CRISPRi筛选确定PIKfyve作为obinutuzumab的共同治疗靶点

IF 7.9 1区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL
Yerim Kim, Jinkyung Oh, Jeong Ryeol Kim, Donghyuk Lee, Joo Young Kim
{"title":"CRISPRi筛选确定PIKfyve作为obinutuzumab的共同治疗靶点","authors":"Yerim Kim,&nbsp;Jinkyung Oh,&nbsp;Jeong Ryeol Kim,&nbsp;Donghyuk Lee,&nbsp;Joo Young Kim","doi":"10.1002/ctm2.70333","DOIUrl":null,"url":null,"abstract":"<p>Dear Editor:</p><p>Combining monoclonal antibodies with targeted agents is a promising yet mechanistically underexplored strategy for B-cell lymphoma therapy.<span><sup>1</sup></span> Through a CRISPR interference (CRISPRi) screen, we identify PIKfyve as a suppressor of obinutuzumab-induced lysosomal membrane permeabilisation (LMP) and direct cell death (DCD), highlighting its potential as a combinatorial therapeutic target.</p><p>Obinutuzumab (OBI), a next-generation anti-CD20 monoclonal antibody, is known to trigger DCD via LMP in B-cell malignancies.<span><sup>2</sup></span> However, the cellular factors that regulate this pathway remain poorly defined.<span><sup>3</sup></span> To systematically identify modulators of OBI-induced cytotoxicity, we conducted a customised CRISPRi screen in Raji B cells targeting 2318 druggable genes<span><sup>4</sup></span> (Figure 1A). Following iterative rounds of OBI treatment and selection, next-generation sequencing (NGS) analysis revealed genes whose knockdown either sensitised cells to or conferred resistance against OBI-induced LMP and DCD (Figure 1B). Using Model-based Analysis of Genome-wide CRISPR/Cas9 Knockout (MAGeCK, Table S1), we ranked genes based on their depletion or enrichment following OBI treatment, identifying key regulators of LMP and DCD (Figure 1C). Essential genes critical for cell survival were excluded, as their sgRNAs were predominantly depleted. To prioritise clinically relevant targets, we applied a selection strategy: (1) applying FDR cutoff of 25%, (2) excluding essential genes based on the DepMap database and Raji B-cell essential gene list, specifically selecting genes with DepMap gene essentiality scores &lt; –1 and at least three high-quality sgRNAs (resulting in 97 genes, Table S2), and (3) focus on druggable targets with available inhibitors. This yielded 15 candidate genes for further validation. The sgRNA enrichment profiles and their relative importance are summarised in a box plot (Figure 1D and E).</p><p>To validate this finding, we generated single-knockdown Raji cell lines for 14 candidate genes and confirmed their knockdown efficiency (Figure 2A, Tables S3 and S4; CDK12 was excluded due to the inability to establish a stable knockdown line). Among these, six genes (DCTD, SMS, ATP1A1, SLC16A1, ODC1, and PIKfyve) significantly increased LMP and DCD, reinforcing their potential as modulators of lysosomal disruption (Figure 2B–D). Apilimod, a selective PIKfyve inhibitor, showed the strongest enhancement of OBI-induced DCD with minimal cytotoxicity alone (Figure 2E and F). Additionally, Apilimod dose-dependently enhanced DCD induced by OBI and RTX, indicating that PIKfyve inhibition broadly amplifies anti-CD20-mediated cytotoxicity (Figure 2G–J). Further, Umbralisib (a PI3Kδ inhibitor) enhanced OBI-induced cytotoxicity, whereas Acalabrutinib (a BTK inhibitor) had no effect, suggesting that the PI3K pathway, including PIKfyve, contributes to OBI efficacy (Figure S4).</p><p>Given that PIKfyve regulates lysosomal membrane integrity,<span><sup>5</sup></span> we investigated whether its inhibition affects lysosomal function and DCD. Apilimod, disrupts lysosomal fission and induces persistent lysosomal hypertrophy.<span><sup>5</sup></span> Notably, the extend of OBI-induced cell death amplified by Apilimod was disproportionately greater than the increase in LMP. This pattern contrasts with the response to L-Leucyl-L-Leucine methyl ester (LLOMe), where high concentrations induced both LMP and DCD, while low concentrations triggered substantial LMP with minimal DCD (Figure 3A), likely due to activation of lysosomal membrane repair mechanisms.<span><sup>6</sup></span> These findings suggest that OBI-induced LMP – particularly when enhanced by Apilimod – may exceed the threshold of damage that is reparable, resulting in irreversible lysosome-dependent cell death. The synergistic increase in OBI-induced LMP and DCD by Apilimod was consistently observed across multiple B-cell lymphoma cell lines, including Raji, Ramos, and Jiyoye (Figure 3A–C). To further validate LMP as the underlying mechanism, we assessed cathepsin B release as a marker of lysosomal disruption. We observed a marked increase in cytosolic cathepsin signal in cells co-treated with OBI and Apilimod compared to OBI alone (Figure 3D and E), providing direct evidence of LMP-associated protease release.