Department of Dermatology, University Hospital of Essen, West German Cancer Center, University Duisburg-Essen and the German Cancer Consortium (DKTK), Essen, Germany.
Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital of Essen, University of Duisburg-Essen, Essen, Germany.
Clin Transl Med. 2022 Nov;12(11):e1090. doi: 10.1002/ctm2.1090.
Plasma-derived tumour-specific cell-free nucleic acids are increasingly utilized as a minimally invasive, real-time biomarker approach in many solid tumours. Circulating tumour DNA of melanoma-specific mutations is currently the best studied liquid biopsy biomarker for melanoma. However, the combination of hotspot genetic alterations covers only around 80% of all melanoma patients. Therefore, alternative approaches are needed to enable the follow-up of all genotypes, including wild-type.
We identified KPNA2, DTL, BACE2 and DTYMK messenger RNA (mRNA) upregulated in melanoma versus nevi tissues by unsupervised data mining (N = 175 melanoma, N = 20 normal skin, N = 6 benign nevi) and experimentally confirmed differential mRNA expression in vitro (N = 18 melanoma, N = 8 benign nevi). Circulating cell-free RNA (cfRNA) was analysed in 361 plasma samples (collected before and during therapy) from 100 melanoma patients and 18 healthy donors. Absolute cfRNA copies were quantified on droplet digital PCR.
KPNA2, DTL, BACE2 and DTYMK cfRNA demonstrated high diagnostic accuracy between melanoma patients' and healthy donors' plasma (AUC > 86%, p < .0001). cfRNA copies increased proportionally with increasing tumour burden independently of demographic variables and even remained elevated in individuals with radiological absence of disease. Re-analysis of single-cell transcriptomes revealed a pan-tumour origin of cfRNA, including endothelial, cancer-associated fibroblasts, macrophages and B cells beyond melanoma cells as cellular sources. Low baseline cfRNA levels were associated with significantly longer progression-free survival (PFS) (KPNA2 HR = .54, p = .0362; DTL HR = .60, p = .0349) and overall survival (KPNA2 HR = .52, p = .0237; BACE2 HR = .55, p = .0419; DTYMK HR = .43, p = .0393). Lastly, we found that cfRNA copies significantly increased during therapy in non-responders compared to responders regardless of therapy and mutational subtypes and that the increase of KPNA2 (HR = 1.73, p = .0441) and DTYMK (HR = 1.82, p = .018) cfRNA during therapy was predictive of shorter PFS.
In sum, we identified a new panel of cfRNAs for a pan-tumour liquid biopsy approach and demonstrated its utility as a prognostic, therapy-monitoring tool independent of the melanoma mutational genotype.
在许多实体瘤中,血浆衍生的肿瘤特异性无细胞核酸越来越多地被用作微创、实时生物标志物方法。黑色素瘤特异性突变的循环肿瘤 DNA 是目前研究最多的黑色素瘤液体活检生物标志物。然而,热点基因突变的组合仅涵盖约 80%的所有黑色素瘤患者。因此,需要替代方法来监测所有基因型,包括野生型。
我们通过无监督数据挖掘(N=175 例黑色素瘤,N=20 例正常皮肤,N=6 例良性痣)鉴定出黑色素瘤与痣组织中上调的 KPNA2、DTL、BACE2 和 DTYMK 信使 RNA(mRNA),并在体外实验中验证了差异 mRNA 表达(N=18 例黑色素瘤,N=8 例良性痣)。对 100 例黑色素瘤患者和 18 例健康供体的 361 份血浆样本(治疗前和治疗期间采集)进行循环无细胞 RNA(cfRNA)分析。在液滴数字 PCR 上定量绝对 cfRNA 拷贝数。
KPNA2、DTL、BACE2 和 DTYMK cfRNA 在黑色素瘤患者和健康供体血浆之间具有高诊断准确性(AUC>86%,p<0.0001)。cfRNA 拷贝数与肿瘤负担成正比增加,与人口统计学变量独立,甚至在影像学无疾病的个体中仍保持升高。单细胞转录组的重新分析显示 cfRNA 具有泛肿瘤起源,包括内皮细胞、癌症相关成纤维细胞、巨噬细胞和 B 细胞,而不仅仅是黑色素瘤细胞作为细胞来源。低基线 cfRNA 水平与显著更长的无进展生存期(PFS)(KPNA2 HR=0.54,p=0.0362;DTL HR=0.60,p=0.0349)和总生存期(KPNA2 HR=0.52,p=0.0237;BACE2 HR=0.55,p=0.0419;DTYMK HR=0.43,p=0.0393)相关。最后,我们发现非应答者在治疗期间 cfRNA 拷贝数与应答者相比显著增加,而与治疗和突变亚型无关,并且治疗期间 KPNA2(HR=1.73,p=0.0441)和 DTYMK(HR=1.82,p=0.018)cfRNA 的增加可预测较短的 PFS。
总之,我们鉴定了一组新的 cfRNA 用于泛肿瘤液体活检方法,并证明其作为独立于黑色素瘤突变基因型的预后、治疗监测工具的实用性。