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  • 1
    In: Cancer Research, American Association for Cancer Research (AACR), Vol. 83, No. 7_Supplement ( 2023-04-04), p. 2305-2305
    Abstract: Background. We hypothesized that circulating tumor DNA (ctDNA) can be used as a prognostic biomarker, improve the assessment of response and enhance detection of minimal residual disease in patients with locally advanced rectal cancer (LARC) treated with neoadjuvant therapy (NAT). Methods. We analyzed data from 31 LARC patients treated at Memorial Sloan Kettering as part of the Organ Preservation in Rectal Adenocarcinoma (OPRA) phase II clinical trial. Patients had stage II or III rectal adenocarcinoma and received NAT including chemoradiation and chemotherapy. Patients without a clinical complete response (cCR) underwent surgical resection, while patients with a cCR were enrolled in a watch-and-wait protocol for organ preservation. Complete response (CR) after NAT was defined as either pathological complete response or a cCR sustained for ≥2 years. Disease-free survival (DFS) was measured from the start of NAT. Median follow-up was 5.41 years [range 2.96-8.38]. ctDNA analyses were performed using the C2i Genomics platform. A patient-specific molecular profile was created by performing whole-genome sequencing (WGS) of their tumor and matched normal DNA (40x coverage). WGS (20x coverage) was performed on plasma samples collected at baseline (before NAT), interval evaluation (halfway through NAT), re-staging evaluation (8 weeks after NAT) and follow-up (3-6 months after NAT). Results. Tumor was detected in plasma samples from 24/25 patients at baseline (96% sensitivity). The tumor fraction (TF) levels detected at baseline separated responders from non-responders (median TF 6.2e-4 vs 1.4e-3; p=0.055). Tumor detection at interval was associated with a lower rate of CR (25% vs. 75%, p=0.0095) and shorter time to recurrence (58.3% vs. 94.1% 3-year DFS, p=0.02). Tumor detection at follow-up was associated with a higher rate of recurrence (p=0.037) and tumor was detected at follow-up for all 5/5 patients who developed recurrence. Overall TF dynamics showed clearance of ctDNA down to the non-detection level throughout treatment in patients with a CR, while non-responders exhibited non-decreasing and often increasing estimates of ctDNA burden. Analysis of tissue WGS data identified multiple patients with colibactin associated mutational signatures, which provides additional insights into their cancer etiology. Conclusions. The WGS-based approach for ctDNA analysis exhibited very high sensitivity for detection at baseline. TF across multiple time points separated responders from non-responders, suggesting potential value as a prognostic marker. Detection of ctDNA at follow-up for all patients who recurred is indicative of potential clinical utility for treatment de-escalation in the context of organ preservation strategies. Citation Format: Francisco Sanchez-Vega, Chin-Tung Chen, Danielle Afterman, Dana Omer, Madison Darmofal, Ino de Bruijn, Walid K. Chatila, Matthew Drescher, Grittney Tam, Tomer Lauterman, Maja Kuzman, Santiago Gonzalez, Dunja Glavas, James Samdbeck, Dillon Maloney, Jurica Levatic, Sunil Deochand, Michael Yahalom, Ryan Ptashkin, Iman Tavassoly, Zohar Donenhirsh, Eric White, Ravi Kandasamy, Ury Alon, Michael F. Berger, Brian Loomis, Paz Polak, Boris Oklander, Asaf Zviran, Julio Garcia-Aguilar. Ultra-sensitive detection of circulating tumor DNA by whole-genome sequencing of blood samples from locally advanced rectal cancer patients receiving neoadjuvant therapy and enrolled in watch-and-wait strategies for organ preservation [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 2305.
