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Achieving Precision Diagnostics for Cancer using Circulating Biomarkers
Örebro University, School of Medical Sciences.ORCID iD: 0000-0001-6688-947X
2024 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Each year, nearly 20 million people are diagnosed with cancer worldwide,and over 9.7 million die of the disease. Tumor tissue sampling is essential for diagnosis and treatment, but it poses risks and may not fully represent the tumor due to heterogeneity. Additionally, limited sample sizes can hinder comprehensive testing, affecting precision diagnostics.

Circulating biomarkers offer a non-invasive alternative, as they are easily obtained from body fluids, and reflect tumor activity. These biomarkers include DNA, RNA, vesicles, proteins, metabolites, and whole tumor cells. They hold potential for screening, diagnosis, treatment selection, monitoring, and prognosis. Currently, circulating cell-free DNA (cfDNA) is the only clinically used biomarker for treatment selection and monitoring in cases without available tumor tissue.

The main aim of this thesis was to explore the clinical use of circulating biomarkers in cancer care. Paper I investigated liquid biopsy for variant analysis in lung cancer, finding that plasma cfDNA could predict overall survival and reliably detect variants in advanced cases. Paper II explored glycosaminoglycans (GAGs) as biomarkers for lung cancer, revealing that combining cfDNA and GAG profiles improved diagnostic sensitivity. Paper III developed sensitive assays to detect HPV in plasma, correlating ctHPV-DNA levels with tumor characteristics in oropharyngeal cancer. Paper IV examined methylation patterns in cfDNA, identifying regions that could distinguish cancer from other diseases using machine learning.

Overall, this thesis demonstrates the clinical potential of circulating biomarkers for cancer diagnosis, prognosis, and monitoring, emphasizing the value of multimodal approaches in enhancing detection accuracy.

Place, publisher, year, edition, pages
Örebro: Örebro University , 2024. , p. 89
Series
Örebro Studies in Medicine, ISSN 1652-4063 ; 303
Keywords [en]
circulating biomarkers, cfDNA, ctDNA, ctHPV-DNA, lung cancer, Next Generation Sequencing, oropharyngeal cancer, severe nonspecific symptoms of cancer, ultrasensitive detection
National Category
Other Basic Medicine
Identifiers
URN: urn:nbn:se:oru:diva-115850ISBN: 9789175296005 (print)ISBN: 9789175296012 (electronic)OAI: oai:DiVA.org:oru-115850DiVA, id: diva2:1896490
Public defence
2024-11-29, Örebro universitet, Campus USÖ, Tidefeltsalen, Södra Grev Rosengatan 32, Örebro, 09:00 (Swedish)
Opponent
Supervisors
Available from: 2024-09-10 Created: 2024-09-10 Last updated: 2024-11-11Bibliographically approved
List of papers
1. Liquid biopsy as an option for predictive testing and prognosis in patients with lung cancer
Open this publication in new window or tab >>Liquid biopsy as an option for predictive testing and prognosis in patients with lung cancer
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2021 (English)In: Molecular Medicine, ISSN 1076-1551, E-ISSN 1528-3658, Vol. 27, no 1, article id 68Article in journal (Refereed) Published
Abstract [en]

Background: The aim of this study was to investigate the clinical value of liquid biopsy as a primary source for variant analysis in lung cancer. In addition, we sought to characterize liquid biopsy variants and to correlate mutational load to clinical data.

Methods: Circulating cell-free DNA was extracted from plasma from patients with lung cancer (n = 60) and controls with benign lung disease (n = 16). Variant analysis was performed using the AVENIO ctDNA Surveillance kit and the results were correlated to clinical and variant analysis data from tumor tissue or cytology retrieved from clinical routine diagnostics.