</p><p>To explore the mechanisms underlying this effect, we assessed lysosomal trafficking and signalling pathways. BAY-1797, a P2X4 receptor inhibitor, significantly reduced Apilimod-enhanced DCD, suggesting that endosomal-lysosomal trafficking is essential for this process (Figure 3F). Furthermore, OSI-027, a dual mTORC1/2 inhibitor,<span><sup>7</sup></span> completely abrogated Apilimod's effect, whereas Rapamycin had no significant impact (Figure 3G and H), our results suggest that mTORC2, rather than mTORC1, may be involved in the regulation of lysosomal homeostasis during cytotoxic stress caused by OBI. Confocal imaging confirmed that Apilimod-induced lysosomal enlargement was evident in all conditions except BAY-1797 treatment, and only OSI-027 reduced lysosome intensity in imaging (Figure 3I). These findings indicate that PIKfyve inhibition by Apilimod perturbs lysosomal homeostasis, and suggest that mTOR2 signalling and lysosomal trafficking may contribute to regulating OBI-induced cytotoxicity.</p><p>Our study identifies PIKfyve as a critical regulator of OBI-induced LMP and DCD, providing mechanistic insights into how lysosomal integrity governs B-cell lymphoma sensitivity to anti-CD20 therapy. The discovery that PIKfyve inhibition potentiates OBI cytotoxicity highlights its potential as a co-therapeutic target for lymphoma treatment. Notably, Apilimod not only enhanced OBI-induced DCD but also potentiated RTX-induced cytotoxicity, suggesting a broader role for PIKfyve inhibition in anti-CD20 monoclonal antibody therapy. The mechanistic link between PIKfyve inhibition and lysosomal dysfunction<span><sup>7</sup></span> suggests that disrupting lysosomal integrity may be a novel strategy to enhance lymphoma therapy. Currently, PIKfyve inhibitors such as Apilimod are in clinical trials for B-cell malignancies.<span><sup>8</sup></span> The results of this study may support further preclinical and clinical evaluation of Apilimod in combination with anti-CD20 therapies.</p><p>More precise genetic and pharmacologic analyses are needed to dissect the exact contribution of each mTOR complex to the increased OBI-induced cell death. However, the increase in OBI-induced cell death by Apilimod, which is not inhibited by rapamycin but is inhibited by OSI-027 in this study, suggests that mTORC2 rather than mTORC1 may be involved in the regulation of lysosomal homeostasis during LMP stress. However, the increase in OBI-induced apoptosis by apilimod, which is not inhibited by rapamycin but is inhibited by OSI-027, in this study suggests that mTORC2 rather than mTORC1 may be involved in the regulation of lysosomal homeostasis during LMP stress in this process. Recent studies have shown that mTORC2 prevents membrane stress-induced apoptosis by regulating lipid composition and membrane tension.<span><sup>9</sup></span> Given that PIKfyve inhibition causes lysosomal swelling and destabilisation,<span><sup>10</sup></span> the fact that OSI-027 inhibits OBI cell death enhanced by apilimod suggests that mTORC2 may play a potential role in maintaining lysosomal integrity under stress conditions.</p><p>Future studies should explore whether PIKfyve inhibition enhances anti-CD20 efficacy across diverse B-cell lymphoma subtypes, including diffuse large B-cell lymphoma (DLBCL). Additionally, the long-term impact of lysosomal destabilisation on lymphoma progression and immune responses warrants further investigation.</p><p>Our study establishes PIKfyve inhibition as a potent enhancer of OBI-induced DCD, uncovering lysosomal dynamics and potential involvement of mTORC2 in this process. These findings provide a strong mechanistic basis for rational combination therapies in B-cell malignancies, with implications for improving antibody-based cancer treatments</p><p>YK performed and analysed most of the iCas9 screening experiments, which reveal Apilimod as an OBI combination drug. JO performed both LMP and DCD-related experiments with various lysosome-regulating drugs. JRK helped the experiment using CLL cell from patient. JYK organised and supervised the whole project. YK helped and reproduced Lysotracker assays, DL supervised sgRNA library screening strategy as well as many technical processes. YK, DL, JO and JYK wrote the manuscript.</p><p>All authors have declared that no competing interest exists.</p><p>This work was supported by grants from the National Research Foundation of Korea, Project Nos. NRF-2019R1A2C1086348 and RS-2023-00220853 to J.Y.K. This work was also supported by a faculty research grant from the Yonsei University College of Medicine (6-2022-0044) for J. Y K. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</p><p>The study protocol involving human samples was approved by the Yonsei University Institutional Review Board (IRB No. 4-2022-0471), and informed consent was obtained from all participants in accordance with the Declaration of Helsinki.</p><p>Patient-derived PBMC samples were isolated with approval of Yonsei University Institutional Review Committee after obtaining informed consent, under IRP procedure (#4-2022-0471).</p>","PeriodicalId":10189,"journal":{"name":"Clinical and Translational Medicine","volume":"15 5","pages":""},"PeriodicalIF":7.9000,"publicationDate":"2025-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ctm2.70333","citationCount":"0","resultStr":"{\"title\":\"CRISPRi screening identifies PIKfyve as a co-therapeutic target for obinutuzumab\",\"authors\":\"Yerim Kim,&nbsp;Jinkyung Oh,&nbsp;Jeong Ryeol Kim,&nbsp;Donghyuk Lee,&nbsp;Joo Young Kim\",\"doi\":\"10.1002/ctm2.70333\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Dear Editor:</p><p>Combining monoclonal antibodies with targeted agents is a promising yet mechanistically underexplored strategy for B-cell lymphoma therapy.