    Type of Medium: Online Resource
    ISSN: 1538-7445
    Language: English
    Publisher: American Association for Cancer Research (AACR)
    Publication Date: 2023
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  • 2
    In: Cancer Research, American Association for Cancer Research (AACR), Vol. 83, No. 7_Supplement ( 2023-04-04), p. 1036-1036
    Abstract: Background: Detection of circulating tumor DNA (ctDNA) in plasma indicates the presence of cancer. In patients with very few copies of tumor DNA circulating in the blood, the blood sampling process becomes a potentially limiting factor. For ctDNA methods based on a single or a few genomic targets, it becomes stochastic whether the collected sample contains any tumor DNA fragments from targeted regions. To overcome this sampling limitation, we developed C2inform; a whole genome sequencing (WGS) approach, which detects ctDNA using a cumulative patient-specific signal from thousands of mutations throughout the entire genome. Aim: Here, we aim to I) evaluate the performance of C2inform in patients with UICC stage III colorectal cancer (CRC) using samples collected after the end of curatively intended treatment and serially during surveillance, II) assess the inter-lab reproducibility of C2inform and, III) investigate the potential for using the serial WGS data to track tumor genomic evolution in recurrence patients. Methods: From a cohort of 146 stage III CRC patients, including 37 patients with recurrence, 2 mL plasma samples were collected serially for up to three years (n = 1309, median 10 samples per patient). By WGS of tumor and blood-derived normal DNA, a mutational signature was established for each patient. Enhanced by an AI-based error suppression model, this signature was used to screen 20x WGS plasma cfDNA profiles for the presence of ctDNA. To evaluate the reproducibility, paired samples (n = 2 x 187 samples) were processed and sequenced at two independent laboratories while the bioinformatics processing of samples was identical. Using coverage, split-read, and discordant read-pair information, genomic structural alterations were identified in serial plasma samples from 19 recurrence patients and compared to tissue WGS from subsequent recurrence metastasis. Results: Preliminary results showed that detection of ctDNA after the end of treatment was associated with poor prognosis (HR = 7.1, 95% CI: 3.2-15.9). The presence of ctDNA during surveillance was a predictor of recurrence (HR = 9.5, 95% CI: 3.6-25.5) and enabled the detection of recurrence up to 21 months (median: 9.5 months) before detection by radiological imaging. We found indication of tumor evolution by searching serially collected plasma samples for novel genomic changes, which were confirmed by WGS of the metastatic tissue. Analysis of paired samples showed great reproducibility of C2inform with a high agreement between both ctDNA detection (Cohens Kappa = 0.9) and the estimated ctDNA level (r² = 0.99). Conclusion: C2inform showed great inter-lab reproducibility and enabled prediction of recurrence after treatment and during surveillance. Thus, C2inform has the potential to guide clinical decision-making during the postoperative management of CRC patients. Citation Format: Amanda Frydendahl, Jesper Nors, Mads Heilskov, Ester Ellegaard Sørensen, Thomas Reinert, Jesper Bramsen, Danielle Afterman, Tomer Lauterman, Maja Kuzman, Santiago Gonzalez, Dunja Glavas, James Samdbeck, Dillon Maloney, Jurica Levatic, Sunil Deochand, Michael Yahalom, Ryan Ptashkin, Iman Tavassoly, Zohar Donenhirsh, Eric White, Ravi Kandasamy, Ury Alon, Paz Polak, Anders Husted Madsen, Uffe Schou Løve, Per Vadgaard Andersen, Ole Thorlacius-Ussing, Lene Hjerrild Iversen, Kåre Andersson Gotschalck, Boris Oklander, Asaf Zviran, Claus Lindbjerg Andersen. Detection of circulating tumor DNA by whole genome sequencing enables prediction of recurrence in stage III colorectal cancer patients with great inter-lab reproducibility [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 1036.
