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中华肾病研究电子杂志 ›› 2026, Vol. 15 ›› Issue (02) : 76 -84. doi: 10.3877/cma.j.issn.2095-3216.2026.02.003

论著

基于转录组分析的萝卜硫素抗小鼠单侧输尿管梗阻肾纤维化机制研究
邓蔚竹1,2, 冀雨薇1,2, 王福玲1, 路望1, 陈艳1,2, 张紫玥1,2, 冯哲1, 洪权1,(), 董哲毅1,()   
  1. 1100853 北京,解放军总医院第一医学中心肾脏病医学部、肾脏疾病全国重点实验室、国家慢性肾病临床医学研究中心、重症肾脏疾病器械与中西医药物研发北京市重点实验室、数智中医泛血管疾病防治北京市重点实验室、国家中医药管理局高水平中医药重点学科(zyyzdxk-2023310)
    2100853 北京,解放军医学院
  • 收稿日期:2025-12-23 出版日期:2026-04-28
  • 通信作者: 洪权, 董哲毅
  • 基金资助:
    北京市自然科学基金(L232122,7252018); 国家自然科学基金(82570862,82270758)

Transcriptomic analysis of the mechanism of sulforaphane against renal fibros induced by unilateral ureteral obstruction in mice

Weizhu Deng1,2, Yuwei Ji1,2, Fuling Wang1, Wang Lu1, Yan Chen1,2, Ziyue Zhang1,2, Zhe Feng1, Quan Hong1,(), Zheyi Dong1,()   

  1. 1Senior Department of Nephrology, Chinese PLA General Hospital, State Key Laboratory of Kidney Diseases, National Clinical Research Center for Kidney Diseases, Beijing Key Laboratory of Medical Devices and Integrated Traditional Chinese and Western Drug Development for Severe Kidney Diseases, Beijing Key Laboratory of Digital Intelligent TCM for Prevention and Treatment of Pan-vascular Diseases, Key Disciplines of National Administration of Traditional Chinese Medicine (zyyzdxk-2023310); Beijing 100853, China
    2Chinese PLA Medical School; Beijing 100853, China
  • Received:2025-12-23 Published:2026-04-28
  • Corresponding author: Quan Hong, Zheyi Dong
引用本文:

邓蔚竹, 冀雨薇, 王福玲, 路望, 陈艳, 张紫玥, 冯哲, 洪权, 董哲毅. 基于转录组分析的萝卜硫素抗小鼠单侧输尿管梗阻肾纤维化机制研究[J/OL]. 中华肾病研究电子杂志, 2026, 15(02): 76-84.

Weizhu Deng, Yuwei Ji, Fuling Wang, Wang Lu, Yan Chen, Ziyue Zhang, Zhe Feng, Quan Hong, Zheyi Dong. Transcriptomic analysis of the mechanism of sulforaphane against renal fibros induced by unilateral ureteral obstruction in mice[J/OL]. Chinese Journal of Kidney Disease Investigation(Electronic Edition), 2026, 15(02): 76-84.

目的

利用转录组测序数据集探究纤维化进程中关键细胞簇及特异转录调控因子,以解析萝卜硫素抗小鼠肾纤维化的机制。

方法

选择单侧输尿管梗阻(unilateral ureteral obstruction,UUO)肾纤维化模型的单细胞转录组测序数据集(GSE175412),使用Leiden算法进行细胞聚类,对细胞簇进行人工注释;利用CellPhoneDB数据库进行细胞-细胞互作分析以识别肾纤维化关键细胞簇,并以RegDiffusion算法结合AUCell评分识别各细胞簇关键特异转录调控子。选用萝卜硫素干预人多囊肾细胞批量转录组测序数据集(GSE141740),并利用DESeq2软件分析萝卜硫素处理组与模型组间的差异表达基因,以寻找萝卜硫素的潜在下游靶点。然后采用6~8周龄雄性C57BL/6J小鼠左侧输尿管上极结扎制备UUO模型,验证萝卜硫素的抗肾纤维化作用及其对潜在下游靶点表达水平的影响。小鼠分为UUO模型组和UUO萝卜硫素干预组[造模次日起腹腔注射萝卜硫素12.5 mg/(kg·d)],每组均为6只。采用实时荧光定量PCR验证Y染色体性别决定区相关高迁移率族盒转录因子4(sex-determining region Y-related high-mobility-group box transcription factor 4, Sox4)的mRNA表达水平,马松染色评估肾间质胶原沉积情况,免疫组化和Western印迹法检测波形蛋白、Ⅰ型胶原蛋白、α-平滑肌蛋白等纤维化指标。采用单因素方差分析等进行多组间比较。