<span><sup>1</sup></span> Through a CRISPR interference (CRISPRi) screen, we identify PIKfyve as a suppressor of obinutuzumab-induced lysosomal membrane permeabilisation (LMP) and direct cell death (DCD), highlighting its potential as a combinatorial therapeutic target.</p><p>Obinutuzumab (OBI), a next-generation anti-CD20 monoclonal antibody, is known to trigger DCD via LMP in B-cell malignancies.<span><sup>2</sup></span> However, the cellular factors that regulate this pathway remain poorly defined.<span><sup>3</sup></span> To systematically identify modulators of OBI-induced cytotoxicity, we conducted a customised CRISPRi screen in Raji B cells targeting 2318 druggable genes<span><sup>4</sup></span> (Figure 1A). Following iterative rounds of OBI treatment and selection, next-generation sequencing (NGS) analysis revealed genes whose knockdown either sensitised cells to or conferred resistance against OBI-induced LMP and DCD (Figure 1B). Using Model-based Analysis of Genome-wide CRISPR/Cas9 Knockout (MAGeCK, Table S1), we ranked genes based on their depletion or enrichment following OBI treatment, identifying key regulators of LMP and DCD (Figure 1C). Essential genes critical for cell survival were excluded, as their sgRNAs were predominantly depleted. To prioritise clinically relevant targets, we applied a selection strategy: (1) applying FDR cutoff of 25%, (2) excluding essential genes based on the DepMap database and Raji B-cell essential gene list, specifically selecting genes with DepMap gene essentiality scores &lt; –1 and at least three high-quality sgRNAs (resulting in 97 genes, Table S2), and (3) focus on druggable targets with available inhibitors. This yielded 15 candidate genes for further validation. The sgRNA enrichment profiles and their relative importance are summarised in a box plot (Figure 1D and E).</p><p>To validate this finding, we generated single-knockdown Raji cell lines for 14 candidate genes and confirmed their knockdown efficiency (Figure 2A, Tables S3 and S4; CDK12 was excluded due to the inability to establish a stable knockdown line). Among these, six genes (DCTD, SMS, ATP1A1, SLC16A1, ODC1, and PIKfyve) significantly increased LMP and DCD, reinforcing their potential as modulators of lysosomal disruption (Figure 2B–D). Apilimod, a selective PIKfyve inhibitor, showed the strongest enhancement of OBI-induced DCD with minimal cytotoxicity alone (Figure 2E and F). Additionally, Apilimod dose-dependently enhanced DCD induced by OBI and RTX, indicating that PIKfyve inhibition broadly amplifies anti-CD20-mediated cytotoxicity (Figure 2G–J). Further, Umbralisib (a PI3Kδ inhibitor) enhanced OBI-induced cytotoxicity, whereas Acalabrutinib (a BTK inhibitor) had no effect, suggesting that the PI3K pathway, including PIKfyve, contributes to OBI efficacy (Figure S4).</p><p>Given that PIKfyve regulates lysosomal membrane integrity,<span><sup>5</sup></span> we investigated whether its inhibition affects lysosomal function and DCD. Apilimod, disrupts lysosomal fission and induces persistent lysosomal hypertrophy.<span><sup>5</sup></span> Notably, the extend of OBI-induced cell death amplified by Apilimod was disproportionately greater than the increase in LMP. This pattern contrasts with the response to L-Leucyl-L-Leucine methyl ester (LLOMe), where high concentrations induced both LMP and DCD, while low concentrations triggered substantial LMP with minimal DCD (Figure 3A), likely due to activation of lysosomal membrane repair mechanisms.<span><sup>6</sup></span> These findings suggest that OBI-induced LMP – particularly when enhanced by Apilimod – may exceed the threshold of damage that is reparable, resulting in irreversible lysosome-dependent cell death. The synergistic increase in OBI-induced LMP and DCD by Apilimod was consistently observed across multiple B-cell lymphoma cell lines, including Raji, Ramos, and Jiyoye (Figure 3A–C). To further validate LMP as the underlying mechanism, we assessed cathepsin B release as a marker of lysosomal disruption. We observed a marked increase in cytosolic cathepsin signal in cells co-treated with OBI and Apilimod compared to OBI alone (Figure 3D and E), providing direct evidence of LMP-associated protease release.</p><p>To explore the mechanisms underlying this effect, we assessed lysosomal trafficking and signalling pathways. BAY-1797, a P2X4 receptor inhibitor, significantly reduced Apilimod-enhanced DCD, suggesting that endosomal-lysosomal trafficking is essential for this process (Figure 3F). Furthermore, OSI-027, a dual mTORC1/2 inhibitor,<span><sup>7</sup></span> completely abrogated Apilimod's effect, whereas Rapamycin had no significant impact (Figure 3G and H), our results suggest that mTORC2, rather than mTORC1, may be involved in the regulation of lysosomal homeostasis during cytotoxic stress caused by OBI. Confocal imaging confirmed that Apilimod-induced lysosomal enlargement was evident in all conditions except BAY-1797 treatment, and only OSI-027 reduced lysosome intensity in imaging (Figure 3I). These findings indicate that PIKfyve inhibition by Apilimod perturbs lysosomal homeostasis, and suggest that mTOR2 signalling and lysosomal trafficking may contribute to regulating OBI-induced cytotoxicity.