Liquid biopsy: from concept to clinical application

Liquid biopsy: from concept to clinical application

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The diagnosis and treatment of cancer presents a physical and mental burden to the patient, often involving diagnostic biopsies and surgeries or chemotherapeutic approaches with severe side-effects. Advances which enable early detection of cancer and close monitoring of the disease course without invasive procedures, and which can underpin a tailored approach to treatment, can therefore make a big difference to the quality of life of patients. Liquid biopsies can be used to access tumor cells and tumor DNA circulating in the blood. Monitoring these species can provide a minimally invasive and repeatable means to detect cancer, or gain information about its response to treatment. The concept of liquid biopsy, as a minimally invasive blood sample collected throughout the course of disease, was first introduced (for circulating tumor cells, or CTCs) in 2010 and consistently applied afterwards1. To obtain a comprehensive real-time view of cancer progression, we must consider the broader definition of liquid biopsy which includes: (i) other tumor-derived circulating biomarkers such as circulating cell-free tumor DNA (ctDNA), circulating cell-free RNA (noncoding, miRNA and messenger RNA), extracellular vesicles (exosomes and oncosomes), tumor-educated platelets, and circulatory proteins; and (ii) circulating immune cells and immune system components. Furthermore, the term liquid biopsy in 2023 can also include the identification of the circulating microbiome in the blood, coined liquid microbiopsy, which is done by analyzing the circulating cell-free microbial DNA in combination with a defined panel of proteins and metabolites2. Lastly, this concept has been extended to other physiological fluids such as cerebrospinal fluid, urine, bone marrow, sputum, and saliva3. Clinically, liquid biopsy can be used for: (i) early detection of cancer using high blood volumes, though screening remains a challenge; (ii) tumor staging and monitoring of patients with localized cancer, e.g. to distinguish patients at low and high risk of recurrence; (iii) predicting metastatic progression in patients with advanced cancer; and (iv) monitoring treatment efficacy. This collection on current advances of liquid biopsy research includes articles written by experts in this field of research and covers multiple facets of liquid biopsy. CTCS Minimal residual disease detection by liquid biopsy has been shown to allow for the identification of metastatic disease as much as 2 years earlier than by imaging4,5. Stergiopoulou et al. provide evidence that liquid biopsy can detect minimal residual disease in breast cancer6. The authors enumerated and analyzed CTCs at the phenotypical and molecular levels (proteins, gene expression, epigenetic). Asante et al. worked on high grade serous ovarian carcinoma and reported the importance of genetic analysis of heterogenous subsets of CTCs to confirm their neoplastic origin7. This study was carried out only on 4 patients and the data obtained certainly need to be confirmed on a larger number of patient cohorts. Bao-Caamano et al. focused on performing epigenomic analyses of metastasis-competent colon cancer CTCs and showed that they present a unique DNA methylation program8. This study provides new insights into the epigenomic landscape of such aggressive subset of CTCs, revealing biological information for metastasis development, as well as cues for new potential biomarkers and therapeutic targets for colorectal cancer. Finally, Pirone et al. presented a label‑free liquid biopsy through the identification of CTCs by machine learning‑powered tomographic phase imaging flow cytometry9. CTDNA Calapre et al. compared the suitability of the Accel (Swift) and Oncomine (ThermoFisher Scientific, Inc.) panels for identification of TP53 mutations in ctDNA of 10 high grade serous ovarian carcinoma patients, and concluded that the Oncomine panel possessing unique molecular identifiers appears more useful10 for ctDNA analysis. Thus, this study demonstrates the utility of unique molecular identifiers-tagged NGS panel for plasma TP53 mutation screening in these patients. CIRCULATING CELL-FREE MIRNA Gahlawat et al. reported that circulating cell-free miRNA can be more easily obtained as a very stable biomarker population in blood, thus it might serve as a more appropriate surrogate liquid biopsy marker than cfDNA for ovarian cancer11. CIRCULATING CELL-FREE MRNA Grosgeorges et al. selected 3 candidates for colorectal cancer (B2M, TIMP-1, and CLU) and developed a method to purify circulating cell-free mRNAs from plasma samples by quantifying them via RT-qPCR12. Based upon these findings, this new approach was able to discriminate metastatic