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English(EN) VGL-stGen: Learning a shared multimodal model for lung histology and spatial transcriptomics

VGL-stGen:多模态模型连接肺组织学和基因表达

研究人员开发了VGL-stGen,这是一种整合了肺组织学图像和空间转录组学数据的多模态大型语言模型。该模型改编自预训练的医学视觉语言模型,使用配对的H&E染色和具有单细胞参考的空间转录组学来连接组织形态学与分子状态。VGL-stGen可以执行多种任务,包括组织和细胞类型分类、基因预测和条件表达补全,展示了共享生成模型在医学研究中的潜力。 AI

影响 该模型推进了成像和分子数据的整合,有可能改善癌症研究等领域的诊断能力和生物学发现。

排序理由 该集群描述了一篇研究论文,详细介绍了一种用于生物数据分析的新型多模态模型。

在 arXiv cs.AI 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

VGL-stGen:多模态模型连接肺组织学和基因表达

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该集群描述了一篇研究论文,详细介绍了一种用于生物数据分析的新型多模态模型。
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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Haenara Shin, Dongjoo Lee, Sungwoo Bae, Kwon Joong Na, Daeseung Lee, Hongyoon Choi ·

    VGL-stGen:学习用于肺组织学和空间转录组学的共享多模态模型

    arXiv:2610.28266v1 Announce Type: cross Abstract: VGL-stGen is a multimodal large language model adapted from a pretrained medical vision-language model using paired lung H&amp;E and spatial transcriptomics with single-cell references. Training integrates image-expression and exp…

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    VGL-stGen: Learning a shared multimodal model for lung histology and spatial transcriptomics

    VGL-stGen is a multimodal large language model adapted from a pretrained medical vision-language model using paired lung H&amp;E and spatial transcriptomics with single-cell references. Training integrates image-expression and expression-cell-type pairs, and gene-conditioned pseu…