Development of a plasma cell-free DNA chromosome instabilities assay for early cancer detection and treatment response monitoring of multiple tumor types.

2019 ◽  
Vol 37 (15_suppl) ◽  
pp. e13072-e13072
Author(s):  
Yang Yang ◽  
Wei Yin ◽  
Nan Li ◽  
Wensheng Xu ◽  
Fei Ma ◽  
...  

e13072 Background: Tumor cells keep shedding DNA into blood stream. Here we present a retrospective study to investigate the potential of CIN in plasma cell-free DNA (cfDNA) as a minimal-invasive biomarker for early cancer detection and cancer treatment responses monitoring. Methods: To characterization cfDNA CIN, 160 plasma samples from non-cancer individuals and 569 from cancer patients, including tumors from the brain, respiratory tract, gastrointestinal tract, urinary tract, liver, gallbladder, female reproductive system, prostate, breast and sarcoma. cfDNA was extracted and sent to low-coverage whole genome sequencing by the Illumina X10, followed by CIN analyses by a customized workflow Ultrasensitive Chromosomal Instability Detector (UCAD). Results: In non-cancer individuals, increased CIN in cfDNA was found associated with active EBV infections(P<0.01) and HBV infection (P=0.042). No statistical significances were found for the other parameters, including age, hypertension, diabetes, chronic kidney diseases, family history of cancer and etc. cfDNA CIN increased along with the development of lung cancer lesions, from adenocarcinoma in-situ, minimal invasive adenocarcinoma, invasive adenocarcinoma (P=0.034) to relapsed cancer (P<0.01). The sensitivity of early lung cancer detection was 30.7%, 37.5%, 45.5%, 50.0% and 98.1% for AIS, MIA, IAC, SCC and relapsed lung cancer, at a specificity of 75%. cfDNA CIN levels did not show statistical differences regarding metastases sites. cfDNA CIN were further increased in relapsed breast cancer (P<0.01). The sensitivity of relapsed breast cancer detection was 73.3%, 94.4%, 89.6% and 80.0% for HER2+, Luminal A, Luminal B and triple negative breast cancer, at a specificity of 90%. In primary liver cancer, cfDNA CIN decreased after curative therapies, including R0 resections and liver transplant. R0 resections showed similar performance as compared to liver transplant (P=0.35) in terms of cfDNA CIN decreasing. Furthermore, cfDNA CIN was higher in patients after R0 resections (P=0.003) and liver transplant (P=0.03) than that of HBV-positive cancer-free patients, indicating the potential risk of disease relapses. For advanced stage patients, continuously increasing cfDNA CIN level was found associated with worse survival, and a decreasing trend predicting better prognosis vice versa. Conclusions: Plasma cfDNA CIN analysis might be a useful tool for cancer management.

2021 ◽  
Vol 7 (36) ◽  
Author(s):  
Paulina Siejka-Zielińska ◽  
Jingfei Cheng ◽  
Felix Jackson ◽  
Yibin Liu ◽  
Zahir Soonawalla ◽  
...  

PLoS ONE ◽  
2015 ◽  
Vol 10 (4) ◽  
pp. e0122106 ◽  
Author(s):  
Stefan Garczyk ◽  
Saskia von Stillfried ◽  
Wiebke Antonopoulos ◽  
Arndt Hartmann ◽  
Michael G. Schrauder ◽  
...  

2020 ◽  
Author(s):  
Hongjie Yu ◽  
Xiaojun Yu ◽  
Jia Tang ◽  
Xun Lu ◽  
Haitao Ma

Abstract purpose: Chromosome 7 is playing an important role in lung tumorigenesis. Here we investigate whether chromosome 7p copy number gain as a detectable genetic events with plasma cell free DNA for early lung cancer detection biomarker. Methods: Eighteen surgical eligible lung cancer patients and eighteen non-cancer controls were recruited. Peripheral blood was collected before surgery. Cell free DNA was profiled with low coverage whole genome sequencing. Chromosome 7 copy number gains were defined as chr7 normalized coverage≥1.0005 and P value<0.05. Plasma cell-free DNA chr7 copy gains were then compared to pathological examinations on surgical tissues.Results: 83.3% patients were confirmed as malignancy post-operation, with 12 adenocarcinoma and 3 squamous-carcinoma. The other 16.7% were benign lesions. Cell free DNA was successfully extracted from pre-surgical plasma samples, with concentration range from 0.18 to 0.49 ng/ul. Chromosome 7 short arm copy gains were found in 66.7% (10/15) patients, including 66.7% (4/6) T1aN0M0 and 50.0% (1/2) Tis patients, otherwise, chr7p gain was found in 0% (0/3) benign lesions. The specificity was further examined in 18 volunteers who undergoing routine body examinations. Meanwhile, positive CEA and CYFRA21-1 was only found in 1/18 (5.7%) and 4/18 (22.2%). Taking together, UCAD chr7p or UCAD chr7p and tumor biomarker positivity can predict 12/15(80%, 95% CI:49.0-94.3%) early lung cancers. Further analyses showed that chr7p copy number gains tends to be enriched in EGFR/KRAS silent patients (fisher. test, P value=0.077). Conclusions: Chromosome 7p copy gains might be a useful peripheral blood tumor biomarker from lung cancer detection.


2020 ◽  
Vol 8 (6) ◽  
pp. 5447-5450

Lately, lung cancer has become a terminal disease increasing the mortality rate due to the late diagnosis of the ailment. Early diagnosis can help reduce the death rate abundantly. The prediction of abnormalities from the given input images is a crucial factor. Deep learning has played an important role in early cancer detection by training networks to detect abnormalities via the given image. Convolution Neural Network (CNN) are most commonly used for cancer detection. In this paper, we propose a CNN with the concept of down-sample in the Region of Interest (RoI) of the Computed Tomography (CT) images where the RoI will be subjected to magnification. Here, the magnification operation will first identify a spot from the upper region and then travel downwards towards the end of the CT image. However, every RoI will undergo local magnification process before the network could detect the next lesion. Detecting lesion are more effective as the lesions are disrupted structures in the human tissues that projects anomalies in the section viewed. Therefore, these anomalies can be useful in detecting lung cancer efficiently.


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