CN111910007A - Use of RNF43 gene variation in predicting sensitivity of solid tumor patients to immune checkpoint inhibitor therapy - Google Patents
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Abstract
本发明涉及临床分子诊断学领域,具体而言,涉及一种RNF43基因变异在预测实体瘤患者对免疫检查点抑制剂疗法敏感性中的应用。本发明中筛选RNF43基因变异作为预测实体瘤患者中对免疫检查点抑制剂疗法敏感的群体的生物标志物,相对于其他基因组合的共突变而言,预测结果更精准;且本发明中采用的RNF43基因变异在实际应用中可以作为独立预测风险因素,提高检测效率。
The invention relates to the field of clinical molecular diagnostics, in particular, to the application of an RNF43 gene mutation in predicting the sensitivity of solid tumor patients to immune checkpoint inhibitor therapy. In the present invention, the RNF43 gene mutation is screened as a biomarker for predicting the group sensitive to immune checkpoint inhibitor therapy in solid tumor patients, and the prediction result is more accurate compared to the co-mutation of other gene combinations; The RNF43 gene variant can be used as an independent predictive risk factor in practical applications and improve the detection efficiency.
Description
技术领域technical field
本发明涉及临床分子诊断学领域,具体而言,涉及一种RNF43基因变异在预测实体瘤患者对免疫检查点抑制剂疗法敏感性中的应用。The invention relates to the field of clinical molecular diagnostics, in particular, to the application of an RNF43 gene mutation in predicting the sensitivity of solid tumor patients to immune checkpoint inhibitor therapy.
背景技术Background technique
肿瘤免疫治疗现已发展得如火如荼,其中免疫检查点抑制剂(抗PD-1/PD-L1抑制剂)更是近年肿瘤治疗领域的“明星”药物,已进入非小细胞肺癌、黑色素瘤以及肾癌等实体瘤的一线治疗。但是我们也要看到虽然免疫检查点抑制剂效果不错,但整体ORR依然只有20%左右,所以如何精准筛选获益人群成为临床医生迫切需要解决的问题。Tumor immunotherapy is now in full swing, among which immune checkpoint inhibitors (anti-PD-1/PD-L1 inhibitors) are the "star" drugs in the field of tumor treatment in recent years, and have entered non-small cell lung cancer, melanoma and kidney cancer. First-line treatment of solid tumors such as cancer. However, we must also see that although immune checkpoint inhibitors are effective, the overall ORR is still only about 20%, so how to accurately screen the beneficiaries has become an urgent problem for clinicians to solve.
PD-L1,TMB(肿瘤突变负荷,tumor mutational burden)以及MSI(微卫星不稳定,microsatellite instability)是三个获得FDA认可或NCCN指南推荐的免疫治疗生物标志物(biomarker),但是这三个生物标志物各有优缺点。PD-L1作为免疫治疗biomarker应用最为广泛,PD-L1 IHC检测也被FDA获准作为Pembrolizumab一线用药的伴随诊断。但是,多个临床试验结果显示PD-L1表达对免疫治疗疗效的预测能力并不一致,部分PD-L1阴性患者依然能从免疫治疗获益,且持续缓解时间并不逊于PD-L1阳性患者;TMB同样是非小细胞肺癌NCCN指南推荐的免疫治疗biomarker,但是鉴于不同公司或实验室对于TMB算法的不同,TMB阈值难以建立共识;MSI已经作为肿瘤关键biomarker让FDA同意基于MSI状态,而不是组织病理类型,进行用药治疗,但是肿瘤中MSI-H比例太低,临床推广有一定局限性。最重要的一点就是现有研究(纳入11348例实体瘤)发现,PD-L1阳性、TMB高表达以及MSI-H三者重叠率仅为0.6%,提示任一biomarker单用都会遗漏很多潜在免疫治疗获益人群。所以需要进一步探索免疫治疗biomarker。PD-L1, TMB (tumor mutational burden) and MSI (microsatellite instability) are three immunotherapy biomarkers approved by FDA or recommended by NCCN guidelines, but these three biological Each marker has advantages and disadvantages. PD-L1 is the most widely used immunotherapy biomarker, and PD-L1 IHC detection has also been approved by the FDA as a companion diagnostic for first-line Pembrolizumab. However, the results of multiple clinical trials have shown that the predictive ability of PD-L1 expression on the efficacy of immunotherapy is inconsistent, and some PD-L1-negative patients can still benefit from immunotherapy, and the duration of remission is not inferior to that of PD-L1-positive patients; TMB It is also the immunotherapy biomarker recommended by the NCCN guidelines for non-small cell lung cancer, but due to the different TMB algorithms of different companies or laboratories, it is difficult to establish a consensus on the TMB threshold; MSI has been used as a key tumor biomarker for FDA to agree to be based on MSI status, not histopathological type However, the proportion of MSI-H in tumors is too low, and clinical promotion has certain limitations. The most important point is that the existing study (including 11,348 solid tumors) found that the overlap rate of PD-L1 positive, TMB high expression and MSI-H was only 0.6%, suggesting that any biomarker alone will miss many potential immunotherapy. beneficiaries. Therefore, it is necessary to further explore immunotherapy biomarkers.
随着二代测序在肿瘤精准治疗中的开展日益广泛,特定基因的体细胞突变被发现可能影响肿瘤免疫功能或对免疫治疗的响应,即提示特定体细胞突变可能是潜在的免疫治疗预测因子。EGFR突变和ALK重排是ICI免疫治疗不良预后的潜在预测因子。一项回顾性分析发现,这些患者中只有3.6%对ICI免疫治疗有反应,而EGFR野生型和ALK阴性或未知患者的反应率为23.3%。对包括使用PD-(L)1抑制剂治疗的3025名晚期NSCLC患者的5项试验进行的荟萃分析发现,在EGFR突变的患者中,与多西他赛相比,总体生存率没有改善。EGFR突变或ALK重排的肺癌显示较低的PD-L1和CD8+T细胞浸润,这可能是ICI免疫治疗反应不佳的原因。除了EGFR和ALK的改变TP53和KRAS的协同突变以及同源重组修复和错配修复(HRR-MMR)或HRR和碱基切除修复(HRR-BER)的DNA损伤反应(DDR)通路中的协同突变被认为是ICI免疫治疗疗效较好的正向预测因子,而KRAS和STK11的协同突变与ICI免疫治疗不良预后有关。但是以上这些基因突变作为biomarker依然不能覆盖所有潜在免疫治疗获益人群。PD-L1检测由于不同抗PD-(L)1药物都有各自对应的PD-(L)1检测抗体和平台,导致缺乏统一的标准;另外PD-L1的表达具有动态变化的特点,导致PD-L1表达与免疫治疗效果之间的关系仍有一些争议;另一方面,虽然大量随机对照研究和大样本真实世界研究都已证实TMB与免疫疗效之间的相关性,但是TMB依然只能反映肿瘤突变数量,而不能提示肿瘤微环境的状态,且TMB检测对技术平台要求较高,工作周期较长,成本较高都制约其临床应用。因此,本领域仍然需要更高效、更准确地鉴定适用于免疫检查点抑制剂治疗的实体瘤患者的方法和工具。With the increasingly widespread use of next-generation sequencing in precision tumor therapy, somatic mutations in specific genes have been found to affect tumor immune function or response to immunotherapy, suggesting that specific somatic mutations may be potential predictors of immunotherapy. EGFR mutations and ALK rearrangements are potential predictors of poor prognosis in ICI immunotherapy. A retrospective analysis found that only 3.6% of these patients responded to ICI immunotherapy, compared with 23.3% of EGFR wild-type and ALK-negative or unknown patients. A meta-analysis of 5 trials including 3025 patients with advanced NSCLC treated with PD-(L)1 inhibitors found no improvement in overall survival compared with docetaxel in patients with EGFR mutations. Lung cancers with EGFR mutations or ALK rearrangements showed lower PD-L1 and CD8+ T cell infiltration, which may account for the poor response to ICI immunotherapy. In addition to alterations in EGFR and ALK, cooperative mutations in TP53 and KRAS and in the DNA damage response (DDR) pathways of homologous recombination repair and mismatch repair (HRR-MMR) or HRR and base excision repair (HRR-BER) It is considered to be a positive predictor of better efficacy of ICI immunotherapy, and synergistic mutations of KRAS and STK11 are associated with poor prognosis of ICI immunotherapy. However, these gene mutations as biomarkers still cannot cover all potential immunotherapy benefit populations. Since different anti-PD-(L)1 drugs have their own PD-(L)1 detection antibodies and platforms, there is no unified standard for PD-L1 detection; in addition, the expression of PD-L1 has the characteristics of dynamic changes, which leads to PD-(L)1 detection. -The relationship between L1 expression and immunotherapy efficacy is still somewhat controversial; on the other hand, although a large number of randomized controlled studies and large sample real-world studies have confirmed the correlation between TMB and immune efficacy, TMB still only reflects The number of tumor mutations can not indicate the state of the tumor microenvironment, and TMB detection has higher requirements on the technical platform, longer working cycle, and higher cost, which restrict its clinical application. Therefore, there remains a need in the art for methods and tools to more efficiently and accurately identify patients with solid tumors suitable for treatment with immune checkpoint inhibitors.
