744-PerturbDiff: 基于函数扩散的单细胞扰动建模

这篇文章介绍了一种名为 PerturbDiff 的新型计算框架，旨在通过功能扩散模型精确模拟单细胞对各类干扰（如药物或基因编辑）的反应。传统的虚拟细胞模型往往将干扰视为对单个细胞状态的映射，却忽略了微环境波动等隐性因素导致的群体分布变化。PerturbDiff 创新性地将研究对象从个体细胞转向整体分布，通过在再生核希尔伯特空间（RKHS）中嵌入分布，捕捉复杂实验条件下的系统性差异。该模型在信令、药物和遗传干扰等多个基准数据集上均达到了最先进（SOTA）的性能水平，展现了卓越的泛化能力。此外，研究团队还引入了边缘预训练策略，利用大规模未受干扰的细胞图谱增强模型在数据稀缺场景下的表现。这项工作为系统生物学中的干扰预测提供了一个严谨且高效的概率建模新范式。References:* Yuan X, Liu X, Zhang Y S, et al. PerturbDiff: Functional...去小宇宙查看完整单集简介前往小宇宙评论区与主播互动

NOW PLAYING

0:00 21:34

1×

No transcript for this episode yet

We transcribe on demand. Request one and we'll notify you when it's ready — usually under 10 minutes.

Share this episode

Similar Episodes

The Overview Effect

Mar 10, 2026 ·5m

Ecocide, Habitat Theft & Alien Grief

Feb 16, 2026 ·26m

The Living Earth Through Different Eyes

Feb 15, 2026 ·14m

A Deeper Dive into the eco-SciFi novel, Forfeiture

Feb 14, 2026 ·15m

Visitors from 55,000 BCE

Feb 14, 2026 ·12m

540322_Jewels_Of_Kali

Oct 15, 2023 ·24m

Similar Podcasts

The Burrowing Rodent Empire - Origins gopherit This podcast includes chapter readings of the epic sci-fi story which follows Mari, Jerro and Greg as they learn and explore The Burrowing Rodent Empire. 沒有聽過的聖經靈魂學習上帝真神可以祝福來愛你我透過每天一集的播出，找出中文聖經中的一個章節來閒聊一下如何思考其中的奧妙！基督徒的生活上的點點滴滴和困惑不解也可以在這裡尋找到解決方法。每日聖經查詢分享經驗，舒緩壓力！信仰上帝永遠愛在一起。閒聊?聆聽我的播客節目內容：詳細將聖經每一章節解説。仔細觀察聖經每一節所做的解釋由聖靈啓發的基督徒信仰智慧和我親身經驗的見證分享！敬請期待我為信徒們準備好的精美的基督徒信仰生活化見證和閲讀聖經故事分享生命經歷：如果聖經的教導不能應用在你我生命上帶來益處的話，再好的經文也是毫無意義！讓我將聖經帶入各位生活中的對話，我提供了實用的方法來實現基督徒該有的信念，並激勵你走上深刻而積極的信仰之路。如何跟隨耶穌的道路、真理、生命？閲讀聖經故事經文討論:基督徒信仰 ⋯信靠上帝耶和華的旨意及聖子耶穌的愛！跟隨耶穌成為門徒，幫助更多人認識上帝並且得到救贖生命！和天父上帝建立親密關係，聆聽上帝和耶穌的旨意。人生的目標和意義:孤獨？寂寞？絕望？悲傷？尋求被聖靈安慰嗎？中文欽定本聖經解決人生心靈信仰困擾！你今天過得怎麼樣？親愛的基督徒? 你的基督徒生活已經有平安和喜樂了嗎？我也會在我的播客節目中談論人類的苦難和悲慘的生活。基督教信仰和智慧是受聖靈和我個人經驗的啟發。 Golden Classics Great Radio Shows Entertainment Radio Golden Classics Great Radio Shows - Classic Radio Shows spanning the last 90 years. Shows from all genre, adventure, comedy, crime, horror and sci-fi. Life old radio guanyanxia Bold Venture 57 episodes：Bold Venture is the radio adventure series starring Humphrey Bogart and Lauren Bacall that originally aired in 1951-52. Bogart plays hotel and boat owner Slate Shannon, and Bacall plays his ward, Sailor Duval. The two often became entangled in tight situations when hiring their services to shady characters.Science Fiction Radio; Atom Age Adventures：This is the BEST Quality set of Science Fiction Radio shows currently available ANYWHERE IN THE WORLD!! This is a Custom Collection of what I feel are the BEST 53 Sci-Fi Radio Shows every produced, from shows like X-Minus 1, Dimension X, Suspense, Exploring Tomorrow, 2000 Plus, etc.Hall of Fantasy - 70 Episodes：Hall of Fantasy started as a local series out of Utah. It found its way onto the airwaves sporadically from 1947 to 1952. This anthology was picked up for national syndication by the Mutual network and broadcast from mid-52 through mid-53. Written and directed by Richard Thorne, a prolific and tale

Frequently Asked Questions

How long is this episode of 聊聊Sci?

This episode is 21 minutes long.

When was this 聊聊Sci episode published?

This episode was published on April 4, 2026.

What is this episode about?

这篇文章介绍了一种名为 PerturbDiff 的新型计算框架，旨在通过功能扩散模型精确模拟单细胞对各类干扰（如药物或基因编辑）的反应。传统的虚拟细胞模型往往将干扰视为对单个细胞状态的映射，却忽略了微环境波动等隐性因素导致的群体分布变化。PerturbDiff...

Can I download this 聊聊Sci episode?

Yes, you can download this episode by clicking the download button on the episode player, or subscribe to the podcast in your preferred podcast app for automatic downloads.

URL copied to clipboard!