</p><p>Our study identifies PIKfyve as a critical regulator of OBI-induced LMP and DCD, providing mechanistic insights into how lysosomal integrity governs B-cell lymphoma sensitivity to anti-CD20 therapy. The discovery that PIKfyve inhibition potentiates OBI cytotoxicity highlights its potential as a co-therapeutic target for lymphoma treatment. Notably, Apilimod not only enhanced OBI-induced DCD but also potentiated RTX-induced cytotoxicity, suggesting a broader role for PIKfyve inhibition in anti-CD20 monoclonal antibody therapy. The mechanistic link between PIKfyve inhibition and lysosomal dysfunction<span><sup>7</sup></span> suggests that disrupting lysosomal integrity may be a novel strategy to enhance lymphoma therapy. Currently, PIKfyve inhibitors such as Apilimod are in clinical trials for B-cell malignancies.<span><sup>8</sup></span> The results of this study may support further preclinical and clinical evaluation of Apilimod in combination with anti-CD20 therapies.</p><p>More precise genetic and pharmacologic analyses are needed to dissect the exact contribution of each mTOR complex to the increased OBI-induced cell death. However, the increase in OBI-induced cell death by Apilimod, which is not inhibited by rapamycin but is inhibited by OSI-027 in this study, suggests that mTORC2 rather than mTORC1 may be involved in the regulation of lysosomal homeostasis during LMP stress. However, the increase in OBI-induced apoptosis by apilimod, which is not inhibited by rapamycin but is inhibited by OSI-027, in this study suggests that mTORC2 rather than mTORC1 may be involved in the regulation of lysosomal homeostasis during LMP stress in this process. Recent studies have shown that mTORC2 prevents membrane stress-induced apoptosis by regulating lipid composition and membrane tension.<span><sup>9</sup></span> Given that PIKfyve inhibition causes lysosomal swelling and destabilisation,<span><sup>10</sup></span> the fact that OSI-027 inhibits OBI cell death enhanced by apilimod suggests that mTORC2 may play a potential role in maintaining lysosomal integrity under stress conditions.</p><p>Future studies should explore whether PIKfyve inhibition enhances anti-CD20 efficacy across diverse B-cell lymphoma subtypes, including diffuse large B-cell lymphoma (DLBCL). Additionally, the long-term impact of lysosomal destabilisation on lymphoma progression and immune responses warrants further investigation.</p><p>Our study establishes PIKfyve inhibition as a potent enhancer of OBI-induced DCD, uncovering lysosomal dynamics and potential involvement of mTORC2 in this process. These findings provide a strong mechanistic basis for rational combination therapies in B-cell malignancies, with implications for improving antibody-based cancer treatments</p><p>YK performed and analysed most of the iCas9 screening experiments, which reveal Apilimod as an OBI combination drug. JO performed both LMP and DCD-related experiments with various lysosome-regulating drugs. JRK helped the experiment using CLL cell from patient. JYK organised and supervised the whole project. YK helped and reproduced Lysotracker assays, DL supervised sgRNA library screening strategy as well as many technical processes. YK, DL, JO and JYK wrote the manuscript.</p><p>All authors have declared that no competing interest exists.</p><p>This work was supported by grants from the National Research Foundation of Korea, Project Nos. NRF-2019R1A2C1086348 and RS-2023-00220853 to J.Y.K. This work was also supported by a faculty research grant from the Yonsei University College of Medicine (6-2022-0044) for J. Y K. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</p><p>The study protocol involving human samples was approved by the Yonsei University Institutional Review Board (IRB No. 4-2022-0471), and informed consent was obtained from all participants in accordance with the Declaration of Helsinki.</p><p>Patient-derived PBMC samples were isolated with approval of Yonsei University Institutional Review Committee after obtaining informed consent, under IRP procedure (#4-2022-0471).</p>\",\"PeriodicalId\":10189,\"journal\":{\"name\":\"Clinical and Translational Medicine\",\"volume\":\"15 5\",\"pages\":\"\"},\"PeriodicalIF\":7.9000,\"publicationDate\":\"2025-05-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ctm2.70333\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Clinical and Translational Medicine\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/ctm2.70333\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MEDICINE, RESEARCH & EXPERIMENTAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Clinical and Translational Medicine","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/ctm2.70333","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MEDICINE, RESEARCH & EXPERIMENTAL","Score":null,"Total":0}
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摘要