colorectal cancer patients from healthy donors. NON-CODING DNA Baxter et al. reported that specific hotspots in non-coding regions of ADGRG6, PLEKHS1, WDR74, TBC1D12 and LEPROTL1 could function as liquid biopsy in the urine for non-invasive detection of bladder cancer13. In the absence of clinically detectable disease during surveillance, the presence of non-coding mutations in urine was associated with an increased relative risk of future recurrence. EXOSOMES Shaikh et al. investigated the expression levels of a specific gene panel in exosomes isolated from patients with oral cancer to lymph nodes metastasis along with an integrated computational screening14. Their significant gene signature identification demonstrated increased serum exosome efficacy in early detection and was clinically associated with intracellular communication in the formation of the premetastatic niche. In conclusion, liquid biopsy analyses can be used to gain new insights into the biology of metastasis, its prediction and/or prevention, to be a companion diagnostic to improve therapy stratification, and to gain insights into therapy-induced cancer cell selection. Within these contexts, intra-patient tumor heterogeneity may be an important mechanism to investigate for total eradication of all tumor clones, including but also extending CTC subsets, by targeted therapies15. In addition, the synergy of multiple circulating biomarkers can reveal the molecular specifics of cancer16. Researchers and clinicians have been aware for many years of the potential value of liquid biopsies as useful tools to complement current therapies non-invasively and in real-time in the patients17,18. Liquid biopsy has also been implemented in clinical trials to measure biomarkers indicative of treatment response19 and prognosis20,21,22, meanwhile observational studies demonstrated the clinical utility of liquid biopsy to predict therapeutic response before it is clinically apparent23,24,25 and to better understand the biology of tumors26. Personalized mutation tracking using custom-made bespoke assays have also been designed for non-metastatic patients to allow for a more accurate screening for disease recurrence while patients are potentially curable27. More interventional clinical trials are urgently needed to widely implement liquid biopsy in clinical practice. Policymakers and business leaders must participate in these clinical trials and discussions in order to make national and international decisions. Of particular significance, the multi-center standardization of preanalytical and analytical methods is imperative before liquid biopsy can be consistently used in clinical settings. Big consortia such as the European Liquid Biopsy Society (ELBS; www.elbs.eu) in the EU, or the BLOODPAC in the U.S.A. continue to lead significant programs to complete this mission and develop and validate a wide range of standard operating procedures. There is also a clinically unmet need for more studies of liquid biopsy approaches to diagnose cancer before it is clinically evident, particularly for those types of cancer in which there is no clinical screening testing available28. Multidisciplinary collaboration between academia, the biotechnology and pharmaceutical industries, and other stakeholders will be crucial in moving the field forward. We anticipate that precision medicine approaches that identify high-risk patient populations and predict specific therapeutic benefit for patients will ultimately succeed in gaining clinical traction as the field moves beyond simply enumerating the presence of minimal residual disease to incorporating liquid biopsy in well-designed clinical trials in cancer. Finally, this collection of articles highlights the diversity of liquid biopsy approaches and the many strengths afforded by each strategy. Many challenges still remain to make liquid biopsy a reality in the clinic. We hope it will inspire researchers to continue innovating the applications of liquid biopsy and making important discoveries as we work together towards the goal of translating liquid biopsy to the clinic to improve outcomes for cancer patients. REFERENCES * Pantel, K. & Alix-Panabieres, C. Circulating tumour cells in cancer patients: Challenges and perspectives. _Trends Mol. Med._ 16, 398–406. https://doi.org/10.1016/j.molmed.2010.07.001 (2010). Article  PubMed  Google Scholar  * Edsjo, A. _et al._ Precision cancer medicine: Concepts, current practice, and future developments. _J. Intern. Med._ 294, 455–481. https://doi.org/10.1111/joim.13709 (2023). Article  CAS  PubMed  Google Scholar  * Alix-Panabieres, C. & Pantel, K. Liquid biopsy: From discovery to clinical application. _Cancer Discov._ 11, 858–873. https://doi.org/10.1158/2159-8290.CD-20-1311 (2021). Article  CAS  PubMed  Google Scholar  * Coombes, R. C. _et al._ Personalized detection