结果

结果显示,UUO模型小鼠肾脏近端小管上皮细胞占比下降,受损肾小管上皮细胞占比增加;受损肾小管上皮细胞可通过多条促纤维化通路与成纤维细胞和周细胞相互作用。Sox4在受损肾小管上皮细胞簇中呈现高特异活性,其mRNA水平显著增高。萝卜硫素可以显著下调人多囊肾细胞Sox4的mRNA水平。UUO萝卜硫素干预组Sox4的mRNA水平显著下调(P<0.05),肾间质胶原蛋白沉积显著减少(P<0.05),Ⅰ型胶原蛋白、α-平滑肌肌动蛋白和波形蛋白表达亦显著下调(P均<0.05)。

结论

受损肾小管上皮细胞是UUO肾纤维化进程的关键细胞簇,Sox4是其特异转录调控因子;萝卜硫素可能通过下调Sox4发挥抗纤维化作用。

Objective

To utilize transcriptome sequencing datasets for exploring key cell clusters and specific transcriptional regulators during the fibrotic process, aiming to elucidate the mechanism by which sulforaphane ameliorates renal fibrosis in mice.

Methods

A single-cell RNA sequencing dataset (GSE175412) derived from a unilateral ureteral obstruction (UUO) renal fibrosis model was utilized. Cell clustering was performed using the Leiden algorithm, followed by manual annotation of the cell clusters. Cell-cell interaction analysis was performed using CellPhoneDB to identify key cell clusters involved in renal fibrosis. Subsequently, the RegDiffusion algorithm combined with AUCell scoring was employed to identify key cell-type-specific transcriptional regulators within each cluster. The bulk RNA-seq dataset of human polycystic kidney disease cells treated with sulforaphane (GSE141740) was utilized. The DESeq2 package was employed to analyze differentially expressed genes between the sulforaphane-treated group and the model group, aiming to identify potential downstream targets of sulforaphane. Subsequently, a UUO model was established by ligating the upper pole of the left ureter in 6 to 8-week-old male C57BL/6J mice to validate the anti-fibrotic effect of sulforaphane and its impact on the expression levels of potential downstream targets. The mice were divided into two groups (n=6 per group): the UUO model group and the UUO plus sulforaphane intervention group. The latter received intraperitoneal injections of sulforaphane [12.5 mg/(kg·d)] starting from the day after surgery. Real-time quantitative PCR was performed to verify the mRNA expression level of sex-determining region Y-related high-mobility-group box transcription factor 4 (Sox4). Masson′s trichrome staining was utilized to evaluate renal interstitial collagen deposition. Additionally, immunohistochemistry and Western blotting were employed to detect fibrotic markers, including vimentin, collagen I, and α-smooth muscle actin. One-way ANOVA was used for comparisons among multiple groups.

Results

The results demonstrated that the proportion of proximal tubular epithelial cells decreased, while the proportion of injured tubular epithelial cells increased in the kidneys of UUO mice. Furthermore, injured tubular epithelial cells were found to interact with fibroblasts and pericytes via multiple pro-fibrotic pathways. Sox4 exhibited high specific activity and significantly elevated mRNA levels in the cluster of injured tubular epithelial cells. Furthermore, sulforaphane treatment significantly downregulated the mRNA expression of Sox4 in human polycystic kidney disease cells. In the UUO plus sulforaphane intervention group, Sox4 mRNA level was significantly downregulated (P<0.05), and renal interstitial collagen deposition was significantly reduced (P<0.05). Besides, the expression of collagen I, α-smooth muscle actin, and vimentin was also significantly decreased (all P<0.05).