Results: There were significantly more variants detected in lung cancer cases compared to controls (p = 0.011), but no difference between the histological subgroups of lung cancer was found (p = 0.465). Furthermore, significantly more variants were detected in patients with stage IIIb-IV disease compared to patients with stage I-IIIa (median 7 vs 4, p = 0.017). Plasma cfDNA mutational load was significantly associated with overall survival (p = 0.010). The association persisted when adjusted for stage and ECOG performance status (HR: 3.64, 95% CI 1.37-9.67, p = 0.009). Agreement between tumor and plasma samples significantly differed with stage; patients with stage IIIb-IV disease showed agreement in 88.2% of the cases with clinically relevant variants, compared to zero cases in stage I-IIIa (p = 0.004). Furthermore, one variant in EGFR, two in KRAS, and one in BRAF were detected in plasma but not in tumor samples.

Conclusion: This study concludes that in the vast majority of advanced NSCLC patients a reliable variant analysis can be performed using liquid biopsy from plasma. Furthermore, we found that the number of variants in plasma is associated with prognosis, possibly indicating a strategy for closer follow up on this crucial patient group.

Place, publisher, year, edition, pages
Springer, 2021
National Category
Cancer and Oncology
Identifiers
urn:nbn:se:oru:diva-93189 (URN)10.1186/s10020-021-00331-1 (DOI)000669300200001 ()34217228 (PubMedID)2-s2.0-85110796418 (Scopus ID)
Note

Funding Agencies:

Örebro County Council Research committee  

Lions fund for cancer research Uppsala-Örebro  

Nyckelfonden-Örebro University Hospital Research Foundation  

Uppsala-Örebro Regional research council 

Available from: 2021-07-30 Created: 2021-07-30 Last updated: 2024-11-06Bibliographically approved
2. Discriminating Benign from Malignant Lung Diseases Using Plasma Glycosaminoglycans and Cell-Free DNA
Open this publication in new window or tab >>Discriminating Benign from Malignant Lung Diseases Using Plasma Glycosaminoglycans and Cell-Free DNA
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2024 (English)In: International Journal of Molecular Sciences, ISSN 1661-6596, E-ISSN 1422-0067, Vol. 25, no 18, article id 9777Article in journal (Refereed) Published
Abstract [en]

We aimed to investigate the use of free glycosaminoglycan profiles (GAGomes) and cfDNA in plasma to differentiate between lung cancer and benign lung disease, in a cohort of 113 patients initially suspected of lung cancer. GAGomes were analyzed in all samples using the MIRAM® Free Glycosaminoglycan Kit with ultra-high-performance liquid chromatography and electrospray ionization triple quadrupole mass spectrometry. In a subset of samples, cfDNA concentration and NGS-data was available. We detected two GAGome features, 0S chondroitin sulfate (CS), and 4S CS, with cancer-specific changes. Based on the observed GAGome changes, we devised a model to predict lung cancer. The model, named the GAGome score, could detect lung cancer with 41.2% sensitivity (95% CI: 9.2-54.2%) at 96.4% specificity (95% CI: 95.2-100.0%, n = 113). When we combined the GAGome score with a cfDNA-based model, the sensitivity increased from 42.6% (95% CI: 31.7-60.6%, cfDNA alone) to 70.5% (95% CI: 57.4-81.5%) at 95% specificity (95% CI: 75.1-100%, n = 74). Notably, the combined GAGome and cfDNA testing improved the sensitivity, compared to cfDNA alone, especially in ASCL stage I (55.6% vs 11.1%). Our findings show that plasma GAGome profiles can enhance cfDNA testing performance, highlighting the applicability of a multiomics approach in lung cancer diagnostics.

Place, publisher, year, edition, pages
MDPI, 2024
Keywords
GAGome, cfDNA, glycosaminoglycans, lung cancer, multiomics
National Category
Cancer and Oncology
Identifiers
urn:nbn:se:oru:diva-116392 (URN)10.3390/ijms25189777 (DOI)001323972500001 ()39337265 (PubMedID)2-s2.0-85205260687 (Scopus ID)
Funder
NyckelfondenInsamlingsstiftelsen Lions Cancerforskningsfond Mellansverige Uppsala-Örebro
Note

Funding: This work was funded by the Nyckelfonden-Örebro University Hospital Research Foundation, the Lions Fund for Cancer Research Uppsala-Örebro, and the Uppsala-Örebro Regional Research Council.