of circulating tumor DNA antedates breast cancer metastatic recurrence. _Clin. Cancer Res._ 25, 4255–4263. https://doi.org/10.1158/1078-0432.CCR-18-3663 (2019). Article  CAS  PubMed  Google Scholar  * Sperger, J. M. _et al._ Expression and therapeutic targeting of TROP-2 in treatment-resistant prostate cancer. _Clin. Cancer Res._ 29, 2324–2335. https://doi.org/10.1158/1078-0432.CCR-22-1305 (2023). Article  CAS  PubMed  PubMed Central  Google Scholar  * Stergiopoulou, D. _et al._ Comprehensive liquid biopsy analysis as a tool for the early detection of minimal residual disease in breast cancer. _Sci. Rep._ 13, 1258. https://doi.org/10.1038/s41598-022-25400-1 (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Asante, D. B. _et al._ Genetic analysis of heterogeneous subsets of circulating tumour cells from high grade serous ovarian carcinoma patients. _Sci. Rep._ 13, 2552. https://doi.org/10.1038/s41598-023-29416-z (2023). Article  CAS  PubMed  PubMed Central  Google Scholar  * Bao-Caamano, A. _et al._ Epigenomic analysis reveals a unique DNA methylation program of metastasis-competent circulating tumor cells in colorectal cancer. _Sci. Rep._ 13, 15401. https://doi.org/10.1038/s41598-023-42037-w (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Pirone, D. _et al._ Label-free liquid biopsy through the identification of tumor cells by machine learning-powered tomographic phase imaging flow cytometry. _Sci. Rep._ 13, 6042. https://doi.org/10.1038/s41598-023-32110-9 (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Calapre, L. _et al._ Identification of TP53 mutations in circulating tumour DNA in high grade serous ovarian carcinoma using next generation sequencing technologies. _Sci. Rep._ 13, 278. https://doi.org/10.1038/s41598-023-27445-2 (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Gahlawat, A. W., Witte, T., Sinn, P. & Schott, S. Circulating cf-miRNA as a more appropriate surrogate liquid biopsy marker than cfDNA for ovarian cancer. _Sci. Rep._ 13, 5503. https://doi.org/10.1038/s41598-023-32243-x (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Grosgeorges, M. _et al._ A straightforward method to quantify circulating mRNAs as biomarkers of colorectal cancer. _Sci. Rep._ 13, 2739. https://doi.org/10.1038/s41598-023-29948-4 (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Baxter, L. _et al._ Properties of non-coding mutation hotspots as urinary biomarkers for bladder cancer detection. _Sci. Rep._ 13, 1060. https://doi.org/10.1038/s41598-023-27675-4 (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Shaikh, S., Yadav, D. K., Bhadresha, K. & Rawal, R. M. Integrated computational screening and liquid biopsy approach to uncover the role of biomarkers for oral cancer lymph node metastasis. _Sci. Rep._ 13, 14033. https://doi.org/10.1038/s41598-023-41348-2 (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Keller, L. & Pantel, K. Unravelling tumour heterogeneity by single-cell profiling of circulating tumour cells. _Nat. Rev. Cancer_ 19, 553–567. https://doi.org/10.1038/s41568-019-0180-2 (2019). Article  CAS  PubMed  Google Scholar  * Alix-Panabieres, C. The future of liquid biopsy. _Nature_ 579, S9. https://doi.org/10.1038/d41586-020-00844-5 (2020). Article  ADS  CAS  PubMed  Google Scholar  * Cristofanilli, M. _et al._ Circulating tumor cells, disease progression, and survival in metastatic breast cancer. _N. Engl. J. Med._ 351, 781–791 (2004). Article  CAS  PubMed  Google Scholar  * Lucci, A. _et al._ Circulating tumour cells in non-metastatic breast cancer: A prospective study. _Lancet Oncol._ 13, 688–695. https://doi.org/10.1016/S1470-2045(12)70209-7 (2012). Article  PubMed  Google Scholar  * Turner, N. C. _et al._ Circulating tumour DNA analysis to direct therapy in advanced breast cancer (plasmaMATCH): A multicentre, multicohort, phase 2a, platform trial. _Lancet Oncol._ 21, 1296–1308. https://doi.org/10.1016/S1470-2045(20)30444-7 (2020). Article  CAS  PubMed  PubMed Central  Google Scholar  * Magbanua, M. J. M. _et al._ Circulating tumor DNA in neoadjuvant-treated breast cancer reflects response and survival. _Ann. Oncol._ 32, 229–239. https://doi.org/10.1016/j.annonc.2020.11.007 (2021). Article  CAS  PubMed  Google Scholar  * Magbanua, M. J. M. _et al._ Clinical significance and biology of circulating tumor DNA in high-risk early-stage HER2-negative breast cancer receiving neoadjuvant chemotherapy. _Cancer Cell_ 41, 1091-1102e1094. https://doi.org/10.1016/j.ccell.2023.04.008 (2023). Article  CAS  PubMed  Google Scholar  * Radovich, M. _et al._ Association of circulating tumor DNA and circulating tumor cells after neoadjuvant chemotherapy with disease recurrence in patients with triple-negative breast cancer: Preplanned secondary analysis of the BRE12-158 randomized clinical trial. _JAMA Oncol._ 6, 1410–1415. https://doi.org/10.1001/jamaoncol.2020.2295 (2020). Article  PubMed  Google Scholar  * Lipsyc-Sharf, M. _et al._ Circulating tumor DNA and late recurrence in high-risk hormone receptor-positive, human epidermal growth factor receptor 2-negative breast cancer. _J. Clin. Oncol._ 40, 2408–2419. https://doi.org/10.1200/JCO.22.00908 (2022). Article  CAS  PubMed  PubMed Central  Google Scholar  * Poellmann, M. J. _et al._ Circulating tumor cell abundance in head and neck squamous cell carcinoma decreases with successful chemoradiation and cetuximab treatment. _Cancer Lett._ 562, 216187. https://doi.org/10.1016/j.canlet.2023.216187 (2023). Article  CAS  PubMed  Google Scholar  * Parsons, H. A. _et al._ Sensitive detection of minimal residual disease in patients treated for early-stage breast cancer. _Clin. Cancer Res._ 26, 2556–2564. https://doi.org/10.1158/1078-0432.CCR-19-3005 (2020). Article  CAS  PubMed  PubMed Central  Google Scholar  * Guo, H. _et al._ DNA hypomethylation silences anti-tumor immune genes in early prostate cancer and CTCs. _Cell_ 186, 2765-2782e2728. https://doi.org/10.1016/j.cell.2023.05.028 (2023). Article  CAS  PubMed  PubMed Central  Google Scholar  * McDonald, B. R. _et al._ Personalized circulating tumor DNA analysis to detect residual disease after neoadjuvant therapy in breast cancer. _Sci. Transl. Med._ https://doi.org/10.1126/scitranslmed.aax7392 (2019). Article  PubMed  PubMed Central  Google Scholar  * Lennon, A. M. _et al._ Feasibility of blood testing combined with PET-CT to screen for cancer and guide intervention. _Science_ https://doi.org/10.1126/science.abb9601 (2020). Article  PubMed  PubMed Central  Google Scholar  Download references FUNDING C.A.-P. is supported by la Fondation ARC pour la Recherche sur le cancer (PANLIPSY project), les Fonds de dotation AFER pour la recherche médicale and Aviesan – ITMO Cancer (MECA-CTC) at the national level but also at the European Level with two selective fundings: (i) HORIZON-MISS-2021-CANCER -02-01 (PANCAID project) as well as (ii) INNOVATIVE HEALTH INITIATIVE (IHI) (GUIDE.MRD project). DM is supported by the United States NIH grant 1R01 CA216991, the UNM Comprehensive Cancer Center Translational Initiative, the Oxnard Foundation, and by the United States NCI P30CA118100-16 grant supporting the UNM Comprehensive Cancer Center. JL is supported by VeloSano and by the United States NCI P30 CA043703-31 supporting the Case Cleveland Clinic Comprehensive Cancer Center. AUTHOR INFORMATION AUTHORS AND AFFILIATIONS * Laboratory of Rare Circulating Human Cells (LCCRH), University Medical Center of Montpellier, Montpellier, France Catherine Alix-Panabières * CREEC/CANECEV, MIVEGEC (CREES), Université de Montpellier, CNRS, IRD, Montpellier, France Catherine Alix-Panabières * European Liquid Biopsy Society (ELBS), Hamburg, Germany Catherine Alix-Panabières * Departments of Internal Medicine and Pathology, The University of New Mexico Health Sciences Center, UNM Comprehensive Cancer Center, MSC07 4025, 1 University of New Mexico, Albuquerque, NM, 87131, USA Dario Marchetti * Breast Surgery and Cancer Biology, Cleveland Clinic, 9500 Euclid Ave, A80, Cleveland, OH, 44195, USA Julie E. Lang * Case Comprehensive Cancer Center, Cleveland Clinic, 9500 Euclid Ave, A80, Cleveland, OH, 44195, USA Julie E. Lang * Institut Universitaire de Recherche Clinique (IURC), 641, avenue du Doyen Gaston Giraud, 34093, Montpellier Cedex 5, France Catherine Alix-Panabières Authors * Catherine Alix-Panabières View author publications You can also search for this author inPubMed Google Scholar * Dario Marchetti View author publications You can also search for this author inPubMed Google Scholar * Julie E. Lang View author publications You can also search for this author inPubMed Google Scholar CONTRIBUTIONS CA-P, DM, JEL: Conceptualization, original draft preparation, writing review & editing. CORRESPONDING AUTHOR Correspondence to Catherine Alix-Panabières. ETHICS DECLARATIONS COMPETING INTERESTS CAP received honoraria from Menarini; DM does not have any COI to disclose. JL does not have any COI to disclose. ADDITIONAL INFORMATION PUBLISHER'S NOTE Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. RIGHTS AND PERMISSIONS OPEN ACCESS This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. Reprints and permissions ABOUT THIS ARTICLE CITE THIS ARTICLE Alix-Panabières, C., Marchetti, D. & Lang, J.E. Liquid biopsy: from concept to clinical application. _Sci Rep_ 13, 21685 (2023). https://doi.org/10.1038/s41598-023-48501-x Download citation * Published: 07 December 2023 * DOI: https://doi.org/10.1038/s41598-023-48501-x SHARE THIS ARTICLE Anyone you share the following link with will be able to read this content: Get shareable link Sorry, a shareable link is not currently available for this article. Copy to clipboard Provided by the Springer Nature SharedIt content-sharing initiative

