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基于 NGS 技术在原发性肿瘤中转录变化区分转移性和非转移性精原细胞瘤。

Discriminating metastasised from non-metastasised seminoma based on transcriptional changes in primary tumours using NGS.

机构信息

1] Department of Urology, Federal Armed Forces Hospital, Hamburg 22049, Germany [2] Bundeswehr Institute of Radiobiology, Munich 80937, Germany.

1] Bundeswehr Institute of Radiobiology, Munich 80937, Germany [2] Department of Urology, Federal Armed Forces Central Hospital, Koblenz 56072, Germany.

出版信息

Br J Cancer. 2014 May 27;110(11):2738-46. doi: 10.1038/bjc.2014.134. Epub 2014 May 1.

Abstract

BACKGROUND

We aimed to better discriminate (occult) metastasised from non-metastasised seminoma based on transcriptional changes of small RNAs in the primary tumour.

METHODS

Total RNAs including small RNAs were isolated from five testicular tumours of each, lymphogenic, occult and non-metastasised patients. Next-generation sequencing (SOLID, Life Technologies) was used to examine transcriptional changes. Small RNAs showing ⩾50 reads and a significant ⩾2-fold difference using non-metastasised tumours as the reference group were examined in univariate logistic regression analysis and combinations of two small RNAs were further examined using support vector machines.

RESULTS

On average, 1.3 × 10(7), 1.4 × 10(7) and 1.7 × 10(7) small RNA reads were detectable in non-metastasised, occult and lymphogenic metastasised seminoma, respectively, of which 30-32% remained after trimming. Between 59 and 68% represented annotated reads and between 8.6 and 11% were annotated small RNA tags. Of them, 137 small RNAs showed>50 reads and a two-fold difference to the reference. In univariate analysis, 32-38 small RNAs significantly discriminated lymphogenic/occult from non-metastasised seminoma, and among these different comparisons, it were the same small RNAs in 51-88%. Many combinations of two of these small RNAs allowed a complete discrimination of metastasised from non-metastasised seminoma irrespective of the metastasis subtype.

CONCLUSIONS

Metastasised and non-metastasised seminoma can be completely discriminated with a combination of two small RNAs.

摘要

背景

我们旨在通过原发肿瘤中小 RNA 的转录变化更好地区分(隐匿性)转移与非转移的精原细胞瘤。

方法

从每个淋巴转移、隐匿性和非转移的患者的五个睾丸肿瘤中分离总 RNA 包括小 RNA。使用下一代测序(SOLID,Life Technologies)来检查转录变化。使用非转移肿瘤作为参考组,使用单变量逻辑回归分析检查显示 ⩾50 个读数且差异显著 ⩾2 倍的小 RNA,并使用支持向量机进一步检查两个小 RNA 的组合。

结果

平均而言,非转移、隐匿性和淋巴转移的精原细胞瘤分别可检测到 1.3×10(7)、1.4×10(7)和 1.7×10(7)个小 RNA 读数,其中修剪后保留了 30-32%。其中 59-68%代表注释的读数,8.6-11%为注释的小 RNA 标签。其中,有 137 个小 RNA 的读数>50 且与参考值相差两倍。在单变量分析中,32-38 个小 RNA 可显著区分淋巴转移/隐匿性与非转移的精原细胞瘤,在这些不同的比较中,有 51-88%的小 RNA 是相同的。这些小 RNA 中的两个组合可以完全区分转移和非转移的精原细胞瘤,而与转移亚型无关。

结论

转移和非转移的精原细胞瘤可以通过两个小 RNA 的组合完全区分。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f5c3/4037819/e7a5a44229ac/bjc2014134f1.jpg

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