Conclusion

Injured tubular epithelial cells served as a key cell cluster in the progression of UUO-induced renal fibrosis, with Sox4 acting as their specific transcriptional regulator. Sulforaphane may exert its anti-fibrotic effects by downregulating Sox4.

图1 单侧输尿管梗阻模型诱导的肾脏纤维化单细胞景观注:A:均匀流形近似与投影图可视化地展示了11种主要细胞类型:其中每一个点代表一个单细胞,颜色根据主要的细胞簇类型进行区分;分面图展示了13 080个单细胞在整合数据集:假手术组合并UUO组、假手术组、UUO组的分布情况;B:11种主要细胞类型及其表达量排名前3的显著差异基因:其中每行代表一种主要的细胞类型、每列代表一种基因,以点图形式展示各细胞类型中表达量排名前3的显著差异基因;点的大小表示该基因在对应细胞类型中的表达比例,颜色深度表示平均表达水平;右侧条形图显示不同细胞类型细胞数;C:用于手动注释11种细胞类型的标志基因展示:每行代表一种主要的细胞类型,每列代表一种用于注释细胞类型的标志基因
图2 细胞-细胞互作分析揭示核心促纤维化信号通路互作细胞及配体受体对注:A:血小板源性生长因子信号通路互作细胞及其互作配体受体对;B:转化生长因子-β信号通路互作细胞及其互作配体受体对;C:成纤维细胞生长因子信号通路互作细胞及其互作配体受体对;每行代表一种配体-受体对,每列代表细胞互作对,点的大小代表P值,气泡颜色代表配体-受体相互作用的推测强度,由蓝(低)到红(高)的色阶表示
图3 各细胞簇转录调控子活性分析热图注:各细胞簇特异转录调控子:每行代表细胞细胞簇,列代表转录调控子,颜色的深浅表示转录调控子特异性评分的高低(颜色越深分值越高),点的大小表示在对应细胞类型中能够代表该特异性转录调控子活性模式的细胞比例
图4 SRY相关高迁移率族蛋白盒4在转录组数据与动物模型中的表达水平注:A:受损上皮细胞簇与其他所有细胞簇为参照组之间的差异表达基因火山图,显著差异基因被定义为|log2FC| ≥ 1且P≤0.05,在受损上皮细胞中显著上调;B:萝卜硫素干预组与人多囊肾患者肾小管上皮细胞模型组显著差异基因火山图,显著差异基因被定义为|log2FC| ≥ 1且P≤ 0.05,Sox4在萝卜硫素干预组中显著下调;C:qPCR检测各组小鼠肾脏组织中Sox4表达情况;与UUO健侧肾组相比,Sox4在UUO模型组小鼠肾脏中显著上调,aP<0.05;与UUO萝卜硫素干预健侧肾组相比,Sox4在UUO萝卜硫素干预组小鼠肾脏中显著上调,bP<0.05;与UUO组相比,Sox4在UUO萝卜硫素干预组中显著下调,cP<0.05;Sox4:sex-determining region Y-related high-mobility-group box transcription factor 4,Y染色体性别决定区相关高迁移率族盒转录因子4;UUO: unilateral ureteral obstruction,单侧输尿管梗阻
图5 马松染色、免疫组织化学染色及Western印迹法检测各组小鼠肾脏纤维化指标注:A:马松染色检测各组小鼠肾脏组织胶原纤维沉积水平,免疫组织化学染色检测波形蛋白表达(比例尺:50 μm);B:马松染色检测各组小鼠肾脏组织胶原纤维沉积阳性区域的比较;C:免疫组化染色检测波形蛋白阳性区域比较(比例尺:50 μm);D:Western印迹检测各组小鼠肾组织Ⅰ型胶原蛋白、α-平滑肌肌动蛋白和波形蛋白的表达;与UUO健侧肾组相比,aP<0.05;UUO萝卜硫素干预健侧肾组相比,bP<0.05;与UUO组相比,cP<0.05;Collagen 1:Ⅰ型胶原蛋白;α-SMA:α-平滑肌肌动蛋白;Vimentin:波形蛋白;UUO: unilateral ureteral obstruction,单侧输尿管梗阻
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