Evenli2026/uce-spleen-mechanistic-logic
Rad54b-KO 五模块机制逻辑(计划书 + scRNA KO vs WT 趋势) Quick answers 整体实验逻辑是否合理?是——作为可检验假说程序成立(DNA damage → STING/IFN → emergency granulopoiesis → neutrophilia/LDG → NETosis/SLE)。不是“已被 scRNA 证明的因果链”。 单细胞上有没有对应的 KO vs WT 趋势?部分有: 强: neutrophilia(Granulocyte log2FC ≈ +2.66;Neutrophil 主导) 部分: LDG-like ↑(非唯一驱动);Csf3/Cxcl2/Tnf 转录提示 无/未确认: IFN signature;STING 依赖;Gran 上 emergency score;NETosis/自身抗体 详见 KO_vs_WT_scRNA_trend_map.md 与 tables/KO_vs_WT_logic_trend_map.csv。… See the full description on the dataset page: https://huggingface.co/datasets/Evenli2026/uce-spleen-mechanistic-logic.
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Rad54b-KO 五模块机制逻辑(计划书 + scRNA KO vs WT 趋势)
Quick answers
- 整体实验逻辑是否合理? 是——作为可检验假说程序成立(DNA damage → STING/IFN → emergency granulopoiesis → neutrophilia/LDG → NETosis/SLE)。 不是“已被 scRNA 证明的因果链”。
- 单细胞上有没有对应的 KO vs WT 趋势? 部分有:
- 强: neutrophilia(Granulocyte log2FC ≈ +2.66;Neutrophil 主导)
- 部分: LDG-like ↑(非唯一驱动);Csf3/Cxcl2/Tnf 转录提示
- 无/未确认: IFN signature;STING 依赖;Gran 上 emergency score;NETosis/自身抗体
详见 KO_vs_WT_scRNA_trend_map.md 与 tables/KO_vs_WT_logic_trend_map.csv。
Verdict (English)
- Narrative chain = valid hypothesis program.
- Causal proof not established from scRNA alone.
- Strongest scRNA claim: KO splenic neutrophil expansion (directional large effect; BH-FDR=0.26).
- IFN signature: not confirmed.
Key files
KO_vs_WT_scRNA_trend_map.md— logic vs scRNA trend mappingtables/KO_vs_WT_logic_trend_map.csv— machine-readable mapMECHANISTIC_LOGIC_PLAN.md— full roadmapMECHANISTIC_LOGIC_CRITICAL_REVIEW.md— skills-based critical reviewtables/module_status.json— status flagsfigures/FigModule1_*— Module 1 checklistfigures/FigModule_proxies_heatmap.*— transcriptional proxies (NOT causal proof)figures/FigModule4_cytokine_proxy.*— Csf3/Cxcl2/Tnf hintsmechanistic_logic_module1.py— regeneration script
Related datasets
- https://huggingface.co/datasets/Evenli2026/uce-spleen-traditional-vs-uce-comparison
- https://huggingface.co/datasets/Evenli2026/uce-spleen-granulocyte-NeuEosBaso
- https://huggingface.co/datasets/Evenli2026/uce-spleen-granulocyte-LDG-like