    Type of Medium: Online Resource
    ISSN: 1538-7445
    Language: English
    Publisher: American Association for Cancer Research (AACR)
    Publication Date: 2023
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  • 3
    In: Tourism Economics, SAGE Publications, Vol. 23, No. 2 ( 2017-03), p. 475-482
    Abstract: The aim of this article is to identify the active tourism clusters in the Republic of Serbia, their structure, the degree of activity of cluster members, and the area of their operation. Therefore, based on a survey of the attitudes of tourism cluster members in the Danube region, their contribution in increasing the competitiveness of the rural tourism destinations was analyzed. Porter’s competitiveness model (“diamond model”) was used to determine the advantages and disadvantages of the rural areas of the Danube region as potential tourism destinations.
    Type of Medium: Online Resource
    ISSN: 1354-8166 , 2044-0375
    Language: English
    Publisher: SAGE Publications
    Publication Date: 2017
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  • 4
    In: Cell Reports, Elsevier BV, Vol. 42, No. 2 ( 2023-02), p. 112110-
    Type of Medium: Online Resource
    ISSN: 2211-1247
    Language: English
    Publisher: Elsevier BV
    Publication Date: 2023
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  • 5
    In: SSRN Electronic Journal, Elsevier BV
    Type of Medium: Online Resource
    ISSN: 1556-5068
    Language: English
    Publisher: Elsevier BV
    Publication Date: 2022
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  • 6
    In: Cancer Research, American Association for Cancer Research (AACR), Vol. 83, No. 7_Supplement ( 2023-04-04), p. 6689-6689
    Abstract: Introduction: Lung cancer remains the leading cause of cancer-related deaths. Surgery is the best option for early lung cancer, and the role of adjuvant therapy remains controversial. Liquid biopsy offers a noninvasive approach to monitor cancer burden. Targeted sequencing of circulating cell free tumor DNA (ctDNA) in blood has shown success for diagnosis; however, low tumor burden and dynamic evolution of low stage disease is challenging for targeted panels. Thus, we hypothesized that a whole genome sequencing (WGS)-derived patient specific mutational signature from a matched tumor-normal WGS can provide sensitive and specific approach to detect mutations and copy numbers in ctDNA for monitoring of lung adenocarcinoma patients. Methods: We successfully profiled 50 Stage 1 or 2 lung adenocarcinomas. ctDNA was extracted from 1-2 mL of plasma, tumor DNA was extracted from pathology tissue and normal germline DNA from the white blood cells. WGS using was performed on matched tumor and normal DNA, and ctDNA extracted from plasma. WGS coverage was 40x for matched tumor-normal and 20x for ctDNA. We derived a personalized mutational pattern for each tumor and used an AI-based error suppression model for quantification and ultra-sensitive detection of ctDNA in plasma samples. A patient-specific personalized genome-wide compendium of somatic mutations and copy numbers was established and ctDNA tested at 3 to 18 available time points during the therapy or follow up. A personalized mutational signature for detection ctDNA from WGS was quantified and the ctDNA Tumor Fraction (TF) was compared to the clinical status and time to recurrence. Results: Tumor specific signatures were derived from matched tumor-normal samples with & gt;5% tumor purity and & lt;30% duplications rate. Out of all patients, 33 patients showed no recurrence and 12 recurred. Tumor-specific signatures detected the presence of the tumor signature in plasma with TF as low as 10−5. Based on positive minimal residual disease in plasma, the recurrence prediction sensitivity was 0.75 and specificity 0.82, with positive predictive value of 0.6 and negative predictive value 0.9. WGS ctDNA predicted recurrence with a median lead time of 508 days before clinical/imaging recurrence. In one case we were able to identify the second primary by deconvoluting known and novel ctDNA mutations. ctDNA mutational profiles enabled identification of smoking mutational signature matching clinical history, and APOBEC and ageing signatures as well as tumor mutational burden. Conclusions: Patient-specific WGS tumor signature from plasma derived ctDNA enables specific and ultrasensitive tracking of minimal residual disease in low stage lung adenocarcinoma patients. Molecularly positive status can be used to predict recurrence and identify patients with clinical low stage disease that may benefit from adjuvant therapy. Citation Format: Ivy Tran, Alejandro Vargas, Reid Wilkins, Isabella Pizzillo, Kenneth Tokoro, Danielle Afterman, Tomer Lauterman, Maja Kuzman, Santiago Gonzalez, Dunja Glavas, James Smadbeck, Dillon Maloney, Jurica Levatic, Samuel Phillips, Sunil Deochand, Michael Yahalom, Ryan Ptashkin, Iman Tavassoly, Zohar Donenhirsh, Eric White, Ravi Kandasamy, Ury Alon, Paz Polak, Boris Oklander, Asaf Zviran, Matija Snuderl, Harvey I. Pass. Whole genome cell-free tumor DNA mutational signatures from blood for early detection of recurrence of low stage lung adenocarcinoma. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 6689.