The diagnosis and treatment of cancer presents a physical and mental burden to the patient, often involving diagnostic biopsies and surgeries or chemotherapeutic approaches with severe


side-effects. Advances which enable early detection of cancer and close monitoring of the disease course without invasive procedures, and which can underpin a tailored approach to treatment,


can therefore make a big difference to the quality of life of patients. Liquid biopsies can be used to access tumor cells and tumor DNA circulating in the blood. Monitoring these species


can provide a minimally invasive and repeatable means to detect cancer, or gain information about its response to treatment. The concept of liquid biopsy, as a minimally invasive blood


sample collected throughout the course of disease, was first introduced (for circulating tumor cells, or CTCs) in 2010 and consistently applied afterwards1. To obtain a comprehensive


real-time view of cancer progression, we must consider the broader definition of liquid biopsy which includes: (i) other tumor-derived circulating biomarkers such as circulating cell-free


tumor DNA (ctDNA), circulating cell-free RNA (noncoding, miRNA and messenger RNA), extracellular vesicles (exosomes and oncosomes), tumor-educated platelets, and circulatory proteins; and


(ii) circulating immune cells and immune system components. Furthermore, the term liquid biopsy in 2023 can also include the identification of the circulating microbiome in the blood, coined


liquid microbiopsy, which is done by analyzing the circulating cell-free microbial DNA in combination with a defined panel of proteins and metabolites2. Lastly, this concept has been


extended to other physiological fluids such as cerebrospinal fluid, urine, bone marrow, sputum, and saliva3. Clinically, liquid biopsy can be used for: (i) early detection of cancer using


high blood volumes, though screening remains a challenge; (ii) tumor staging and monitoring of patients with localized cancer, e.g. to distinguish patients at low and high risk of


recurrence; (iii) predicting metastatic progression in patients with advanced cancer; and (iv) monitoring treatment efficacy. This collection on current advances of liquid biopsy research


includes articles written by experts in this field of research and covers multiple facets of liquid biopsy. CTCS Minimal residual disease detection by liquid biopsy has been shown to allow


for the identification of metastatic disease as much as 2 years earlier than by imaging4,5. Stergiopoulou et al. provide evidence that liquid biopsy can detect minimal residual disease in


breast cancer6. The authors enumerated and analyzed CTCs at the phenotypical and molecular levels (proteins, gene expression, epigenetic). Asante et al. worked on high grade serous ovarian


carcinoma and reported the importance of genetic analysis of heterogenous subsets of CTCs to confirm their neoplastic origin7. This study was carried out only on 4 patients and the data