发明内容SUMMARY OF THE INVENTION
本发明涉及使用RNF43基因变异作为生物标志物来预测癌症患者对免疫检查点抑制剂疗法的敏感性。The present invention relates to the use of RNF43 gene variants as biomarkers to predict the sensitivity of cancer patients to immune checkpoint inhibitor therapy.
具体的,本发明涉及RNF43基因变异的检测剂在制备用于预测实体瘤患者对免疫检查点抑制剂疗法敏感性的试剂盒中的应用,其中RNF43基因变异的存在是所述实体瘤患者对免疫检查点抑制剂疗法敏感的指征;Specifically, the present invention relates to the application of a RNF43 gene mutation detection agent in the preparation of a kit for predicting the sensitivity of solid tumor patients to immune checkpoint inhibitor therapy. Indications of susceptibility to checkpoint inhibitor therapy;
所述实体瘤选自骨肉瘤、结直肠癌、宫颈癌、食管癌、胃肠道神经内分泌肿瘤、头颈癌、肝癌、非小细胞肺癌、卵巢癌、胰腺癌、肾癌、小肠癌、小细胞肺癌、软组织肉瘤、胃癌、胸腺肿瘤、甲状腺癌、尿路上皮癌中的一种或多种。The solid tumor is selected from the group consisting of osteosarcoma, colorectal cancer, cervical cancer, esophageal cancer, gastrointestinal neuroendocrine tumor, head and neck cancer, liver cancer, non-small cell lung cancer, ovarian cancer, pancreatic cancer, kidney cancer, small bowel cancer, small cell cancer One or more of lung cancer, soft tissue sarcoma, gastric cancer, thymic tumor, thyroid cancer, urothelial cancer.
根据本发明的再一方面,本发明还涉及RNF43基因变异的检测剂在制备用于预测实体瘤患者肿瘤突变负荷程度的试剂盒中的应用,其中RNF43基因变异的存在是高肿瘤突变负荷的指征;According to yet another aspect of the present invention, the present invention also relates to the use of a RNF43 gene mutation detection agent in the preparation of a kit for predicting the degree of tumor mutation burden in patients with solid tumors, wherein the presence of RNF43 gene mutation is an indicator of high tumor mutation burden sign;
所述实体瘤选自骨肉瘤、结直肠癌、宫颈癌、食管癌、胃肠道神经内分泌肿瘤、头颈癌、肝癌、非小细胞肺癌、卵巢癌、胰腺癌、肾癌、小肠癌、小细胞肺癌、软组织肉瘤、胃癌、胸腺肿瘤、甲状腺癌、尿路上皮癌中的一种或多种。The solid tumor is selected from the group consisting of osteosarcoma, colorectal cancer, cervical cancer, esophageal cancer, gastrointestinal neuroendocrine tumor, head and neck cancer, liver cancer, non-small cell lung cancer, ovarian cancer, pancreatic cancer, kidney cancer, small bowel cancer, small cell cancer One or more of lung cancer, soft tissue sarcoma, gastric cancer, thymic tumor, thyroid cancer, urothelial cancer.
本发明的有益效果为:The beneficial effects of the present invention are:
本发明中筛选RNF43基因变异作为预测特定实体瘤患者中对免疫检查点抑制剂疗法敏感的群体的生物标志物,相对于其他基因组合的共突变而言,预测结果更精准;且本发明中采用的RNF43基因变异在实际应用中可以作为独立预测风险因素,提高检测效率。该方法有利于简化检测内容,降低患者检测成本,加快检测报告出具时间,且相比PD-L1免疫组化方法需要人工判读免疫组化片子以及TMB需要人为确定阈值这两点来说,且基因突变状态的检测更为可靠。In the present invention, the RNF43 gene mutation is screened as a biomarker for predicting a group sensitive to immune checkpoint inhibitor therapy in a specific solid tumor patient. Compared with co-mutation of other gene combinations, the prediction result is more accurate; and the present invention adopts The RNF43 gene variant can be used as an independent predictor of risk factors in practical applications to improve detection efficiency. This method is conducive to simplifying the test content, reducing the cost of patient testing, and speeding up the issuance of test reports. Compared with the PD-L1 immunohistochemical method, which requires manual interpretation of immunohistochemical films and TMB requires manual determination of the threshold, and the gene Detection of mutation status is more reliable.
附图说明Description of drawings
为了更清楚地说明本发明具体实施方式或现有技术中的技术方案,下面将对具体实施方式或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图是本发明的一些实施方式,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the specific embodiments of the present invention or the technical solutions in the prior art, the following briefly introduces the accompanying drawings required in the description of the specific embodiments or the prior art. Obviously, the accompanying drawings in the following description The drawings are some embodiments of the present invention. For those of ordinary skill in the art, other drawings can also be obtained from these drawings without creative efforts.
图1为本发明一个实施例中10010例实体瘤患者的比例分布。Figure 1 shows the proportion distribution of 10,010 solid tumor patients in an embodiment of the present invention.
图2为本发明一个实施例中RNF43在10010例不同实体瘤患者中突变频率分布。Figure 2 shows the mutation frequency distribution of RNF43 in 10,010 patients with different solid tumors in an embodiment of the present invention.
图3为本发明一个实施例中RNF43基因变异与野生型患者肿瘤突变负荷(TMB)的比较。Figure 3 is a comparison of the RNF43 gene mutation and the tumor mutational burden (TMB) of wild-type patients in an embodiment of the present invention.
图4为本发明一个实施例中不同变异形式变异在实体瘤患者中的频率。Figure 4 shows the frequencies of different variants in solid tumor patients according to an embodiment of the present invention.
图5为本发明一个实施例中RNF43突变位点分析。Figure 5 is the analysis of RNF43 mutation sites in one embodiment of the present invention.
图6为本发明一个实施例中RNF43基因变异与野生型患者接受免疫检查点抑制剂的免疫疗法比较。FIG. 6 is a comparison of immunotherapy of RNF43 gene mutation and wild-type patients receiving immune checkpoint inhibitor according to an embodiment of the present invention.
图7为BRCA1基因变异与野生型患者接受免疫检查点抑制剂的免疫疗法比较。Figure 7 is a comparison of immunotherapy with BRCA1 gene variant and wild-type patients receiving immune checkpoint inhibitors.
图8为IRS1基因变异与野生型患者接受免疫检查点抑制剂的免疫疗法比较。Figure 8 is a comparison of IRS1 gene variant and wild-type patients receiving immune checkpoint inhibitor immunotherapy.
图9为NCOR1基因变异与野生型患者接受免疫检查点抑制剂的免疫疗法比较。Figure 9 is a comparison of NCOR1 gene variant and wild-type patients receiving immune checkpoint inhibitor immunotherapy.