亲爱的编辑:将单克隆抗体与靶向药物结合是一种很有前途的b细胞淋巴瘤治疗策略,但机制尚未得到充分探索通过CRISPR干扰(CRISPRi)筛选,我们鉴定出PIKfyve是obinutuzumab诱导的溶酶体膜渗透(LMP)和直接细胞死亡(DCD)的抑制因子,突出了其作为组合治疗靶点的潜力。Obinutuzumab (OBI)是下一代抗cd20单克隆抗体,已知在b细胞恶性肿瘤中通过LMP触发DCD然而,调控这一途径的细胞因子仍然不明确为了系统地鉴定obi诱导的细胞毒性调节剂,我们在Raji B细胞中针对2318个可药物基因进行了定制的CRISPRi筛选4(图1A)。经过反复的OBI治疗和选择,下一代测序(NGS)分析揭示了基因的敲低使细胞对OBI诱导的LMP和DCD敏感或产生抗性(图1B)。使用基于模型的全基因组CRISPR/Cas9敲除分析(MAGeCK,表S1),我们根据OBI处理后基因的耗尽或富集对基因进行排序,确定LMP和DCD的关键调节因子(图1C)。对细胞存活至关重要的必要基因被排除在外,因为它们的sgrna主要被耗尽。为了优先考虑临床相关的靶标,我们采用了一种选择策略:(1)采用25%的FDR截断值,(2)根据DepMap数据库和Raji b细胞必需基因列表排除必需基因,特别是选择具有DepMap基因必需评分&lt的基因;-1和至少三个高质量的sgrna(导致97个基因,表S2),并且(3)关注具有可用抑制剂的可药物靶点。这产生了15个候选基因供进一步验证。sgRNA富集谱及其相对重要性总结在一个箱形图中(图1D和E)。为了验证这一发现,我们产生了14个候选基因的单敲除Raji细胞系,并证实了它们的敲除效率(图2A,表S3和S4;由于无法建立稳定的敲除线,CDK12被排除在外)。其中,6个基因(DCTD、SMS、ATP1A1、SLC16A1、ODC1和PIKfyve)显著增加了LMP和DCD,增强了它们作为溶酶体破坏调节剂的潜力(图2B-D)。Apilimod是一种选择性PIKfyve抑制剂,对obi诱导的DCD表现出最强的增强作用,同时细胞毒性最小(图2E和F)。此外,Apilimod剂量依赖性地增强了OBI和RTX诱导的DCD,表明PIKfyve抑制广泛放大了抗cd20介导的细胞毒性(图2G-J)。此外,Umbralisib(一种PI3Kδ抑制剂)增强了OBI诱导的细胞毒性,而Acalabrutinib(一种BTK抑制剂)没有影响,这表明PI3K途径,包括PIKfyve,有助于OBI疗效(图S4)。鉴于PIKfyve调节溶酶体膜完整性5,我们研究了其抑制是否影响溶酶体功能和DCD。Apilimod,破坏溶酶体裂变,诱导溶酶体持续肥大值得注意的是,Apilimod放大的obi诱导的细胞死亡的范围不成比例地大于LMP的增加。这种模式与l-亮氨酸甲酯(LLOMe)的反应形成对比,其中高浓度诱导LMP和DCD,而低浓度引发大量LMP和最小DCD(图3A),可能是由于激活溶酶体膜修复机制这些发现表明,obi诱导的LMP -特别是当Apilimod增强时-可能超过可修复的损伤阈值,导致不可逆的溶酶体依赖性细胞死亡。Apilimod在多种b细胞淋巴瘤细胞系(包括Raji、Ramos和Jiyoye)中一致观察到obi诱导的LMP和DCD的协同增加(图3A-C)。为了进一步验证LMP是潜在的机制,我们评估了组织蛋白酶B释放作为溶酶体破坏的标志。我们观察到,与单独使用OBI相比,OBI和Apilimod共同处理的细胞中细胞质组织蛋白酶信号明显增加(图3D和E),这提供了lmp相关蛋白酶释放的直接证据。为了探索这种影响的机制,我们评估了溶酶体运输和信号通路。BAY-1797是一种P2X4受体抑制剂,可显著降低apilimod增强的DCD,这表明内体-溶酶体运输对这一过程至关重要(图3F)。