Utility of Circulating Free DNA Fragmentomics in the Prediction of Pathological Response after Neoadjuvant Chemoradiotherapy in Locally Advanced Rectal Cancer

被引:17
作者
Wang, Yaqi [1 ,2 ,3 ]
Fan, Xiaojun [4 ]
Bao, Hua [4 ]
Xia, Fan [1 ,2 ,3 ]
Wan, Juefeng [1 ,2 ,3 ]
Shen, Lijun [1 ,2 ,3 ]
Wang, Yan [1 ,2 ,3 ]
Zhang, Hui [1 ,2 ,3 ]
Wei, Yulin [4 ]
Wu, Xue [4 ]
Shao, Yang [4 ,5 ]
Li, Xinxiang [2 ,6 ]
Xu, Ye [2 ,6 ]
Cai, Sanjun [2 ,6 ]
Zhang, Zhen [1 ,2 ,3 ]
机构
[1] Fudan Univ, Dept Radiat Oncol, Shanghai Canc Ctr, 270 Dong An Rd, Shanghai 200032, Peoples R China
[2] Fudan Univ, Shanghai Med Coll, Dept Oncol, Shanghai, Peoples R China
[3] Shanghai Key Lab Radiat Oncol, Shanghai, Peoples R China
[4] Nanjing Geneseeq Technol Inc, Geneseeq Res Inst, Nanjing, Peoples R China
[5] Nanjing Med Univ, Sch Publ Hlth, Nanjing, Peoples R China
[6] Fudan Univ, Dept Colorectal Surg, Shanghai Canc Ctr, Shanghai, Peoples R China
关键词
CLINICAL COMPLETE RESPONDERS; QUALITY-OF-LIFE; CHEMORADIATION; OUTCOMES; THERAPY; MODELS;
D O I
10.1093/clinchem/hvac173
中图分类号
R446 [实验室诊断]; R-33 [实验医学、医学实验];
学科分类号
1001 ;
摘要
Background A "Watch and Wait" (W&W) approach has become an alternative to surgery for locally advanced rectal cancer (LARC) after neoadjuvant chemoradiotherapy (nCRT). Precise prediction of pathological complete response (pCR) will improve patient selection for W&W. We investigated the utility of cell-free DNA (cfDNA) fragmentomics in predicting pCR. Methods We recruited 119 LARC patients and evaluated nCRT response by pCR status and pathological or MRI tumor regression grade (mrTRG). Plasma samples before, during, and after nCRT were applied to deep targeted-panel sequencing, with 103 patients having complete samples. cfDNA fragment and 5 '-end motif profiles were used to construct elastic-net logistic regression models to predict non-pCR. Predictive performance was measured by area under the receiver operator characteristic curve (AUC), sensitivity, and specificity. Results In the training cohort, the model based on 5 '-end motif profile plus mrTRG achieved the highest cross-validation AUC (0.92, 95% CI, 0.91-0.93). The AUC in a testing cohort was 0.96 (95% CI, 0.90-1.00). The models based on 5 '-end motif profile alone or in combination with mrTRG both maintained good predictive ability for patients without detectable circulating tumor DNA (AUC 0.94, 95% CI, 0.93-0.95; AUC 0.95, 95% CI, 0.94-0.96). In an external validation cohort, the model trained with a local 5 '-end motif profile obtained an AUC of 0.878 (95% CI, 0.801-0.956) in discriminating colorectal cancer from healthy subjects. Conclusions The combination of a 5 '-end motif profile with mrTRG has the potential to predict the response to nCRT, and therefore may improve the patient selection for a W&W approach.
引用
收藏
页码:88 / 99
页数:12
相关论文
共 40 条
  • [1] AACR, 2021, LIQ BIOPS ASS PRED R
  • [2] High-dose chemoradiotherapy and watchful waiting for distal rectal cancer: a prospective observational study
    Appelt, Ane L.
    Ploen, John
    Harling, Henrik
    Jensen, Frank S.
    Jensen, Lars H.
    Jorgensen, Jens C. R.
    Lindebjerg, Jan
    Rafaelsen, Soren R.
    Jakobsen, Anders
    [J]. LANCET ONCOLOGY, 2015, 16 (08) : 919 - 927
  • [3] Colon Cancer, Version 1.2017 Clinical Practice Guidelines in Oncology
    Benson, Al B., III
    Venook, Alan P.
    Cederquist, Lynette
    Chan, Emily
    Chen, Yi-Jen
    Cooper, Harry S.
    Deming, Dustin
    Engstrom, Paul F.
    Enzinger, Peter C.
    Fichera, Alessandro
    Grem, Jean L.