图10为RAD54L基因变异与野生型患者接受免疫检查点抑制剂的免疫疗法比较。Figure 10 is a comparison of immunotherapy with RAD54L gene variant and wild-type patients receiving immune checkpoint inhibitors.
图11为本发明一个实施例中Cox多因素回归分析与使用免疫检查点抑制剂的免疫疗法疗效相关的独立风险因素。Figure 11 is a Cox multivariate regression analysis of independent risk factors associated with the efficacy of immunotherapy using immune checkpoint inhibitors in one embodiment of the present invention.
图12为本发明一个实施例中胃食管肿瘤患者中RNF43突变的患者接受免疫治疗后的生存率与RNF43野生型患者的生存率比较。FIG. 12 is a comparison of the survival rate of patients with RNF43 mutation in gastroesophageal tumor patients after receiving immunotherapy and the survival rate of RNF43 wild-type patients in an embodiment of the present invention.
图13为本发明一个实施例中黑色素瘤患者RNF43突变的患者接受免疫治疗后的生存率与RNF43野生型患者的生存率比较。Figure 13 is a comparison of the survival rate of melanoma patients with RNF43 mutation after receiving immunotherapy and the survival rate of RNF43 wild-type patients according to an embodiment of the present invention.
图14为本发明一个实施例中在全实体瘤患者人群中,删除原发灶不明肿瘤、黑色素瘤和乳腺癌后的患者中BRAF突变的患者接受免疫治疗后的生存率与BRAF野生型患者的生存率比较。Figure 14 shows the survival rate of patients with BRAF mutations after receiving immunotherapy in patients with unidentified primary tumors, melanoma and breast cancer in the whole solid tumor patient population and the survival rate of BRAF wild-type patients in an embodiment of the present invention Survival comparison.
图15为本发明一个实施例中在全实体瘤患者人群中,删除原发灶不明肿瘤、黑色素瘤和乳腺癌后的患者中BRCA2突变的患者接受免疫治疗后的生存率与BRCA2野生型患者的生存率比较。Figure 15 shows the survival rate of patients with BRCA2 mutations after receiving immunotherapy and the survival rate of BRCA2 wild-type patients in patients with unidentified primary tumors, melanoma and breast cancer in the whole solid tumor patient population according to an embodiment of the present invention Survival comparison.
具体实施方式Detailed ways
现将详细地提供本发明实施方式的参考,其一个或多个实例描述于下文。提供每一实例作为解释而非限制本发明。实际上,对本领域技术人员而言,显而易见的是,可以对本发明进行多种修改和变化而不背离本发明的范围或精神。例如,作为一个实施方式的部分而说明或描述的特征可以用于另一实施方式中,来产生更进一步的实施方式。Reference will now be made in detail to embodiments of the invention, one or more examples of which are described below. Each example is provided by way of illustration and not limitation of the invention. In fact, it will be apparent to those skilled in the art that various modifications and variations can be made in the present invention without departing from the scope or spirit of the invention. For example, features illustrated or described as part of one embodiment can be used in another embodiment to yield a still further embodiment.
因此,旨在本发明覆盖落入所附权利要求的范围及其等同范围中的此类修改和变化。本发明的其它对象、特征和方面公开于以下详细描述中或从中是显而易见的。本领域普通技术人员应理解本讨论仅是示例性实施方式的描述,而非意在限制本发明更广阔的方面。Therefore, it is intended that this invention covers such modifications and changes as fall within the scope of the appended claims and their equivalents. Other objects, features and aspects of the present invention are disclosed in or will be apparent from the following detailed description. It should be understood by those of ordinary skill in the art that this discussion is a description of exemplary embodiments only, and is not intended to limit the broader aspects of the invention.
本发明涉及RNF43基因变异的检测剂在制备用于预测实体瘤患者对免疫检查点抑制剂疗法敏感性的试剂盒中的应用,其中RNF43基因变异的存在是所述实体瘤患者对免疫检查点抑制剂疗法敏感的指征;The present invention relates to the application of a detection agent for RNF43 gene mutation in the preparation of a kit for predicting the sensitivity of solid tumor patients to immune checkpoint inhibitor therapy, wherein the existence of RNF43 gene mutation is the result of immune checkpoint inhibition in the solid tumor patient Indications of drug sensitivity;
所述实体瘤患者所罹患的肿瘤选自骨肉瘤、结直肠癌、宫颈癌、食管癌、胃肠道神经内分泌肿瘤、头颈癌、肝癌、非小细胞肺癌、卵巢癌、胰腺癌、肾癌、小肠癌、小细胞肺癌、软组织肉瘤、胃癌、胸腺肿瘤、甲状腺癌、尿路上皮癌中的一种或多种。The tumor suffered by the solid tumor patient is selected from osteosarcoma, colorectal cancer, cervical cancer, esophageal cancer, gastrointestinal neuroendocrine tumor, head and neck cancer, liver cancer, non-small cell lung cancer, ovarian cancer, pancreatic cancer, kidney cancer, One or more of small bowel cancer, small cell lung cancer, soft tissue sarcoma, gastric cancer, thymic tumor, thyroid cancer, and urothelial cancer.
根据本发明的再一方面,本发明还涉及RNF43基因变异的检测剂在制备用于预测实体瘤患者肿瘤突变负荷程度的试剂盒中的应用,其中RNF43基因变异的存在是高肿瘤突变负荷的指征;According to yet another aspect of the present invention, the present invention also relates to the use of a RNF43 gene mutation detection agent in the preparation of a kit for predicting the degree of tumor mutation burden in patients with solid tumors, wherein the presence of RNF43 gene mutation is an indicator of high tumor mutation burden sign;
所述实体瘤患者所罹患的肿瘤选自骨肉瘤、结直肠癌、宫颈癌、食管癌、胃肠道神经内分泌肿瘤、头颈癌、肝癌、非小细胞肺癌、卵巢癌、胰腺癌、肾癌、小肠癌、小细胞肺癌、软组织肉瘤、胃癌、胸腺肿瘤、甲状腺癌、尿路上皮癌中的一种或多种。The tumor suffered by the solid tumor patient is selected from osteosarcoma, colorectal cancer, cervical cancer, esophageal cancer, gastrointestinal neuroendocrine tumor, head and neck cancer, liver cancer, non-small cell lung cancer, ovarian cancer, pancreatic cancer, kidney cancer, One or more of small bowel cancer, small cell lung cancer, soft tissue sarcoma, gastric cancer, thymic tumor, thyroid cancer, and urothelial cancer.
如本文所用,术语“免疫检查点”是指免疫系统中存在的一些抑制性信号通路。机体在正常情况下,免疫检查点可以通过调节自身免疫反应的强度来维持免疫耐受,然而机体在受到肿瘤侵袭时,免疫检查点的激活会抑制自身免疫,有利于肿瘤细胞的生长和逃逸。通过使用免疫检查点抑制剂,可以恢复机体正常的抗肿瘤免疫反应,从而控制和清除肿瘤。As used herein, the term "immune checkpoint" refers to some inhibitory signaling pathways present in the immune system. Under normal circumstances, immune checkpoints can maintain immune tolerance by regulating the intensity of autoimmune responses. However, when the body is invaded by tumors, the activation of immune checkpoints will inhibit autoimmunity and facilitate the growth and escape of tumor cells. Through the use of immune checkpoint inhibitors, the body's normal anti-tumor immune response can be restored to control and eliminate tumors.
本发明所述免疫检查点包括但不限于程序性死亡受体1(PD1)、PD-L1、细胞毒性T淋巴细胞相关抗原4(CTLA-4);也包括一些新发现的免疫检查点例如淋巴细胞活化基因3(LAG3)、CD160、T细胞免疫球蛋白和粘蛋白-3(TIM-3)、T细胞活化的V结构域免疫球蛋白抑制剂(VISTA)、腺苷A2a受体(A2aR)等等。The immune checkpoints described in the present invention include but are not limited to programmed death receptor 1 (PD1), PD-L1, cytotoxic T lymphocyte-associated antigen 4 (CTLA-4); also include some newly discovered immune checkpoints such as lymphocytes Cell activation gene 3 (LAG3), CD160, T cell immunoglobulin and mucin-3 (TIM-3), V domain immunoglobulin inhibitor of T cell activation (VISTA), adenosine A2a receptor (A2aR) and many more.