此外,双mTORC1/2抑制剂osii -027完全消除了Apilimod的作用,而雷帕霉素没有显著影响(图3G和H),我们的结果表明,在OBI引起的细胞毒性应激过程中,mTORC2而不是mTORC1可能参与了溶酶体稳态的调节。共聚焦成像证实,除BAY-1797治疗外,apilimod诱导的溶酶体增大在所有情况下都很明显,只有OSI-027在成像中降低了溶酶体强度(图3I)。 这些发现表明Apilimod对PIKfyve的抑制会扰乱溶酶体稳态,并提示mTOR2信号传导和溶酶体运输可能有助于调节obi诱导的细胞毒性。我们的研究确定了PIKfyve是obi诱导的LMP和DCD的关键调节因子,为溶酶体完整性如何控制b细胞淋巴瘤对抗cd20治疗的敏感性提供了机制见解。PIKfyve抑制增强OBI细胞毒性的发现突出了其作为淋巴瘤治疗的共同治疗靶点的潜力。值得注意的是,Apilimod不仅增强了obi诱导的DCD,还增强了rtx诱导的细胞毒性,这表明PIKfyve抑制在抗cd20单克隆抗体治疗中具有更广泛的作用。PIKfyve抑制与溶酶体功能障碍之间的机制联系表明,破坏溶酶体完整性可能是一种增强淋巴瘤治疗的新策略。目前,PIKfyve抑制剂如Apilimod正处于b细胞恶性肿瘤的临床试验中这项研究的结果可能支持Apilimod联合抗cd20治疗的进一步临床前和临床评估。需要更精确的遗传和药理学分析来解剖每种mTOR复合物对obi诱导的细胞死亡增加的确切贡献。然而,Apilimod引起的obi诱导的细胞死亡增加,而在本研究中,Apilimod不受雷帕霉素的抑制,而被osio -027抑制,这表明mTORC2而不是mTORC1可能参与了LMP应激过程中溶酶体稳态的调节。然而,在本研究中,apilimod增加了obi诱导的凋亡,而这种凋亡不受雷帕霉素的抑制,而受osii -027的抑制,这表明在这一过程中,mTORC2而不是mTORC1可能参与了LMP应激中溶酶体稳态的调节。最近的研究表明,mTORC2通过调节脂质组成和膜张力来阻止膜应激诱导的细胞凋亡考虑到PIKfyve抑制导致溶酶体肿胀和不稳定,10 OSI-027抑制阿匹利mod增强的OBI细胞死亡的事实表明,mTORC2可能在应激条件下维持溶酶体完整性方面发挥潜在作用。未来的研究应该探索抑制PIKfyve是否能增强不同b细胞淋巴瘤亚型(包括弥漫性大b细胞淋巴瘤(DLBCL))的抗cd20功效。此外,溶酶体失稳对淋巴瘤进展和免疫反应的长期影响值得进一步研究。我们的研究确定了PIKfyve抑制是obi诱导的DCD的有效增强剂,揭示了溶酶体动力学和mTORC2在这一过程中的潜在参与。这些发现为b细胞恶性肿瘤的合理联合治疗提供了强有力的机制基础,对改善基于抗体的癌症治疗具有重要意义。syk进行并分析了大多数iCas9筛选实验,这些实验显示Apilimod是一种OBI联合药物。JO用各种溶酶体调节药物进行了LMP和dcd相关的实验。JRK帮助实验使用来自患者的CLL细胞。JYK组织并监督了整个项目。YK帮助并复制了Lysotracker的分析,DL监督sgRNA文库筛选策略以及许多技术流程。YK, DL, JO和JYK写了手稿。所有作者都声明不存在竞争利益。这项工作得到了韩国国家研究基金会的资助,项目编号:NRF-2019R1A2C1086348和RS-2023-00220853给J.Y.K.。这项工作还得到了延世大学医学院的教师研究资助(6-2022-0044)对J.Y.K.的支持。资助者在研究设计、数据收集和分析、决定发表或准备手稿方面没有任何作用。涉及人体样本的研究方案由延世大学机构审查委员会(IRB No. 4-2022-0471)批准,并根据赫尔辛基宣言获得所有参与者的知情同意。患者来源的PBMC样本在获得知情同意后,经延世大学机构审查委员会批准,根据IRP程序(#4-2022-0471)分离。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