obtained certainly need to be confirmed on a larger number of patient cohorts. Bao-Caamano et al. focused on performing epigenomic analyses of metastasis-competent colon cancer CTCs and


showed that they present a unique DNA methylation program8. This study provides new insights into the epigenomic landscape of such aggressive subset of CTCs, revealing biological information


for metastasis development, as well as cues for new potential biomarkers and therapeutic targets for colorectal cancer. Finally, Pirone et al. presented a label‑free liquid biopsy through


the identification of CTCs by machine learning‑powered tomographic phase imaging flow cytometry9. CTDNA Calapre et al. compared the suitability of the Accel (Swift) and Oncomine


(ThermoFisher Scientific, Inc.) panels for identification of TP53 mutations in ctDNA of 10 high grade serous ovarian carcinoma patients, and concluded that the Oncomine panel possessing


unique molecular identifiers appears more useful10 for ctDNA analysis. Thus, this study demonstrates the utility of unique molecular identifiers-tagged NGS panel for plasma TP53 mutation


screening in these patients. CIRCULATING CELL-FREE MIRNA Gahlawat et al. reported that circulating cell-free miRNA can be more easily obtained as a very stable biomarker population in blood,


thus it might serve as a more appropriate surrogate liquid biopsy marker than cfDNA for ovarian cancer11. CIRCULATING CELL-FREE MRNA Grosgeorges et al. selected 3 candidates for colorectal


cancer (B2M, TIMP-1, and CLU) and developed a method to purify circulating cell-free mRNAs from plasma samples by quantifying them via RT-qPCR12. Based upon these findings, this new approach


was able to discriminate metastatic colorectal cancer patients from healthy donors. NON-CODING DNA Baxter et al. reported that specific hotspots in non-coding regions of ADGRG6, PLEKHS1,


WDR74, TBC1D12 and LEPROTL1 could function as liquid biopsy in the urine for non-invasive detection of bladder cancer13. In the absence of clinically detectable disease during surveillance,


the presence of non-coding mutations in urine was associated with an increased relative risk of future recurrence. EXOSOMES Shaikh et al. investigated the expression levels of a specific


gene panel in exosomes isolated from patients with oral cancer to lymph nodes metastasis along with an integrated computational screening14. Their significant gene signature identification


demonstrated increased serum exosome efficacy in early detection and was clinically associated with intracellular communication in the formation of the premetastatic niche. In conclusion,


liquid biopsy analyses can be used to gain new insights into the biology of metastasis, its prediction and/or prevention, to be a companion diagnostic to improve therapy stratification, and


to gain insights into therapy-induced cancer cell selection. Within these contexts, intra-patient tumor heterogeneity may be an important mechanism to investigate for total eradication of


all tumor clones, including but also extending CTC subsets, by targeted therapies15. In addition, the synergy of multiple circulating biomarkers can reveal the molecular specifics of


cancer16. Researchers and clinicians have been aware for many years of the potential value of liquid biopsies as useful tools to complement current therapies non-invasively and in real-time


in the patients17,18. Liquid biopsy has also been implemented in clinical trials to measure biomarkers indicative of treatment response19 and prognosis20,21,22, meanwhile observational


studies demonstrated the clinical utility of liquid biopsy to predict therapeutic response before it is clinically apparent23,24,25 and to better understand the biology of tumors26.


Personalized mutation tracking using custom-made bespoke assays have also been designed for non-metastatic patients to allow for a more accurate screening for disease recurrence while


patients are potentially curable27. More interventional clinical trials are urgently needed to widely implement liquid biopsy in clinical practice. Policymakers and business leaders must


participate in these clinical trials and discussions in order to make national and international decisions. Of particular significance, the multi-center standardization of preanalytical and


analytical methods is imperative before liquid biopsy can be consistently used in clinical settings. Big consortia such as the European Liquid Biopsy Society (ELBS; www.elbs.eu) in the EU,


or the BLOODPAC in the U.S.A. continue to lead significant programs to complete this mission and develop and validate a wide range of standard operating procedures. There is also a


clinically unmet need for more studies of liquid biopsy approaches to diagnose cancer before it is clinically evident, particularly for those types of cancer in which there is no clinical


screening testing available28. Multidisciplinary collaboration between academia, the biotechnology and pharmaceutical industries, and other stakeholders will be crucial in moving the field