优选的免疫检查点抑制剂为PD1抑制剂和/或PD-L1抑制剂。Preferred immune checkpoint inhibitors are PD1 inhibitors and/or PD-L1 inhibitors.
所述PD1抑制剂进一步可以选择为Nivolumab (OPDIVO; BMS-936558)、Pembrolizumab (MK-3475)、Jembrolizumab、lambrolizumab、Pidilizumab(CT-011)特瑞普利单抗(JS001)以及Ipilimumab中的一种或多种。The PD1 inhibitor can further be selected as one of Nivolumab (OPDIVO; BMS-936558), Pembrolizumab (MK-3475), Jembrolizumab, lambrolizumab, Pidilizumab (CT-011), Toripalizumab (JS001) and Ipilimumab or more.
所述PD-L1抑制剂进一步可以选择为Atezolizumab(MPDL3280A)、JS003、Durvalumab、Avelumab、BMS-936559、MEDI4736以及 MSB0010718C中的一种或多种。The PD-L1 inhibitor can further be selected as one or more of Atezolizumab (MPDL3280A), JS003, Durvalumab, Avelumab, BMS-936559, MEDI4736 and MSB0010718C.
术语“突变负荷”、“突变负荷”、“突变负荷(mutation burden)”和“突变负荷(mutational burden)”在本文中可互换使用。在肿瘤的背景下,突变负荷在本文中又称为“肿瘤突变负荷”、“肿瘤突变负荷”或“TMB”。The terms "mutation burden", "mutation burden", "mutation burden" and "mutational burden" are used interchangeably herein. In the context of tumors, mutational burden is also referred to herein as "tumor mutational burden," "tumor mutational burden," or "TMB."
在本发明中,基因变异可以包括点突变(point mutation)和片段突变(fragmentmutation);点突变可以是单核苷酸多态性(SNP)、碱基取代,单碱基插入或碱基缺失,或沉默突变(例如,同义突变);片段突变可以是插入突变,截短突变或者基因重排突变。In the present invention, gene variation may include point mutation and fragment mutation; point mutation may be single nucleotide polymorphism (SNP), base substitution, single base insertion or base deletion, or silent mutations (eg, synonymous mutations); fragment mutations can be insertion mutations, truncation mutations or gene rearrangement mutations.
在一些实施方案中,所述基因变异包括融合/重排突变、插入/缺失和截短突变中的至少一种。In some embodiments, the genetic variation includes at least one of fusion/rearrangement mutations, insertion/deletions, and truncation mutations.
在一些实施方案中,所述突变位于RNF43基因(Gene ID: 54894 NM_017763)的904-3255位核苷酸。In some embodiments, the mutation is located at nucleotides 904-3255 of the RNF43 gene (Gene ID: 54894 NM_017763).
在一些实施方式中,所述实体瘤为临床分期为III期和/或IV的实体瘤。In some embodiments, the solid tumor is a clinical stage III and/or IV solid tumor.
III期:分为IIIA和IIIB期。许多IIIA期和几乎所有IIIB期的肿瘤很难或是根本无法手术切除。例如,肿瘤累及纵膈淋巴结,或肿瘤侵犯肺内邻近结构。还有一种情况,由于各种因素,肿瘤无法一次完整切除,只能分多次取出,这种情况很难彻底清除肿瘤。Stage III: divided into stage IIIA and IIIB. Many stage IIIA and nearly all stage IIIB tumors are difficult or impossible to remove surgically. For example, the tumor involves mediastinal lymph nodes, or the tumor invades adjacent structures in the lung. In another case, due to various factors, the tumor cannot be completely removed at one time, but can only be removed in multiple times. In this case, it is difficult to completely remove the tumor.
IV期:包括:癌细胞转移至对侧肺的多个部位,或肺周围或心脏周围积液,或经血流转移至身体其他部位。癌细胞一旦进入血流,可以转移至身体的任何部位,但更多见的转移部位是脑、骨、肝和肾上腺。Stage IV: Involves: Cancer has metastasized to multiple sites in the contralateral lung, or fluid builds up around the lung or around the heart, or through the bloodstream to other parts of the body. Once in the bloodstream, cancer cells can metastasize to any part of the body, but the more common sites of metastasis are the brain, bone, liver, and adrenal glands.
鉴于RNF43基因为一种能够编码蛋白质的基因,可编码Wnt信号通路中的拮抗蛋白RNF43蛋白,因而其基因的突变通常也会表现在转录水平和反应水平上,本领域技术人员可以从RNA和蛋白水平对其突变进行检测以间接反映其是否发生基因变异,这些都可以应用于本发明。Since the RNF43 gene is a protein-encoding gene, it can encode the antagonistic protein RNF43 protein in the Wnt signaling pathway, so the mutation of the gene is usually expressed at the transcription level and the response level. Those skilled in the art can learn from RNA and protein Detecting its mutation at the level to indirectly reflect whether it has gene mutation, all of which can be applied to the present invention.
在一些实施方式中,所述检测剂于核酸水平进行检测。In some embodiments, the detection agent detects at the nucleic acid level.
核酸水平(DNA或RNA水平)的检测剂可选用本领域技术人员所公知的试剂,例如能够与该DNA或RNA杂交,且标记有荧光标记的核酸(通常为探针或引物)等。并且本领域技术人员也容易想到将mRNA反转录成cDNA后对cDNA进行检测,这些技术手段的常规置换不超出本发明的保护范围。The nucleic acid level (DNA or RNA level) detection reagent can be selected from a reagent known to those skilled in the art, such as a nucleic acid (usually a probe or primer) that can hybridize to the DNA or RNA and is labeled with a fluorescent label. In addition, those skilled in the art can easily imagine that the mRNA is reverse transcribed into cDNA and then the cDNA is detected. The conventional replacement of these technical means does not exceed the protection scope of the present invention.
在一些实施方式中,所述检测剂用于执行以下任一种方法:In some embodiments, the detection agent is used to perform any of the following methods:
聚合酶链反应、变性梯度凝胶电泳、核酸测序法、核酸分型芯片检测、变性高效液相色谱法、原位杂交、生物质谱法以及HRM法。Polymerase chain reaction, denaturing gradient gel electrophoresis, nucleic acid sequencing, nucleic acid typing chip detection, denaturing high performance liquid chromatography, in situ hybridization, biological mass spectrometry and HRM.
在一些实施方式中,所述聚合酶链反应选自限制性片段长度多态性法、单链构象多态性法、Taqman探针法、竞争性等位基因特异性PCR和等位基因特异性PCR。In some embodiments, the polymerase chain reaction is selected from the group consisting of restriction fragment length polymorphism, single-strand conformation polymorphism, Taqman probe, competitive allele-specific PCR, and allele-specific PCR.
在一些实施方式中,所述生物质谱法选自飞行质谱仪检测。In some embodiments, the biological mass spectrometry is selected from mass spectrometry-in-flight detection.
在一些实施方式中,所述核酸测序法选自Snapshot法。In some embodiments, the nucleic acid sequencing method is selected from the Snapshot method.