    Grothey, Axel
    Hochster, Howard S.
    Hoffe, Sarah
    Hunt, Steven
    Kamel, Ahmed
    Kirilcuk, Natalie
    Krishnamurthi, Smitha
    Messersmith, Wells A.
    Mulcahy, Mary F.
    Murphy, James D.
    Nurkin, Steven
    Saltz, Leonard
    Sharma, Sunil
    Shibata, David
    Skibber, John M.
    Sofocleous, Constantinos T.
    Stoffel, Elena M.
    Stotsky-Himelfarb, Eden
    Willett, Christopher G.
    Wu, Christina S.
    Gregory, Kristina M.
    Freedman-Cass, Deborah
    [J]. JOURNAL OF THE NATIONAL COMPREHENSIVE CANCER NETWORK, 2017, 15 (03): : 370 - 398
  • [4] The emerging role of neoadjuvant chemotherapy for rectal cancer
    Boland, Patrick M.
    Fakih, Marwan
    [J]. JOURNAL OF GASTROINTESTINAL ONCOLOGY, 2014, 5 (05) : 362 - 373
  • [5] Postoperative circulating tumor DNA as markers of recurrence risk in stages II to III colorectal cancer
    Chen, Gong
    Peng, Junjie
    Xiao, Qian
    Wu, Hao-Xiang
    Wu, Xiaojun
    Wang, Fulong
    Li, Liren
    Ding, Peirong
    Zhao, Qi
    Li, Yaqi
    Wang, Da
    Shao, Yang
    Bao, Hua
    Pan, Zhizhong
    Ding, Ke-Feng
    Cai, Sanjun
    Wang, Feng
    Xu, Rui-Hua
    [J]. JOURNAL OF HEMATOLOGY & ONCOLOGY, 2021, 14 (01)
  • [6] Genome-wide cell-free DNA fragmentation in patients with cancer
    Cristiano, Stephen
    Leal, Alessandro
    Phallen, Jillian
    Fiksel, Jacob
    Adleff, Vilmos
    Bruhm, Daniel C.
    Jensen, Sarah Ostrup
    Medina, Jamie E.
    Hruban, Carolyn
    White, James R.
    Palsgrove, Doreen N.
    Niknafs, Noushin
    Anagnostou, Valsamo
    Forde, Patrick
    Naidoo, Jarushka
    Marrone, Kristen
    Brahmer, Julie
    Woodward, Brian D.
    Husain, Hatim
    van Rooijen, Karlijn L.
    Orntoft, Mai-Britt Worm
    Madsen, Anders Husted
    van de Velde, Cornelis J. H.
    Verheij, Marcel
    Cats, Annemieke
    Punt, Cornelis J. A.
    Vink, Geraldine R.
    van Grieken, Nicole C. T.
    Koopman, Miriam
    Fijneman, Remond J. A.
    Johansen, Julia S.
    Nielsen, Hans Jorgen
    Meijer, Gerrit A.
    Andersen, Claus Lindbjerg
    Scharpf, Robert B.
    Velculescu, Victor E.
    [J]. NATURE, 2019, 570 (7761) : 385 - +
  • [7] Edge S.B., 2010, AJCC CANC STAGING HD
  • [8] A Randomized Multicenter trial to compare long-term functional outcome, quality of life, and complications of surgical procedures for low rectal cancers
    Fazio, Victor W.
    Zutshi, Massarat
    Remzi, Feza H.
    Parc, Yann
    Ruppert, Reinhard
    Ffirst, Alois
    Celebrezze, James, Jr.
    Galanduik, Susan
    Orangio, Guy
    Hyman, Neil
    Bokey, Leslie
    Tiret, Emmanuel
    Kirchdorfer, Boris
    Medich, David
    Tietze, Marcus
    Hull, Tracy
    Hammel, Jeff
    [J]. ANNALS OF SURGERY, 2007, 246 (03) : 481 - 490
  • [9] Regularization Paths for Generalized Linear Models via Coordinate Descent
    Friedman, Jerome
    Hastie, Trevor
    Tibshirani, Rob
    [J]. JOURNAL OF STATISTICAL SOFTWARE, 2010, 33 (01): : 1 - 22
  • [10] Clinical examination following preoperative chemoradiation for rectal cancer is not a reliable surrogate end point
    Guillem, JG
    Chessin, DB
    Shia, J
    Moore, HG
    Mazumdar, M
    Bernard, B
    Paty, PB
    Saltz, L
    Minsky, BD
    Weiser, MR
    Temple, LKF
    Cohen, AM
    Wong, WD
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2005, 23 (15) : 3475 - 3479