Urine cell-free DNA multi-omics to detect MRD and predict survival in bladder cancer patients

被引:34
作者
Chauhan, Pradeep S. [1 ]
Shiang, Alexander [1 ,2 ]
Alahi, Irfan [1 ,3 ]
Sundby, R. Taylor [4 ]
Feng, Wenjia [1 ]
Gungoren, Bilge [5 ]
Nawaf, Cayce [2 ,6 ,7 ]
Chen, Kevin [1 ]
Babbra, Ramandeep K. [8 ]
Harris, Peter K. [1 ]
Qaium, Faridi [1 ]
Hatscher, Casey [1 ]
Antiporda, Anna [1 ]
Brunt, Lindsey [1 ]
Mayer, Lindsey R. [1 ]
Shern, Jack F. [4 ]
Baumann, Brian C. [1 ,6 ,7 ]
Kim, Eric H. [2 ,6 ,7 ]
Reimers, Melissa A. [6 ,7 ,9 ]
Smith, Zachary L. [2 ,6 ,7 ]
Chaudhuri, Aadel A. [1 ,3 ,6 ,7 ,10 ]
机构
[1] Washington Univ, Dept Radiat Oncol, Div Canc Biol, Sch Med, St Louis, MO 63110 USA
[2] Washington Univ, Dept Surg, Div Urol, Sch Med, St Louis, MO USA
[3] Washington Univ St Louis, Dept Comp Sci & Engn, St Louis, MO 63130 USA
[4] NCI, Pediat Oncol Branch, Ctr Canc Res, NIH, Bethesda, MD USA
[5] CALTECH, Div Chem & Chem Engn, Pasadena, CA USA
[6] Barnes Jewish Hosp, Siteman Canc Ctr, St Louis, MO 63110 USA
[7] Washington Univ, Sch Med, St Louis, MO 63110 USA
[8] Univ Rochester, Wilmot Inst, Canc Ctr, Med Ctr, Rochester, NY USA
[9] Washington Univ, Dept Med, Div Med Oncol, Sch Med, St Louis, MO 63110 USA
[10] Washington Univ St Louis, Dept Biomed Engn, Sch Med, St Louis, MO 63105 USA
关键词
NEOADJUVANT CHEMOTHERAPY; RESIDUAL DISEASE; LUNG-CANCER;
D O I
10.1038/s41698-022-00345-w
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Circulating tumor DNA (ctDNA) sensitivity remains subpar for molecular residual disease (MRD) detection in bladder cancer patients. To remedy this problem, we focused on the biofluid most proximal to the disease, urine, and analyzed urine tumor DNA in 74 localized bladder cancer patients. We integrated ultra-low-pass whole genome sequencing (ULP-WGS) with urine cancer personalized profiling by deep sequencing (uCAPP-Seq) to achieve sensitive MRD detection and predict overall survival. Variant allele frequency, inferred tumor mutational burden, and copy number-derived tumor fraction levels in urine cell-free DNA (cfDNA) significantly predicted pathologic complete response status, far better than plasma ctDNA was able to. A random forest model incorporating these urine cfDNA-derived factors with leave-one-out cross-validation was 87% sensitive for predicting residual disease in reference to gold-standard surgical pathology. Both progression-free survival (HR = 3.00, p = 0.01) and overall survival (HR = 4.81, p = 0.009) were dramatically worse by Kaplan-Meier analysis for patients predicted by the model to have MRD, which was corroborated by Cox regression analysis. Additional survival analyses performed on muscle-invasive, neoadjuvant chemotherapy, and held-out validation subgroups corroborated these findings. In summary, we profiled urine samples from 74 patients with localized bladder cancer and used urine cfDNA multi-omics to detect MRD sensitively and predict survival accurately.
引用
收藏
页数:6
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