在本发明的一些实施方式中,所述核酸测序法可以为转录组测序或基因组测序。在本发明另外一些实施方案中,所述核酸测序法是高通量测序,也称作二代测序(“NGS”)。二代测序在并行的测序过程中同时产生数千至数百万条序列。NGS区别于“Sanger测序”(一代测序),后者是基于单个测序反应中的链终止产物的电泳分离。可用本发明的NGS的测序平台是商用可得的,包括但不限于Roche/454 FLX、Illumina/SolexaGenomeAnalyzer和Applied Biosystems SOLID system等。转录组测序也可以通过二代测序平台快速全面地获得某一物种特定细胞或组织在某一状态下的几乎所有的转录本及基因序列,可以用于研究基因表达量、基因功能、结构、可变剪接和新转录本预测等。In some embodiments of the present invention, the nucleic acid sequencing method may be transcriptome sequencing or genome sequencing. In other embodiments of the invention, the nucleic acid sequencing method is high-throughput sequencing, also referred to as next-generation sequencing ("NGS"). Next-generation sequencing generates thousands to millions of sequences simultaneously in parallel sequencing processes. NGS is distinguished from "Sanger sequencing" (first generation sequencing), which is based on the electrophoretic separation of chain termination products in a single sequencing reaction. Sequencing platforms that can use the NGS of the present invention are commercially available, including, but not limited to, Roche/454 FLX, Illumina/SolexaGenomeAnalyzer, and Applied Biosystems SOLID system, among others. Transcriptome sequencing can also quickly and comprehensively obtain almost all transcripts and gene sequences of a specific cell or tissue of a species in a certain state through the next-generation sequencing platform, which can be used to study gene expression, gene function, structure, and availability. Alternative splicing and new transcript prediction, etc.
在一些实施方式中,所述检测剂于蛋白水平进行检测。In some embodiments, the detection agent detects at the protein level.
在一些实施方式中,所述检测剂用于执行以下任一种方法:In some embodiments, the detection agent is used to perform any of the following methods:
生物质谱法、氨基酸测序法、电泳法以及用特异性针对突变位点所设计的抗体进行检测。Biological mass spectrometry, amino acid sequencing, electrophoresis, and detection with antibodies designed specifically for the mutation site.
用特异性针对突变位点所设计的抗体进行检测的方法进一步可以为免疫沉淀、免疫共沉淀、免疫组化、ELISA以及Western Blot等。The detection method using antibodies specifically designed for the mutation site may further include immunoprecipitation, co-immunoprecipitation, immunohistochemistry, ELISA, and Western Blot.
在一些实施方式中,所述试剂盒还包括样品的处理试剂;进一步地,所述样品的处理试剂包括样品裂解试剂、样品纯化试剂以及样品核酸提取试剂中的至少一种。In some embodiments, the kit further includes a sample processing reagent; further, the sample processing reagent includes at least one of a sample lysis reagent, a sample purification reagent, and a sample nucleic acid extraction reagent.
在一些实施方式中,所述样品选自所述实体瘤患者的血液、血清、血浆、脑脊髓液、组织或组织裂解液、细胞培养上清、精液以及唾液样品中的至少一种。In some embodiments, the sample is selected from at least one of blood, serum, plasma, cerebrospinal fluid, tissue or tissue lysate, cell culture supernatant, semen, and saliva samples of the solid tumor patient.
本文使用的“组织或组织裂解液”也可与“裂解物”、“裂解的样品”、 “组织或细胞提取物”等用语通用,表示包含裂解的组织或细胞的样品和/或生物样品材料,即其中组织或细胞的结构完整性已经被破坏。为了释放细胞或组织样品的内容物,通常用酶和/或化学试剂处理所述材料,以溶解、降解或破坏这样的组织或细胞的细胞壁和细胞膜。熟练的技术员非常熟悉用于得到裂解物的适当方法。该过程被术语“裂解”包括,通常该过程需要使用样品裂解试剂和/或样品纯化试剂。As used herein, "tissue or tissue lysate" may also be used generically with the terms "lysate", "lysed sample", "tissue or cell extract", etc. to refer to a sample and/or biological sample material comprising lysed tissue or cells , i.e. where the structural integrity of a tissue or cell has been disrupted. To release the contents of a cell or tissue sample, the material is typically treated with enzymes and/or chemical agents to dissolve, degrade or disrupt the cell walls and membranes of such tissue or cells. The skilled artisan is very familiar with appropriate methods for obtaining lysates. This process is encompassed by the term "lysis" and typically requires the use of sample lysis reagents and/or sample purification reagents.
在一些实施方式中,所述组织为癌组织或癌旁组织。In some embodiments, the tissue is cancerous tissue or paracancerous tissue.
在一些实施方式中,所述组织为原发灶。In some embodiments, the tissue is the primary tumor.
检测样品还可以为血液、血清、血浆,在一些实施方式中它们来自外周血。The test sample can also be blood, serum, plasma, in some embodiments from peripheral blood.
根据本发明的再一方面,本发明还提供了一种用于预测实体瘤患者对免疫检查点抑制剂疗法敏感性的方法,所述方法包括:According to yet another aspect of the present invention, the present invention also provides a method for predicting the sensitivity of patients with solid tumors to immune checkpoint inhibitor therapy, the method comprising:
使用如上所述的检测剂测量RNF43家族基因变异的存在与否。The presence or absence of gene variants in the RNF43 family is measured using the assays described above.
诊断的理想场景是这样的情形,其中单一事件或过程会造成各种疾病,例如,在感染性疾病中。在所有其它情况下,正确的诊断可能非常困难,尤其当疾病的病因学不能完全理解时,如在许多癌症类型的情况下。如熟练的技术人员将明白的,对于给定的多因子病,没有生化标志物的诊断是100%特异性且同100%灵敏度。相反地,可使用生化标志物(例如,RNF43家族基因变异)来以某种可能性或预测值评估例如疾病的存在与否或严重性。因此,在常规的临床诊断中,通常综合考虑各种临床症状和生物学标志物来诊断、治疗和控制潜在的疾病。An ideal scenario for diagnosis is a situation where a single event or process causes various diseases, eg, in infectious diseases. In all other cases, correct diagnosis can be very difficult, especially when the etiology of the disease is not fully understood, as in the case of many cancer types. As the skilled artisan will appreciate, for a given multifactorial disease, diagnosis without biochemical markers is 100% specific and with 100% sensitivity. Conversely, biochemical markers (eg, RNF43 family gene variants) can be used to assess, eg, the presence or severity of a disease with some probability or predictive value. Therefore, in routine clinical diagnosis, various clinical symptoms and biological markers are usually considered comprehensively to diagnose, treat and control the underlying disease.
在一些实施方式中,所述方法用于实体瘤患者在进行免疫检查点抑制剂疗法后的预后评估。In some embodiments, the methods are used for prognostic assessment of patients with solid tumors following immune checkpoint inhibitor therapy.
下面将结合实施例对本发明的实施方案进行详细描述。The embodiments of the present invention will be described in detail below with reference to the examples.
实施例Example
本发明实施例所采用的研究方法如下:The research method adopted in the embodiment of the present invention is as follows:
全面的基因组分析Comprehensive Genome Analysis
研究了来自中国实体瘤患者的FFPE肿瘤样品和配对的外周全血对照样品。所有患者均提供书面知情同意书。在OrigiMed进行靶向捕获的下一代测序(NGS),涉及包含450个癌症相关基因的组合。通过DNA FFPE Tissue Kit和DNA Mini试剂盒(QIAamp)分别从肿瘤含量不低于20%的全部未染色FFPE切片和全血中提取DNA,然后用dsDNA HS测定试剂盒(Qubit)定量。使用KAPA Hyper Prep Kit(KAPA Biosystems)将~250bp超声处理的DNA片段化构建文库,然后进行PCR扩增和定量。使用自定义组合进行杂交捕获,该组和覆盖了2.6Mb的人类基因组,靶向450个癌症相关基因和某些经常重排的内含子。将捕获后的文库混合、变性并稀释至1.5~1.8pM,随后按照制造商的方案在Illumina NextSeq 500上进行配对末端测序。FFPE tumor samples and paired peripheral whole blood control samples from Chinese solid tumor patients were studied. All patients provided written informed consent. Targeted capture next-generation sequencing (NGS) at OrigiMed involving a panel of 450 cancer-related genes. DNA was extracted from whole unstained FFPE sections and whole blood with a tumor content of not less than 20% by DNA FFPE Tissue Kit and DNA Mini Kit (QIAamp), respectively, and then quantified by dsDNA HS Assay Kit (Qubit). Libraries were constructed by fragmenting ~250 bp sonicated DNA using the KAPA Hyper Prep Kit (KAPA Biosystems), followed by PCR amplification and quantification. Hybrid capture was performed using a custom combination covering the 2.6Mb human genome targeting 450 cancer-related genes and certain frequently rearranged introns. The captured libraries were pooled, denatured, and diluted to 1.5–1.8 pM, followed by paired-end sequencing on an
其中样品使用以下三组引物对扩增ACTIN基因来进行质量检测:The samples used the following three sets of primer pairs to amplify the ACTIN gene for quality detection:
i) 5’-CACACTGTGCCCATCTATGAGG-3’和5’-CACGCTCGGTGAGGATCTTC-3’,i) 5'-CACACTGTGCCCATCTATGAGG-3' and 5'-CACGCTCGGTGAGGATCTTC-3',
ii) 5’-CACACTGTGCCCATCTATGAGG-3’和5’-TCGAAGTCCAGGGCAACATAGC-3’,和ii) 5’-CACACTGTGCCCATCTATGAGG-3’ and 5’-TCGAAGTCCAGGGGCAACATAGC-3’, and
iii) 5’-CACACTGTGCCCATCTATGAGG-3’和5’-AAGGCTGGAAGAGCGCCTCGGG-3’,其分别扩增100bp、200bp和300bp的片段。当三组引物均扩增到目的片段时判定组织样品质量合格。iii) 5'-CACACTGTGCCCATCTATGAGG-3' and 5'-AAGGCTGGAAGAGCGCCTCGGG-3', which amplified fragments of 100 bp, 200 bp and 300 bp, respectively. When the three sets of primers all amplified to the target fragment, the quality of the tissue sample was judged to be qualified.