forward. We anticipate that precision medicine approaches that identify high-risk patient populations and predict specific therapeutic benefit for patients will ultimately succeed in gaining


clinical traction as the field moves beyond simply enumerating the presence of minimal residual disease to incorporating liquid biopsy in well-designed clinical trials in cancer. Finally,


this collection of articles highlights the diversity of liquid biopsy approaches and the many strengths afforded by each strategy. Many challenges still remain to make liquid biopsy a


reality in the clinic. We hope it will inspire researchers to continue innovating the applications of liquid biopsy and making important discoveries as we work together towards the goal of


translating liquid biopsy to the clinic to improve outcomes for cancer patients. REFERENCES * Pantel, K. & Alix-Panabieres, C. Circulating tumour cells in cancer patients: Challenges and


perspectives. _Trends Mol. Med._ 16, 398–406. https://doi.org/10.1016/j.molmed.2010.07.001 (2010). Article  PubMed  Google Scholar  * Edsjo, A. _et al._ Precision cancer medicine: Concepts,


current practice, and future developments. _J. Intern. Med._ 294, 455–481. https://doi.org/10.1111/joim.13709 (2023). Article  CAS  PubMed  Google Scholar  * Alix-Panabieres, C. &


Pantel, K. Liquid biopsy: From discovery to clinical application. _Cancer Discov._ 11, 858–873. https://doi.org/10.1158/2159-8290.CD-20-1311 (2021). Article  CAS  PubMed  Google Scholar  *


Coombes, R. C. _et al._ Personalized detection of circulating tumor DNA antedates breast cancer metastatic recurrence. _Clin. Cancer Res._ 25, 4255–4263.


https://doi.org/10.1158/1078-0432.CCR-18-3663 (2019). Article  CAS  PubMed  Google Scholar  * Sperger, J. M. _et al._ Expression and therapeutic targeting of TROP-2 in treatment-resistant


prostate cancer. _Clin. Cancer Res._ 29, 2324–2335. https://doi.org/10.1158/1078-0432.CCR-22-1305 (2023). Article  CAS  PubMed  PubMed Central  Google Scholar  * Stergiopoulou, D. _et al._


Comprehensive liquid biopsy analysis as a tool for the early detection of minimal residual disease in breast cancer. _Sci. Rep._ 13, 1258. https://doi.org/10.1038/s41598-022-25400-1 (2023).


Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Asante, D. B. _et al._ Genetic analysis of heterogeneous subsets of circulating tumour cells from high grade serous ovarian


carcinoma patients. _Sci. Rep._ 13, 2552. https://doi.org/10.1038/s41598-023-29416-z (2023). Article  CAS  PubMed  PubMed Central  Google Scholar  * Bao-Caamano, A. _et al._ Epigenomic


analysis reveals a unique DNA methylation program of metastasis-competent circulating tumor cells in colorectal cancer. _Sci. Rep._ 13, 15401. https://doi.org/10.1038/s41598-023-42037-w


(2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Pirone, D. _et al._ Label-free liquid biopsy through the identification of tumor cells by machine learning-powered


tomographic phase imaging flow cytometry. _Sci. Rep._ 13, 6042. https://doi.org/10.1038/s41598-023-32110-9 (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Calapre, L.


_et al._ Identification of TP53 mutations in circulating tumour DNA in high grade serous ovarian carcinoma using next generation sequencing technologies. _Sci. Rep._ 13, 278.


https://doi.org/10.1038/s41598-023-27445-2 (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Gahlawat, A. W., Witte, T., Sinn, P. & Schott, S. Circulating cf-miRNA as


a more appropriate surrogate liquid biopsy marker than cfDNA for ovarian cancer. _Sci. Rep._ 13, 5503. https://doi.org/10.1038/s41598-023-32243-x (2023). Article  ADS  CAS  PubMed  PubMed


Central  Google Scholar  * Grosgeorges, M. _et al._ A straightforward method to quantify circulating mRNAs as biomarkers of colorectal cancer. _Sci. Rep._ 13, 2739.


https://doi.org/10.1038/s41598-023-29948-4 (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Baxter, L. _et al._ Properties of non-coding mutation hotspots as urinary


biomarkers for bladder cancer detection. _Sci. Rep._ 13, 1060. https://doi.org/10.1038/s41598-023-27675-4 (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Shaikh, S.,


Yadav, D. K., Bhadresha, K. & Rawal, R. M. Integrated computational screening and liquid biopsy approach to uncover the role of biomarkers for oral cancer lymph node metastasis. _Sci.