    Type of Medium: Online Resource
    ISSN: 1538-7445
    Language: English
    Publisher: American Association for Cancer Research (AACR)
    Publication Date: 2023
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  • 7
    In: Journal of Clinical Oncology, American Society of Clinical Oncology (ASCO), Vol. 41, No. 16_suppl ( 2023-06-01), p. 4589-4589
    Abstract: 4589 Background: Neoadjuvant chemotherapy (NAC) followed by radical cystectomy (RC) is the standard management of localized muscle-invasive bladder cancer (MIBC). However, about 45% of patients develop metastases within 2 years after RC. Biomarkers for treatment efficacy evaluation and early detection of minimal residual disease (MRD) are needed for earlier treatment initiation and monitoring of treatment response. Tumor-informed detection of mutations in cell-free DNA (cfDNA) has shown promising results to monitor MRD. However, the low tumor fraction after surgery and limited input material obtained from a typical plasma sample limits the probability of detecting low metastatic burden scenarios. Here we implemented and applied a whole-genome sequencing (WGS) approach to monitor circulating tumor DNA (ctDNA) for sensitive ctDNA detection. Methods: 110 MIBC patients undergoing NAC and RC were enrolled. cfDNA was extracted from ~1mL plasma (n=978) and procured from longitudinal plasma sampling during NAC and pre-RC and post-RC. WGS of tumor/germline pairs (30x/20x) and plasma cfDNA ( 〉 20x) was performed, facilitating detection of genome-wide genomic alterations and quantification of ctDNA using the C2inform method. Results: For each patient we developed a tumor-informed WGS model by integrating genome-wide mutation and copy number variation data coupled with advanced signal processing and AI-based error suppression. Patient-specific somatic variant patterns were used for detection and measuring ctDNA levels in low-input blood samples by WGS. Post-RC ctDNA analysis identified patients with recurrence with 78% sensitivity and 95% specificity and with a median lead time over radiographic imaging of 118 days (full follow-up included). When restricting follow-up time to 12 months following the latest ctDNA test, a sensitivity of 86% and specificity of 94% was achieved. ctDNA status was associated with recurrence-free (p 〈 0.0001) and overall survival (p 〈 0.0001). Furthermore, ctDNA clearance during NAC was also associated with recurrence-free survival (p=0.0051). The APOBEC associated signatures SBS2 and SBS13 were identified as the primary contributors to the mutational landscape of the primary tumors and TP53, KMT2D, PIK3CA, RB1 and KDM6A were the main affected driver genes. Half of the tumors displayed whole genome doubling. Moreover, our analysis of plasma samples after treatment showed the presence of chemotherapy-induced mutational signatures not present in the primary tumor, along with increases in copy numbers on chromosomes 19q and 20, and a focal amplification of the FGFR3 gene on chromosome 4. Conclusions: Our results highlight the clinical potential of personalized genome-wide mutation integration as an ultra-sensitive, non-invasive method for MRD detection and treatment response monitoring.
    Type of Medium: Online Resource
    ISSN: 0732-183X , 1527-7755
    RVK:
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    Language: English
    Publisher: American Society of Clinical Oncology (ASCO)
    Publication Date: 2023
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