基因组改变分析Genome Alteration Analysis
评估了基因组改变,包括单碱基取代(SNV)、短和长插入缺失、拷贝数变异(CNV)和基因重排和融合。使用Burrows-Wheeler Aligner进行原始读段与人类基因组参考序列(hg19)的比对,然后使用Picard的MarkDuplicates算法进行PCR去重。读取深度小于30x,链偏好性(strand bias)大于10%或VAF <0.5%的变体被移除。定义为来自dbSNP数据库(版本147)的或频率超过外显子组测序项目6500 (ESP6500)的1.5%的或超过1000基因组计划的1.5%的常见单核苷酸多态性(SNP)也被排除在外。Genomic alterations, including single base substitutions (SNVs), short and long indels, copy number variations (CNVs), and gene rearrangements and fusions, were assessed. Alignment of raw reads to the human genome reference sequence (hg19) was performed using the Burrows-Wheeler Aligner, followed by PCR deduplication using Picard's MarkDuplicates algorithm. Variants with read depths less than 30x, strand bias greater than 10% or VAF < 0.5% were removed. Common single nucleotide polymorphisms (SNPs) defined as either from the dbSNP database (version 147) or with a frequency exceeding 1.5% of the Exome Sequencing Project 6500 (ESP6500) or more than 1.5% of the 1000 Genomes Project were also excluded outer.
通过以下标准判断所鉴别的突变是否为真:Whether the identified mutation is true is judged by the following criteria:
(1)对于点突变:(1) For point mutation:
该点突变所在位置的测序覆盖深度>500次;包含该点突变的每个读段质量值>40, 包含该点突变的每个读段上与该点突变相对应的碱基质量值>21;包含有该点突变的读段的条数≥5 条;包含有该点突变的所有读段中正向的读段与反向的读段比例<1/6;和肿瘤组织的变异等位基因频率/对照组织的变异等位基因频率≥20;The depth of sequencing coverage at the location of the point mutation is >500 times; the quality value of each read containing the point mutation is >40, and the quality value of each read containing the point mutation corresponding to the point mutation is >21 ; the number of reads containing the point mutation ≥ 5; the ratio of forward reads to reverse reads in all reads containing the point mutation < 1/6; and variant alleles in tumor tissue Frequency/variant allele frequency in control tissue ≥ 20;
(2)对于插入缺失(indel):(2) For insertion and deletion (indel):
如果插入缺失中连续相同的碱基<5,则该插入缺失所在位置的测序覆盖深度>600 次;包含该插入缺失的每个读段质量值>40;包含该插入缺失的每个读段上与该插入缺失突变相对应的碱基质量值>21;包含有该插入缺失的读段的条数≥5 条;包含有该插入缺失的所有读段中正向的读长与反向的读长比例<1/6;所述肿瘤组织的变异等位基因频率/对照组织的变异等位基因频率≥20;If there are <5 consecutive identical bases in the indel, the depth of sequencing coverage at the position of the indel is >600 times; the quality value of each read containing the indel is >40; on each read containing the indel The base quality value corresponding to the indel mutation is >21; the number of reads containing the indel is greater than or equal to 5; the forward read length and the reverse read length in all the reads containing the indel The ratio is <1/6; the variant allele frequency of the tumor tissue/the variant allele frequency of the control tissue is greater than or equal to 20;
如果插入缺失中连续相同的碱基≥5且<7,则该插入缺失所在位置的测序覆盖深度>60次;包含该插入缺失的每个读段质量值>40;包含该插入缺失的每个读段上与该插入缺失突变相对应的碱基质量值>21;包含有该插入缺失的读段的条数≥5 条;包含有该插入缺失的所有读段中正向的读长与反向的读长比例<1/6;所述肿瘤组织的变异等位基因频率/对照组织的变异等位基因频率>20;且所述肿瘤组织的变异等位基因频率≥10%;If the consecutive identical bases in the indel are ≥5 and <7, the sequencing coverage depth of the indel position is >60 times; the quality value of each read containing the indel is >40; each read containing the indel The base quality value corresponding to the indel mutation on the read is >21; the number of reads containing the indel is ≥ 5; the forward read length and reverse direction in all the reads containing the indel The read length ratio of the tumor tissue is less than 1/6; the variant allele frequency of the tumor tissue/the variant allele frequency of the control tissue is >20; and the variant allele frequency of the tumor tissue is greater than or equal to 10%;
如果插入缺失中连续相同的碱基≥7,则该插入缺失所在位置的测序覆盖深度>60 次;包含该插入缺失的每个读段质量值>40;包含该插入缺失的每个读段上与该插入缺失突变相对应的碱基质量值>21;包含有该插入缺失的读段的条数≥5 条;包含有该插入缺失的所有读段中正向的读长与反向的读长比例<1/6;所述肿瘤组织的变异等位基因频率/对照组织的变异等位基因频率>20;且所述肿瘤组织的变异等位基因频率≥20%。If the indel has ≥7 consecutive identical bases, the depth of sequencing coverage at the indel position is >60 times; the quality value of each read containing the indel is >40; on each read containing the indel The base quality value corresponding to the indel mutation is >21; the number of reads containing the indel is greater than or equal to 5; the forward read length and the reverse read length in all the reads containing the indel The ratio is <1/6; the variant allele frequency of the tumor tissue/the variant allele frequency of the control tissue is >20; and the variant allele frequency of the tumor tissue is ≥20%.
(3)扩增突变(3) Amplification mutation
指基因拷贝数变异的变异类型。扩增就是拷贝数增多的CNV。CNV,即拷贝数变异,一般指长度为1kb到几个Mb基因组大片段的拷贝数复制、缺失。Refers to the type of variation in gene copy number variation. Amplifications are CNVs with increased copy number. CNV, that is, copy number variation, generally refers to the copy number duplication and deletion of large genomic fragments ranging from 1 kb to several Mb in length.
TMB计算TMB calculation
除了基因组改变的常规检测之外,TMB也通过基于NGS的算法确定。通过计数体细胞突变来估计TMB,所述体细胞突变包括所检查的编码区序列的每兆碱基的SNV和插入缺失。排除了dbSNP中的驱动基因突变和已知的种系改变。In addition to routine detection of genomic alterations, TMB is also determined by NGS-based algorithms. TMB was estimated by counting somatic mutations including SNVs and indels per megabase of the coding region sequence examined. Driver mutations and known germline alterations in dbSNPs were excluded.