Rep._ 13, 14033. https://doi.org/10.1038/s41598-023-41348-2 (2023). Article  ADS  CAS  PubMed  PubMed Central  Google Scholar  * Keller, L. & Pantel, K. Unravelling tumour heterogeneity


by single-cell profiling of circulating tumour cells. _Nat. Rev. Cancer_ 19, 553–567. https://doi.org/10.1038/s41568-019-0180-2 (2019). Article  CAS  PubMed  Google Scholar  *


Alix-Panabieres, C. The future of liquid biopsy. _Nature_ 579, S9. https://doi.org/10.1038/d41586-020-00844-5 (2020). Article  ADS  CAS  PubMed  Google Scholar  * Cristofanilli, M. _et al._


Circulating tumor cells, disease progression, and survival in metastatic breast cancer. _N. Engl. J. Med._ 351, 781–791 (2004). Article  CAS  PubMed  Google Scholar  * Lucci, A. _et al._


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PubMed  PubMed Central  Google Scholar  Download references FUNDING C.A.-P. is supported by la Fondation ARC pour la Recherche sur le cancer (PANLIPSY project), les Fonds de dotation AFER


pour la recherche médicale and Aviesan – ITMO Cancer (MECA-CTC) at the national level but also at the European Level with two selective fundings: (i) HORIZON-MISS-2021-CANCER -02-01 (PANCAID


project) as well as (ii) INNOVATIVE HEALTH INITIATIVE (IHI) (GUIDE.MRD project). DM is supported by the United States NIH grant 1R01 CA216991, the UNM Comprehensive Cancer Center


Translational Initiative, the Oxnard Foundation, and by the United States NCI P30CA118100-16 grant supporting the UNM Comprehensive Cancer Center. JL is supported by VeloSano and by the


United States NCI P30 CA043703-31 supporting the Case Cleveland Clinic Comprehensive Cancer Center. AUTHOR INFORMATION AUTHORS AND AFFILIATIONS * Laboratory of Rare Circulating Human Cells


(LCCRH), University Medical Center of Montpellier, Montpellier, France Catherine Alix-Panabières * CREEC/CANECEV, MIVEGEC (CREES), Université de Montpellier, CNRS, IRD, Montpellier, France


Catherine Alix-Panabières * European Liquid Biopsy Society (ELBS), Hamburg, Germany Catherine Alix-Panabières * Departments of Internal Medicine and Pathology, The University of New Mexico


Health Sciences Center, UNM Comprehensive Cancer Center, MSC07 4025, 1 University of New Mexico, Albuquerque, NM, 87131, USA Dario Marchetti * Breast Surgery and Cancer Biology, Cleveland


Clinic, 9500 Euclid Ave, A80, Cleveland, OH, 44195, USA Julie E. Lang * Case Comprehensive Cancer Center, Cleveland Clinic, 9500 Euclid Ave, A80, Cleveland, OH, 44195, USA Julie E. Lang *


Institut Universitaire de Recherche Clinique (IURC), 641, avenue du Doyen Gaston Giraud, 34093, Montpellier Cedex 5, France Catherine Alix-Panabières Authors * Catherine Alix-Panabières View


author publications You can also search for this author inPubMed Google Scholar * Dario Marchetti View author publications You can also search for this author inPubMed Google Scholar *


Julie E. Lang View author publications You can also search for this author inPubMed Google Scholar CONTRIBUTIONS CA-P, DM, JEL: Conceptualization, original draft preparation, writing review


& editing. CORRESPONDING AUTHOR Correspondence to Catherine Alix-Panabières. ETHICS DECLARATIONS COMPETING INTERESTS CAP received honoraria from Menarini; DM does not have any COI to


disclose. JL does not have any COI to disclose. ADDITIONAL INFORMATION PUBLISHER'S NOTE Springer Nature remains neutral with regard to jurisdictional claims in published maps and


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permissions ABOUT THIS ARTICLE CITE THIS ARTICLE Alix-Panabières, C., Marchetti, D. & Lang, J.E. Liquid biopsy: from concept to clinical application. _Sci Rep_ 13, 21685 (2023).


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