| Literature DB >> 34803491 |
Ming Zhao1,2,3, Yingyao Quan1,2,4, Jianming Zeng1, Xueying Lyu1, Haitao Wang1, Josh Haipeng Lei1, Yangyang Feng1, Jun Xu1, Qiang Chen1,5, Heng Sun1,5, Xiaoling Xu1,5, Ligong Lu4, Chu-Xia Deng1,2,5.
Abstract
Cholangiocarcinoma (CC), the most lethal type of liver cancer, remains very difficult to treat due to an incomplete understanding of the cancer initiation and progression mechanisms and no effective therapeutic drugs. Thus, identification of genomic drivers and delineation of the underlying mechanisms are urgently needed. Here, we conducted a genome-wide CRISPR-Cas9 screening in liver-specific Smad4/Pten knockout mice (Smad4co/co;Ptenco/co;Alb-Cre, abbreviated as SPC), and identified 15 putative tumor suppressor genes, including Cullin3 (Cul3), whose deficiency increases protein levels of Nrf2 and Cyclin D1 that accelerate cholangiocytes expansion leading to the initiation of CC. Meanwhile, Cul3 deficiency also increases the secretion of Cxcl9 in stromal cells to attract T cells infiltration, and increases the production of Amphiregulin (Areg) mediated by Nrf2, which paracrinely induces inflammation in the liver, and promotes accumulation of exhausted PD1high CD8 T cells at the expenses of their cytotoxic activity, allowing CC progression. We demonstrate that the anti-PD1/PD-L1 blockade inhibits CC growth, and the effect is enhanced by combining with sorafenib selected from organoid mediated drug sensitive test. This model makes it possible to further identify more liver cancer suppressors, study molecular mechanisms, and develop effective therapeutic strategies. © The author(s).Entities:
Keywords: Cholangiocarcinoma; anti-PD1/PD-L1 therapy; exhausted T cells; inflammatory cytokines; tumor microenvironment
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Year: 2021 PMID: 34803491 PMCID: PMC8579464 DOI: 10.7150/ijbs.67379
Source DB: PubMed Journal: Int J Biol Sci ISSN: 1449-2288 Impact factor: 6.580
Figure 1Lentiviral delivery of the CRISPR knockout library identifies Cul3 as a suppressor of CC in SPC mice. (A) Outline of tail vein injection of lentivirus-mediated CRISPR knockout library. (B) Livers injected with the CRISPR knockout library develop tumors at 3-4 months, while the control livers are normal. (C) Summary of tumor numbers in each mouse. (D) Histology analysis of tumors induced by the CRISPR knockout library. AE1 indicates cholangiocytes and Hep Par1 indicates hepatocytes. PCNA represents cell proliferation. (E) Plot shows the average of sgRNA enrichment measured by high-throughput sequencing. (F) Outline of hydrodynamic tail vein injection of sgRNA. (G) Up panel: Representative images of the livers injected with sgRNAs targeting Smad4, Trp53 and Cul3. Down panel: Immunostaining of paraffin sections show the phenotype of CC. (H) Statistics of the tumor number, liver weight and the ratio of the liver weight to body weight (LW/BW).
The sgRNAs corresponding to top candidate genes
| Genes | UID of sgRNAs enriched in top 200 enrichment list |
|---|---|
| Trp53 | MGLibA_56035, MGLibA_56033, MGLibA_56034 |
| Cul3 | MGLibA_12475, MGLibA_12477, MGLibA_12476 |
| Fbxw7 | MGLibA_18106, MGLibA_18108, MGLibA_18107 |
| Inppl1 | MGLibA_26092, MGLibA_26094, MGLibA_26093 |
| Bgn | MGLibA_06851, MGLibA_06850, MGLibA_06849 |
| Dhcr7 | MGLibA_14046, MGLibA_14045 |
| Unc80 | MGLibA_57346, MGLibA_57345 |
| Apc | MGLibA_04599, MGLibA_04600 |
| Spta1 | MGLibA_51191, MGLibA_51192 |
| Trp53bp1 | MGLibA_56011, MGLibA_56009 |
| Rad23b | MGLibA_44346, MGLibA_44345 |
| Mlh1 | MGLibA_31447, MGLibA_31449 |
| Nrxn3 | MGLibA_34816, MGLibA_34817 |
| Slc6a13 | MGLibA_49644, MGLibA_49643 |
| Zbtb44 | MGLibA_60094, MGLibA_60095 |
The CRISPR knockout library (#1000000052, Addgene) contains 3 sgRNAs for each gene and genes that were disrupted by at least two different sgRNAs were listed.
Figure 2Cul3 deficiency accelerates cholangiocyte cell expansion at an early stage. (A) Macroscopic images of livers injected with sgControl or sgCul3. (B) H&E staining of paraffin sections show the morphology of bile duct expansion. (C) Co-staining of AE1 and BrdU incorporation. AE1 is stained with a red signal on the surface, while BrdU is shown as a red dot in the nucleus. (D) Quantification of BrdU incorporation in AE1-positive cholangiocytes (n≥3 at each time point). (E) Analysis of biochemical markers of liver injury released in blood (n≥3 at each time point). (F) Western blot analysis results show increased protein levels of pro-tumorigenic molecules. (G) Western blot shows higher Nrf2 protein levels in tumors from SPC;sgCul3 mice at 3-4 months compared with tumors from SPC;sgControl mice at 6-7 months. (H) qRT-PCR shows activated Nrf2 downstream transcripts (n=5 for SPC;sgControl mice, n=9 for SPC;sgCul3 mice). *P<.05, **P<.01, ***P<.001, ****P<.0001.