CRISPRi screening identifies PIKfyve as a co-therapeutic target for obinutuzumab

CRISPRi screening identifies PIKfyve as a co-therapeutic target for obinutuzumab

Dear Editor:

Combining monoclonal antibodies with targeted agents is a promising yet mechanistically underexplored strategy for B-cell lymphoma therapy.1 Through a CRISPR interference (CRISPRi) screen, we identify PIKfyve as a suppressor of obinutuzumab-induced lysosomal membrane permeabilisation (LMP) and direct cell death (DCD), highlighting its potential as a combinatorial therapeutic target.

Obinutuzumab (OBI), a next-generation anti-CD20 monoclonal antibody, is known to trigger DCD via LMP in B-cell malignancies.2 However, the cellular factors that regulate this pathway remain poorly defined.3 To systematically identify modulators of OBI-induced cytotoxicity, we conducted a customised CRISPRi screen in Raji B cells targeting 2318 druggable genes4 (Figure 1A). Following iterative rounds of OBI treatment and selection, next-generation sequencing (NGS) analysis revealed genes whose knockdown either sensitised cells to or conferred resistance against OBI-induced LMP and DCD (Figure 1B). Using Model-based Analysis of Genome-wide CRISPR/Cas9 Knockout (MAGeCK, Table S1), we ranked genes based on their depletion or enrichment following OBI treatment, identifying key regulators of LMP and DCD (Figure 1C). Essential genes critical for cell survival were excluded, as their sgRNAs were predominantly depleted. To prioritise clinically relevant targets, we applied a selection strategy: (1) applying FDR cutoff of 25%, (2) excluding essential genes based on the DepMap database and Raji B-cell essential gene list, specifically selecting genes with DepMap gene essentiality scores < –1 and at least three high-quality sgRNAs (resulting in 97 genes, Table S2), and (3) focus on druggable targets with available inhibitors. This yielded 15 candidate genes for further validation. The sgRNA enrichment profiles and their relative importance are summarised in a box plot (Figure 1D and E).

To validate this finding, we generated single-knockdown Raji cell lines for 14 candidate genes and confirmed their knockdown efficiency (Figure 2A, Tables S3 and S4; CDK12 was excluded due to the inability to establish a stable knockdown line). Among these, six genes (DCTD, SMS, ATP1A1, SLC16A1, ODC1, and PIKfyve) significantly increased LMP and DCD, reinforcing their potential as modulators of lysosomal disruption (Figure 2B–D). Apilimod, a selective PIKfyve inhibitor, showed the strongest enhancement of OBI-induced DCD with minimal cytotoxicity alone (Figure 2E and F). Additionally, Apilimod dose-dependently enhanced DCD induced by OBI and RTX, indicating that PIKfyve inhibition broadly amplifies anti-CD20-mediated cytotoxicity (Figure 2G–J). Further, Umbralisib (a PI3Kδ inhibitor) enhanced OBI-induced cytotoxicity, whereas Acalabrutinib (a BTK inhibitor) had no effect, suggesting that the PI3K pathway, including PIKfyve, contributes to OBI efficacy (Figure S4).

Given that PIKfyve regulates lysosomal membrane integrity,5 we investigated whether its inhibition affects lysosomal function and DCD. Apilimod, disrupts lysosomal fission and induces persistent lysosomal hypertrophy.5 Notably, the extend of OBI-induced cell death amplified by Apilimod was disproportionately greater than the increase in LMP. This pattern contrasts with the response to L-Leucyl-L-Leucine methyl ester (LLOMe), where high concentrations induced both LMP and DCD, while low concentrations triggered substantial LMP with minimal DCD (Figure 3A), likely due to activation of lysosomal membrane repair mechanisms.6 These findings suggest that OBI-induced LMP – particularly when enhanced by Apilimod – may exceed the threshold of damage that is reparable, resulting in irreversible lysosome-dependent cell death. The synergistic increase in OBI-induced LMP and DCD by Apilimod was consistently observed across multiple B-cell lymphoma cell lines, including Raji, Ramos, and Jiyoye (Figure 3A–C). To further validate LMP as the underlying mechanism, we assessed cathepsin B release as a marker of lysosomal disruption. We observed a marked increase in cytosolic cathepsin signal in cells co-treated with OBI and Apilimod compared to OBI alone (Figure 3D and E), providing direct evidence of LMP-associated protease release.

To explore the mechanisms underlying this effect, we assessed lysosomal trafficking and signalling pathways. BAY-1797, a P2X4 receptor inhibitor, significantly reduced Apilimod-enhanced DCD, suggesting that endosomal-lysosomal trafficking is essential for this process (Figure 3F). Furthermore, OSI-027, a dual mTORC1/2 inhibitor,7 completely abrogated Apilimod's effect, whereas Rapamycin had no significant impact (Figure 3G and H), our results suggest that mTORC2, rather than mTORC1, may be involved in the regulation of lysosomal homeostasis during cytotoxic stress caused by OBI. Confocal imaging confirmed that Apilimod-induced lysosomal enlargement was evident in all conditions except BAY-1797 treatment, and only OSI-027 reduced lysosome intensity in imaging (Figure 3I). These findings indicate that PIKfyve inhibition by Apilimod perturbs lysosomal homeostasis, and suggest that mTOR2 signalling and lysosomal trafficking may contribute to regulating OBI-induced cytotoxicity.