免疫组化Immunohistochemistry
如前所述进行免疫组织化学(IHC)染色程序。简而言之,进行脱蜡、再水化和靶标回收,然后与针对PD-L1的单克隆抗体(DAKO,克隆22C3和28-8)一起孵育。将载玻片与即用型显色试剂一起孵育,所述显色试剂由二抗分子和与葡聚糖聚合物主链偶联的辣根过氧化物酶(HRP)分子组成。随后加入发色团和增强剂进行的酶促转化导致可见反应产物在抗原位点沉淀。然后将样品用苏木精复染。Immunohistochemical (IHC) staining procedures were performed as previously described. Briefly, deparaffinization, rehydration, and target recovery were performed, followed by incubation with monoclonal antibodies against PD-L1 (DAKO, clones 22C3 and 28-8). The slides were incubated with ready-to-use chromogenic reagents consisting of secondary antibody molecules and horseradish peroxidase (HRP) molecules coupled to the dextran polymer backbone. Subsequent enzymatic conversion with addition of a chromophore and enhancer results in the precipitation of visible reaction products at the antigenic site. The samples were then counterstained with hematoxylin.
公共数据库队列数据获取Public database queue data acquisition
为了进一步验证RNF43变异对于免疫检查点抑制剂治疗的临床预测作用,我们在肿瘤基因组学数据库cBioPortal网站(http://www.cbioportal.org/)中下载了一个纳入1610例实体瘤队列数据,包括患者临床基线资料、免疫检查点抑制剂治疗疗效评估数据以及患者基因组数据。To further validate the clinical predictive role of RNF43 mutations for immune checkpoint inhibitor therapy, we downloaded a cohort of 1610 solid tumors from the tumor genomics database cBioPortal website (http://www.cbioportal.org/), including Patient clinical baseline data, immune checkpoint inhibitor treatment efficacy assessment data, and patient genomic data.
实施例1患者临床特征Example 1 Clinical characteristics of patients
总共有10010名中国实体瘤患者参与了这项研究。患者的主要瘤种分布如图1所示:10010患者中非小细胞肺癌2026例(20.24%),肝癌1120例(11.19%),胃癌858例(8.57%),食管癌590例(5.89%),胆管癌550例(5.49%),软组织肉瘤544例(5.43%),胰腺癌492例(4.92%)(详见图1)。A total of 10,010 Chinese solid tumor patients participated in this study. The distribution of the main tumor types of the patients is shown in Figure 1: among the 10010 patients, 2026 (20.24%) were non-small cell lung cancer, 1120 (11.19%) were liver cancer, 858 (8.57%) were gastric cancer, and 590 (5.89%) were esophageal cancer. , 550 cases (5.49%) of cholangiocarcinoma, 544 cases (5.43%) of soft tissue sarcoma, and 492 cases (4.92%) of pancreatic cancer (see Figure 1 for details).
病人的特征如表1所示。RNF43突变与野生型两组患者的年龄、性别比例没有显著性差异,RNF43基因突变患者诊断时的中位年龄为58岁。RNF43基因突变的样本主要从原发灶采集(p=0.03)。对10100例患者进行TMB检测结果显示整体人群的TMB中位数为4.6 muts/Mb,RNF43基因突变患者TMB显著高于RNF43野生型(10.7 vs. 4.6, p<0.001)。病理分期以III期偏多(12% vs. 25% vs. 31% vs. 24%, p<0.001)。The characteristics of the patients are shown in Table 1. There was no significant difference in age and sex ratio between the two groups of patients with RNF43 mutation and wild type. The median age at diagnosis of RNF43 mutation patients was 58 years old. The samples with RNF43 gene mutation were mainly collected from the primary tumor (p=0.03). The results of TMB detection in 10,100 patients showed that the median TMB of the overall population was 4.6 muts/Mb, and the TMB of patients with RNF43 gene mutation was significantly higher than that of RNF43 wild type (10.7 vs. 4.6, p<0.001). The number of pathological stages was stage III (12% vs. 25% vs. 31% vs. 24%, p<0.001).
表1. 实体瘤患者临床特征Table 1. Clinical characteristics of patients with solid tumors
同时,RNF43突变与特定实体瘤之间的相关性也是相对特异的,经过验证后发现,在1610名实体瘤患者中有118例胃食管肿瘤患者,在胃食管肿瘤患者中RNF43突变的患者接受免疫治疗后的生存率与RNF43野生型患者的生存率差异无统计学意义(p=0.52)(图12);在1610名实体瘤患者中有313例黑色素瘤患者,在黑色素瘤患者RNF43突变的患者接受免疫治疗后的生存率与RNF43野生型患者的生存率差异无统计学意义(p=0.44)(图13)。除了这些瘤种外,表1中其他瘤种患者中RNF43突变的患者接受免疫治疗后的生存率与RNF43野生型患者的生存率差异均具有统计学意义(p<0.05)。At the same time, the correlation between RNF43 mutations and specific solid tumors is also relatively specific. After verification, it was found that 118 patients with gastroesophageal tumors out of 1610 patients with solid tumors, and patients with RNF43 mutations in patients with gastroesophageal tumors received immunization The survival rate after treatment was not significantly different from that of RNF43 wild-type patients (p=0.52) (Fig. 12); among 1610 solid tumor patients, 313 patients with melanoma, and in patients with melanoma patients with RNF43 mutation The survival rate after immunotherapy was not significantly different from that of RNF43 wild-type patients (p=0.44) (Fig. 13). In addition to these tumor types, the survival rates of patients with RNF43 mutations in other tumor types in Table 1 after receiving immunotherapy were significantly different from those of RNF43 wild-type patients (p<0.05).
实施例2 RNF43突变在中国实体瘤人群中的发生频率以及和免疫治疗生物标志物TMB之间的相关性Example 2 Frequency of RNF43 mutation in Chinese solid tumor population and its correlation with immunotherapy biomarker TMB
在10010名中国人群实体瘤患者中有310名患者携带RNF43基因突变,总体突变比例为3.1%。其中结直肠癌(10.2%),胃癌(8.0%),胰腺癌(6.9%),小肠癌(7.0%)和胆管癌(3.6%)的突变比例较高(详见图2)。Among the 10,010 solid tumor patients in the Chinese population, 310 patients carried RNF43 gene mutations, and the overall mutation rate was 3.1%. Among them, colorectal cancer (10.2%), gastric cancer (8.0%), pancreatic cancer (6.9%), small bowel cancer (7.0%) and bile duct cancer (3.6%) had higher mutation rates (see Figure 2 for details).
RNF43突变患者的TMB显著高于RNF43野生型患者(中位TMB:10.7 vs. 4.6, p<0.001)(图3)。The TMB of RNF43 mutant patients was significantly higher than that of RNF43 wild-type patients (median TMB: 10.7 vs. 4.6, p<0.001) (Fig. 3).
RNF43基因主要变异形式的突变频率见图4,变异类型包括13例(0.13%)融合/重排,96例(0.96%)插入/缺失,223例(2.23%)截短变异,另外有13例(0.13%)存在两种或以上变异形式。The mutation frequency of the main variant forms of RNF43 gene is shown in Figure 4. The variant types include 13 cases (0.13%) fusion/rearrangement, 96 cases (0.96%) insertion/deletion, 223 cases (2.23%) truncating variant, and 13 cases (0.13%) with two or more variants.
RNF43突变位点比较分散,没有明显的热点突变区域(图5)。The RNF43 mutation sites were relatively scattered, and there was no obvious hot spot mutation region (Fig. 5).