Available from: 2024-09-30 Created: 2024-09-30 Last updated: 2024-11-06Bibliographically approved
3. Sensitive and Specific Droplet Digital PCR Assays for Circulating Tumor HPV DNA: Development, Validation, and Clinical Application in HPV-Associated Cancers
Open this publication in new window or tab >>Sensitive and Specific Droplet Digital PCR Assays for Circulating Tumor HPV DNA: Development, Validation, and Clinical Application in HPV-Associated Cancers
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2024 (English)In: Molecular Diagnosis & Therapy, ISSN 1177-1062, E-ISSN 1179-2000, Vol. 28, no 6, p. 835-845Article in journal (Refereed) Published
Abstract [en]

BACKGROUND: Human papillomavirus (HPV) has emerged as a significant contributor to cancer incidence globally, particularly in the context of oropharyngeal squamous cell carcinoma (OPSCC) and cancer of unknown primary (HNCUP). This study aimed to develop and validate droplet digital PCR (ddPCR) assays for the detection of circulating tumor HPV DNA (ctHPV-DNA) in plasma, focusing on high-risk HPV genotypes associated with these cancers.

METHODS: ddPCR assays for HPV16, 18, 33, 35, 56, and 59 were developed and tested using gBlocks, HPV cell-free DNA, fragmented tumor HPV+ DNA, and plasma samples from patients with HPV+ OPSCC (n = 110) and HNCUP (n = 9).

RESULTS: Assays demonstrated robust technical sensitivity across all tested HPV genotypes. Clinical application of the assays on a cohort of patients with HPV+ OPSCC and HNCUP revealed high sensitivity (91.6%) and wide variability in ctHPV-DNA levels. Analyses revealed correlations between ctHPV-DNA levels and TNM stage and tumor viral load. The association between ctHPV-DNA and tumor viral load persisted even after adjusting for TNM stage. At posttreatment, 72.5% of samples had reached undetectable ctHPV-DNA levels. Having detectable ctHPV-DNA posttreatment was associated with a higher ctHPV-DNA level at diagnosis and higher viral load at diagnosis.

CONCLUSION: The findings underscore the potential of ctHPV-DNA as a biomarker for monitoring HPV+ cancers and offer insights into tumor dynamics. Implementation of these assays in clinical practice could enhance no-invasive treatment monitoring and recurrence detection in HPV-associated cancers.

CLINICAL TRIALS: NCT05904327.

Place, publisher, year, edition, pages
Adis International Ltd., 2024
National Category
Cancer and Oncology
Identifiers
urn:nbn:se:oru:diva-116394 (URN)10.1007/s40291-024-00743-9 (DOI)001321547500001 ()39325260 (PubMedID)2-s2.0-85204878050 (Scopus ID)
Funder
Örebro UniversityRegion Örebro CountyInsamlingsstiftelsen Lions Cancerforskningsfond Mellansverige Uppsala-Örebro
Note

Funding: Open access funding provided by Örebro University. This work was funded by the Örebro County Council Research committee, Nyckelfonden-Örebro University Hospital Research Foundation, Lions fund for cancer research Uppsala-Örebro, and Uppsala-Örebro Regional research council.

Available from: 2024-09-30 Created: 2024-09-30 Last updated: 2024-11-06Bibliographically approved
4. Methylation patterns in cell-free DNA for pan-cancer detection
Open this publication in new window or tab >>Methylation patterns in cell-free DNA for pan-cancer detection
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(English)Manuscript (preprint) (Other academic)
National Category
Other Basic Medicine
Identifiers
urn:nbn:se:oru:diva-117226 (URN)
Available from: 2024-11-06 Created: 2024-11-06 Last updated: 2024-11-11Bibliographically approved

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