Our study identifies PIKfyve as a critical regulator of OBI-induced LMP and DCD, providing mechanistic insights into how lysosomal integrity governs B-cell lymphoma sensitivity to anti-CD20 therapy. The discovery that PIKfyve inhibition potentiates OBI cytotoxicity highlights its potential as a co-therapeutic target for lymphoma treatment. Notably, Apilimod not only enhanced OBI-induced DCD but also potentiated RTX-induced cytotoxicity, suggesting a broader role for PIKfyve inhibition in anti-CD20 monoclonal antibody therapy. The mechanistic link between PIKfyve inhibition and lysosomal dysfunction7 suggests that disrupting lysosomal integrity may be a novel strategy to enhance lymphoma therapy. Currently, PIKfyve inhibitors such as Apilimod are in clinical trials for B-cell malignancies.8 The results of this study may support further preclinical and clinical evaluation of Apilimod in combination with anti-CD20 therapies.

More precise genetic and pharmacologic analyses are needed to dissect the exact contribution of each mTOR complex to the increased OBI-induced cell death. However, the increase in OBI-induced cell death by Apilimod, which is not inhibited by rapamycin but is inhibited by OSI-027 in this study, suggests that mTORC2 rather than mTORC1 may be involved in the regulation of lysosomal homeostasis during LMP stress. However, the increase in OBI-induced apoptosis by apilimod, which is not inhibited by rapamycin but is inhibited by OSI-027, in this study suggests that mTORC2 rather than mTORC1 may be involved in the regulation of lysosomal homeostasis during LMP stress in this process. Recent studies have shown that mTORC2 prevents membrane stress-induced apoptosis by regulating lipid composition and membrane tension.9 Given that PIKfyve inhibition causes lysosomal swelling and destabilisation,10 the fact that OSI-027 inhibits OBI cell death enhanced by apilimod suggests that mTORC2 may play a potential role in maintaining lysosomal integrity under stress conditions.

Future studies should explore whether PIKfyve inhibition enhances anti-CD20 efficacy across diverse B-cell lymphoma subtypes, including diffuse large B-cell lymphoma (DLBCL). Additionally, the long-term impact of lysosomal destabilisation on lymphoma progression and immune responses warrants further investigation.

Our study establishes PIKfyve inhibition as a potent enhancer of OBI-induced DCD, uncovering lysosomal dynamics and potential involvement of mTORC2 in this process. These findings provide a strong mechanistic basis for rational combination therapies in B-cell malignancies, with implications for improving antibody-based cancer treatments

YK performed and analysed most of the iCas9 screening experiments, which reveal Apilimod as an OBI combination drug. JO performed both LMP and DCD-related experiments with various lysosome-regulating drugs. JRK helped the experiment using CLL cell from patient. JYK organised and supervised the whole project. YK helped and reproduced Lysotracker assays, DL supervised sgRNA library screening strategy as well as many technical processes. YK, DL, JO and JYK wrote the manuscript.

All authors have declared that no competing interest exists.

This work was supported by grants from the National Research Foundation of Korea, Project Nos. NRF-2019R1A2C1086348 and RS-2023-00220853 to J.Y.K. This work was also supported by a faculty research grant from the Yonsei University College of Medicine (6-2022-0044) for J. Y K. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

The study protocol involving human samples was approved by the Yonsei University Institutional Review Board (IRB No. 4-2022-0471), and informed consent was obtained from all participants in accordance with the Declaration of Helsinki.

Patient-derived PBMC samples were isolated with approval of Yonsei University Institutional Review Committee after obtaining informed consent, under IRP procedure (#4-2022-0471).

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来源期刊
CiteScore
15.90
自引率
1.90%
发文量
450
审稿时长
4 weeks
期刊介绍: Clinical and Translational Medicine (CTM) is an international, peer-reviewed, open-access journal dedicated to accelerating the translation of preclinical research into clinical applications and fostering communication between basic and clinical scientists. It highlights the clinical potential and application of various fields including biotechnologies, biomaterials, bioengineering, biomarkers, molecular medicine, omics science, bioinformatics, immunology, molecular imaging, drug discovery, regulation, and health policy. With a focus on the bench-to-bedside approach, CTM prioritizes studies and clinical observations that generate hypotheses relevant to patients and diseases, guiding investigations in cellular and molecular medicine. The journal encourages submissions from clinicians, researchers, policymakers, and industry professionals.
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