实施例3 RNF43基因变异作为免疫治疗biomarker的临床数据验证Example 3 Clinical data validation of RNF43 gene mutation as immunotherapy biomarker
为了进一步验证RNF43突变对于免疫检查点抑制剂(ICIs)治疗的预测价值,我们通过下载公共数据库队列信息进行外部验证。下载了Robert M. Samstein等人上传的队列数据,Robert M. Samstein队列纳入了1661(本次研究纳入1610名实体瘤患者)名接受抗PD-(L)1单药治疗或抗PD-(L)1+抗CTLA-4联合治疗方案的实体瘤癌患者,具体患者基线资料可参考文献Samstein RM, Lee C-H, Shoushtari AN et al. Tumor mutational loadpredicts survival after immunotherapy across multiple cancer types. NatureGenetics 2019; 51: 202-206。在全实体瘤患者人群中,删除原发灶不明肿瘤、黑色素瘤和乳腺癌后有1171例患者中,RNF43突变患者有47名(4.0%),RNF43突变的患者接受免疫治疗后的生存率显著高于RNF43野生型患者的生存率(p<0.0001)(图6)。本发明同时选取了众多现有技术中曾报道的与ICIs疗法有关的基因进行验证,但它们突变均与接受免疫疗法后的生存率无关,部分结果如图7~10、14、15所示:在全实体瘤患者人群中,删除原发灶不明肿瘤、黑色素瘤和乳腺癌后有1171例患者中,BRCA1突变患者有39名(3.3%),BRCA1突变的患者接受免疫治疗后的生存率与BRCA1野生型患者的生存率差异无统计学意义(p=0.49)(图7);在全实体瘤患者人群中,删除原发灶不明肿瘤、黑色素瘤和乳腺癌后有1171例患者中,IRS1突变患者有38名(3.2%),IRS1突变的患者接受免疫治疗后的生存率与IRS1野生型患者的生存率差异无统计学意义(p=0.092)(图8);在全实体瘤患者人群中,删除原发灶不明肿瘤、黑色素瘤和乳腺癌后有1171例患者中,NCOR1突变患者有50名(4.3%),NCOR1突变的患者接受免疫治疗后的生存率与NCOR1野生型患者的生存率差异无统计学意义(p=0.19)(图9);在全实体瘤患者人群中,删除原发灶不明肿瘤、黑色素瘤和乳腺癌后有1171例患者中,RAD54L突变患者有10名(0.9%),RAD54L突变的患者接受免疫治疗后的生存率与RAD54L野生型患者的生存率差异无统计学意义(p=0.21)(图10);在全实体瘤患者人群中,删除原发灶不明肿瘤、黑色素瘤和乳腺癌后有1171例患者,在这些患者中BRAF突变的患者接受免疫治疗后的生存率与BRAF野生型患者的生存率差异无统计学意义(p=1)(图14);在全实体瘤患者人群中,删除原发灶不明肿瘤、黑色素瘤和乳腺癌后有1171例患者,在这些患者中BRCA2突变的患者接受免疫治疗后的生存率与BRCA2野生型患者的生存率差异无统计学意义(p=0.085)(图15)。To further validate the predictive value of RNF43 mutations for treatment with immune checkpoint inhibitors (ICIs), we performed external validation by downloading cohort information from public databases. Downloaded cohort data uploaded by Robert M. Samstein et al. The Robert M. Samstein cohort included 1661 (1610 patients with solid tumors in this study) receiving anti-PD-(L)1 monotherapy or anti-PD-(L) )1+ anti-CTLA-4 combination therapy for patients with solid tumor cancer. For the specific patient baseline data, please refer to Samstein RM, Lee C-H, Shoushtari AN et al. Tumor mutational loadpredicts survival after immunotherapy across multiple cancer types. NatureGenetics 2019; 51: 202-206. In the whole solid tumor patient population, 47 (4.0%) of 1171 patients after deletion of unidentified primary tumor, melanoma, and breast cancer were patients with RNF43 mutation, and the survival rate of patients with RNF43 mutation after receiving immunotherapy was significant Higher survival than RNF43 wild-type patients (p<0.0001) (Fig. 6). The present invention also selects many genes related to ICIs therapy reported in the prior art for verification, but their mutations are not related to the survival rate after receiving immunotherapy, and some of the results are shown in Figures 7-10, 14, and 15: In the whole solid tumor patient population, 39 (3.3%) of 1171 patients after deletion of unidentified primary tumor, melanoma and breast cancer were patients with BRCA1 mutation. The survival rate of patients with BRCA1 mutation after receiving immunotherapy was similar to There was no statistically significant difference in survival among BRCA1 wild-type patients (p=0.49) (Fig. 7); in the full solid tumor patient population, among 1171 patients after deletion of tumors of unknown primary, melanoma, and breast cancer, IRS1 There were 38 (3.2%) mutated patients, and the survival rate of patients with IRS1 mutation after receiving immunotherapy was not significantly different from the survival rate of IRS1 wild-type patients (p=0.092) (Figure 8); in the whole solid tumor patient population Among the 1171 patients after deletion of tumors of unknown primary, melanoma and breast cancer, 50 (4.3%) of patients with NCOR1 mutation, the survival rate of patients with NCOR1 mutation after receiving immunotherapy was compared with that of patients with NCOR1 wild type. There was no statistically significant difference in the rate (p=0.19) (Fig. 9); in the whole solid tumor patient population, 10 of the 1171 patients with unidentified primary tumor, melanoma, and breast cancer were deleted (10 patients with RAD54L mutation). 0.9%), the survival rate of patients with RAD54L mutation after receiving immunotherapy was not significantly different from that of RAD54L wild-type patients (p=0.21) (Figure 10); in the whole solid tumor patient population, the primary tumor was deleted Among 1171 patients with unidentified tumors, melanoma, and breast cancer, there was no statistically significant difference in survival after immunotherapy between patients with BRAF mutations and BRAF wild-type patients (p=1) (Fig. 14). ); in the whole solid tumor patient population, 1171 patients after deletion of tumors of unknown primary, melanoma, and breast cancer, in these patients, the survival rate of patients with BRCA2 mutations after receiving immunotherapy was compared with that of patients with BRCA2 wild type The rate difference was not statistically significant (p=0.085) (Figure 15).
Cox多因素分析结果进一步说明RNF43基因变异是免疫治疗预后的独立预测风险因素(RNF43-MUT vs. RNF43-WT, HR: 0.24, 95%CI: 0.12-0.49, p<0.001)(图11)。The results of Cox multivariate analysis further indicated that the RNF43 gene variant was an independent predictive risk factor for the prognosis of immunotherapy (RNF43-MUT vs. RNF43-WT, HR: 0.24, 95%CI: 0.12-0.49, p<0.001) (Figure 11).
以上所述实施例的各技术特征可以进行任意的组合,为使描述简洁,未对上述实施例中的各个技术特征所有可能的组合都进行描述,然而,只要这些技术特征的组合不存在矛盾,都应当认为是本说明书记载的范围。The technical features of the above-described embodiments can be combined arbitrarily. For the sake of brevity, all possible combinations of the technical features in the above-described embodiments are not described. However, as long as there is no contradiction between the combinations of these technical features, All should be regarded as the scope described in this specification.
以上所述实施例仅表达了本发明的几种实施方式,其描述较为具体和详细,但并不能因此而理解为对发明专利范围的限制。应当指出的是,对于本领域的普通技术人员来说,在不脱离本发明构思的前提下,还可以做出若干变形和改进,这些都属于本发明的保护范围。因此,本发明专利的保护范围应以所附权利要求为准。The above-mentioned embodiments only represent several embodiments of the present invention, and the descriptions thereof are more specific and detailed, but should not be construed as a limitation on the scope of the invention patent. It should be noted that, for those skilled in the art, without departing from the concept of the present invention, several modifications and improvements can be made, which all belong to the protection scope of the present invention. Therefore, the protection scope of the patent of the present invention should be subject to the appended claims.
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| CN113025722A (en) * | 2021-05-27 | 2021-06-25 | 至本医疗科技(上海)有限公司 | Kit and system for predicting curative effect of immunotherapy of advanced lung adenocarcinoma |
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| ANQI LIN等: "Age, sex, and specific gene mutations affect the effects of immune checkpoint inhibitors in colorectal cancer", 《PHARMACOLOGICAL RESEARCH》 * |
| ROBERT SAMSTEIN等: "Cancer-specific associations of driver genes with immunotherapy outcome", 《BIORXIV》 * |
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| CN113025722A (en) * | 2021-05-27 | 2021-06-25 | 至本医疗科技(上海)有限公司 | Kit and system for predicting curative effect of immunotherapy of advanced lung adenocarcinoma |
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