Longitudinal Study of Transcriptomic Changes Occurring over Six Weeks of CHOP Treatment in Canine Lymphoma Identifies Prognostic Subtypes.

IF 2 2区 农林科学 Q2 VETERINARY SCIENCES
Miles W Mee, Sydney Faulkner, Geoffrey A Wood, J Paul Woods, Dorothee Bienzle, Brenda L Coomber
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Abstract

The majority of canine lymphoma patients treated with the standard of care, the CHOP chemotherapy protocol, initially achieve remission but eventually relapse with a multi-drug-resistant phenotype. This study assesses gene expression profiles of canine lymphoma tumor cell populations using RNA-Seq data from 15 matched patient samples taken prior to treatment and again six weeks into treatment with CHOP. Two distinct clusters were present in the t-SNE dimensionality reduction of the gene expression profiles. There was a significant difference in progression-free survival (PFS) between the cluster groups, with a median of 43.5 days in a group of six patients and 185 days in another group of nine patients. Comparing the group with shorter PFS to the group with longer PFS, we identified 265 significantly enriched GO:BP terms in 3874 significantly up-regulated genes and 740 significantly enriched GO:BP terms in 3236 significantly down-regulated genes. Comparing the six-week timepoint against the initial timepoint, in the group with longer PFS, we identified 277 significantly enriched GO:BP terms in 413 significantly up-regulated genes and 222 significantly enriched GO:BP terms in 267 significantly down-regulated genes. In the group with shorter PFS, we only identified 27 significantly differentially expressed genes, for this comparison. We found DNA damage response genes to be enriched in the down-regulated genes in both comparisons. These results identify and characterize two transcriptionally distinct groups of canine lymphoma patients with significantly different responses to CHOP chemotherapy.

犬淋巴瘤 CHOP 治疗六周内转录组变化的纵向研究确定了预后亚型。
大多数犬淋巴瘤患者在接受标准疗法(CHOP 化疗方案)治疗后,最初病情会得到缓解,但最终会因多种药物耐药表型而复发。本研究使用 15 份匹配患者样本的 RNA-Seq 数据,评估了犬淋巴瘤肿瘤细胞群的基因表达谱,这些样本分别在接受 CHOP 治疗前和接受 CHOP 治疗六周后采集。在对基因表达谱进行 t-SNE 降维处理后,发现存在两个不同的集群。两组间的无进展生存期(PFS)存在明显差异,一组 6 名患者的无进展生存期中位数为 43.5 天,另一组 9 名患者的无进展生存期中位数为 185 天。比较较短无进展生存期组和较长无进展生存期组,我们在 3874 个显著上调的基因中发现了 265 个显著富集的 GO:BP 术语,在 3236 个显著下调的基因中发现了 740 个显著富集的 GO:BP 术语。将六周时间点与初始时间点进行比较,在PFS较长的一组中,我们在413个明显上调的基因中发现了277个明显富集的GO:BP项,在267个明显下调的基因中发现了222个明显富集的GO:BP项。而在 PFS 较短的一组中,我们只发现了 27 个有明显差异表达的基因。我们发现,在两次比较中,DNA 损伤反应基因都富集在下调基因中。这些结果确定并描述了犬淋巴瘤患者中对CHOP化疗反应明显不同的两组转录不同的基因。
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来源期刊
Veterinary Sciences
Veterinary Sciences VETERINARY SCIENCES-
CiteScore
2.90
自引率
8.30%
发文量
612
审稿时长
6 weeks
期刊介绍: Veterinary Sciences is an international and interdisciplinary scholarly open access journal. It publishes original that are relevant to any field of veterinary sciences, including prevention, diagnosis and treatment of disease, disorder and injury in animals. This journal covers almost all topics related to animal health and veterinary medicine. Research fields of interest include but are not limited to: anaesthesiology anatomy bacteriology biochemistry cardiology dentistry dermatology embryology endocrinology epidemiology genetics histology immunology microbiology molecular biology mycology neurobiology oncology ophthalmology parasitology pathology pharmacology physiology radiology surgery theriogenology toxicology virology.
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