essential practice<\/em> (2nd ed.).<\/li>\n\n\n\n<li>Bishop, J. A., Nakhleh, R. E., &amp; Illei, P. B. (2018). <em>Whole-slide imaging: An overview. Advances in Anatomic Pathology<\/em>, 25(3), 174\u2013178.<\/li>\n\n\n\n<li>Pantanowitz, L., Valenstein, P. N., Evans, A. J., et al. (2011). <em>Review of the current state of whole slide imaging in pathology. Journal of Pathology Informatics<\/em>, 2(1), 36.<\/li>\n\n\n\n<li>Pantanowitz, L., Dickinson, K., Evans, A., et al. (2013). <em>ATA clinical guidelines for telepathology. Journal of Pathology Informatics<\/em>, 4, 7.<\/li>\n\n\n\n<li>Leong, A. S.-Y., Zarka, M. A., &amp; Pantanowitz, L. (2020). <em>Digital cytology: Current state and future applications. Journal of Pathology Informatics<\/em>, 11, 19.<\/li>\n\n\n\n<li>Zhang, L., Li, M., Wang, H., et al. (2022). <em>Deep learning\u2013based cytology screening for cervical cancer: A real-world study. Cancer Cytopathology<\/em>, 130(2), 128\u2013138.<\/li>\n\n\n\n<li>Gonzalez, R. C., &amp; Woods, R. E. (2008). <em>Digital image processing (3rd ed.)<\/em>. Pearson.<\/li>\n<\/ol>","protected":false},"excerpt":{"rendered":"<p>S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00f4ng ngh\u1ec7 h\u00ecnh \u1ea3nh s\u1ed1 \u0111ang t\u1ea1o ra nh\u1eefng thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 trong l\u0129nh v\u1ef1c t\u1ebf b\u00e0o h\u1ecdc. 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