Figure 3Cul3 deficiency induces inflammation in the liver. (A) Representative immunohistochemistry of immune cells in livers. CD45 indicates lymphocytes; CD3 indicates T cells; F4/80 indicates macrophages. (B) qRT-PCR shows mRNA levels of inflammatory cytokine genes. (C) Western blot and (D) qRT-PCR results reveal the activated Stat1 pathway. (E) Representative immunostaining of Cxcl9 and AE1 in foci of the liver at 4 weeks after injection with sgControl or sgCul3, and the Cxcl9-positive cells are quantified in (F). Arrow indicates Cxcl9 signal. *P<.05, **P<.01, ***P<.001, ****P<.0001.
Figure 4Increased accumulation of Pd1+ CD8 T cells in tumors from SPC;sgCul3 mice compared with that in SPC mice. (A) t-SNE plots showing the identified cell clusters. (B) Dot plot showing the expression levels of marker genes for each cell population. (C) Cell cluster frequency for each mouse. (D) Comparison of cell lineages in each group. (E) Sankey diagram showing the Pd1 positive or negative fraction in each cluster from SPC and SPC;sgCul3 mice. (F) The frequency of Pd1+ T cells in SPC and SPC;sgCul3 mice (n=4).
Cell proporation of Pd1- or Pd1+ T cells in SPC and SPC;sgCul3 mice
| Group | SPC;sgControl (1221 cells) | SPC;sgCul3 (1992 cells) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cell type | CD4 | CD8 | Cycling | Cxcr6+T cells | NK | Treg | CD4 | CD8 | Cycling | Cxcr6+T cells | NK | Treg |
| Proporation % ±SD (cell number) | 34.08±4.94 (431) | 20.94±4.92 (276) | 4.62±2.25 (63) | 11.89±4.16 (156) | 2.53±0.59 (32) | 21.07±4.70 (263) | 25.88±8.68 | 34.28±11.19 | 4.87±1.62 | 5.13±1.42 | 2.09±0.47 | 21.41±8.38 (376) |
| PD1- % | 97.45±1.42 (420) | 95.71±2.72 (263) | 66.57±11.59 (45) | 70.45±12.42 (108) | 100.00±0.00 | 76.34±10.91 | 91.87±3.42 | 81.17±9.75 | 55.57±19.57 | 63.01±6.28 | 96.11±4.84 | 66.91±7.84 (248) |
| PD1+ % | 2.55±1.42 (11) | 4.29±2.72 (13) | 33.43±11.59 (18) | 29.55±12.42 (48) | 0.00±0.00 (0) | 23.66±10.91 | 8.13±3.42 | 18.83±9.75 | 44.43±19.57 | 36.99±6.28 | 3.89±4.84 | 33.09±7.84 (128) |
Figure 5Cul3 deficiency induces PD1 CyTOF mapping of cells in livers at 2 weeks after injection with sgCul3 or sgControl (n=4). (B) The heat-map shows markers of each annotated lineage. (C) Quantification of each lineages in sgCul3 and sgControl groups (n=4). (D) Representative immunostaining of CD8a T cells in the livers, and quantification of CD8a cell numbers per area (n). (E) CyTOF mapping of CD3 T cells in livers at 2 weeks after injection with sgCul3 or sgControl (n=5). (F) The heat-map shows markers of each annotated lineage. (G) Quantification of each lineages of CD3 T cells in sgCul3 and sgControl groups (n=5). (H) Flow cytometry analysis shows PD1 level on CD8 T cells in sgCul3 and sgControl groups. (I) Flow cytometry analysis of IFNγ production with anti-CD3 stimulation for 4 hours (n=5). *P<.05, #P>.05.
Figure 6Cul3 deficiency promotes Areg secrection to shape TME. (A) Comparison of cytokines released by CC cells isolated from SPC mice. (B) Heat-map shows comparison of cytokine levels. (C) qRT-PCR shows mRNA levels of Areg. (D) Western blot shows the activated Egfr signalling and increased Nrf2 level. (E) qPCR shows increased Areg transcription by Nrf2 overexpression. (F) Cul3 deficiency induced Areg expression is blocked by knocking out Nfe2l2. Dox is the abbreviation of doxycycline, and all the Cul3-deficient cells are doxycyclin-inducible cell line. *P<.05, **P<.01, ***P<.001, ****P<.0001.
Figure 7Sorafenib enhances the anti-PD1 treatment efficiency in primary tumor. (A) Comparison of drug sensitivity between wildtype and Cul3-deficient organoids with a drug library containing 132 drugs. (B) Confirmation of the enhanced response to sorafenib in Cul3-deficient organoids. (C) Representative figures showing repressed organoid growth after drug treatment. (D) Quantification of organoid diameter. (E) Schematic diagram of the in vivo treatment strategy. (F) Representative figures show the tumor burden in liver. (G) Quantification of tumor numbers (n=5). *P<.05, **P<.01, ***P<.001, ****P<.0001.