Literature DB >> 32566568

Folate receptor-positive circulating tumor cells as a predictive biomarker for the efficacy of first-line pemetrexed-based chemotherapy in patients with non-squamous non-small cell lung cancer.

Xiaoxia Chen1, Fei Zhou1, Xuefei Li2, Guohua Yang3, Chao Zhao2, Wei Li1, Fenying Wu1, Jia Yu1, Guanghui Gao1, Jiayu Li1, Aiwu Li1, Shengxiang Ren1, Caicun Zhou1.   

Abstract

BACKGROUND: There is a lack of well-established biomarkers to predict the efficacy of pemetrexed-based chemotherapy. In this prospective phase II study, we investigated the correlation of folate receptor (FR)-positive circulating tumor cell (CTC) level with the clinical outcomes of patients with advanced non-squamous non-small cell lung cancer (nsNSCLC) when treated with pemetrexed-based chemotherapy.
METHODS: A total of 98 nsNSCLC patients were enrolled. Peripheral blood was collected from each patient prior to initiation of treatment. FR-positive CTCs were enriched by immunomagnetic leukocyte depletion and quantified using ligand-targeted polymerase chain reaction (LT-PCR) method.
RESULTS: Patients with relatively low CTC level (11-16 FU/3 mL, n=32) showed a significantly shorter progression-free survival (PFS) and overall survival (OS) compared with those in the "high CTC level group" (>16 FU/3mL, n=28; median PFS, 133 versus 320 days, P<0.001; median OS, 632 days versus "not reached", P=0.003). Patients in the "high CTC level group" also achieved superior objective response rate (ORR) and disease control rate (DCR) over those in the "low CTC level group" (ORR, 40.9% versus 9.5%, P=0.0339; DCR, 100% versus 81.0%, P=0.0485). The clinical outcomes of pemetrexed in the "negative-CTC group" (<11 FU/3mL, n=38) fell between the "high CTC level group" and the "low CTC level group" (median PFS, 290 days; median OS, 1,122 days; ORR: 21.2%, DCR: 93.9%). Further multivariate Cox proportional hazards regression analysis demonstrated that "high CTC level" was an independent factor that was significantly associated with better PFS [hazard ratio (HR) =0.26, 95% confidence interval (CI), 0.12-0.58, P=0.001] and OS (HR =0.23, 95% CI, 0.06-0.92, P=0.037).
CONCLUSIONS: Our results implied that FR-positive CTC is a promising biomarker to predict the clinical outcome of pemetrexed-based chemotherapy in patients with advanced nsNSCLC. 2020 Annals of Translational Medicine. All rights reserved.

Entities:  

Keywords:  Biomarkers; circulating tumor cells (CTCs); folate receptor (FR); non-squamous non-small cell lung cancer (nsNSCLC); pemetrexed

Year:  2020        PMID: 32566568      PMCID: PMC7290650          DOI: 10.21037/atm-19-4680

Source DB:  PubMed          Journal:  Ann Transl Med        ISSN: 2305-5839


Introduction

Platinum-based doublet chemotherapy remains the standard first-line treatment for advanced non-small cell lung cancer (NSCLC) patients, especially for those who are ineligible for targeted therapy (1). Pemetrexed, an anti-folate agent, is one of the most commonly used drugs for treating patients with non-squamous NSCLC (nsNSCLC) (2). Pemetrexed primarily targets thymidylate synthase (TS) and also inhibits folate-dependent enzymes such as dihydrofolate reductase (DHFR) and glycinamide ribonucleotide formyltransferase (GARFT) (3). Through inhibiting those enzymes, pemetrexed interferes with the biosynthesis of thymidine and purine nucleosides, and thus blocks tumor growth (3). Nowadays, many clinical guidelines, including NCCN, ESMO, and ASCO (2,4,5), have recommended pemetrexed in combination with platinum as a first-line treatment option for patients with advanced nsNSCLC. Despite the clinical benefits of pemetrexed, it lacks an effective biomarker currently. TS and folate receptor alpha (FRA) have been found to be correlated to the efficacy of pemetrexed (6-10). Recently, Tie et al. found that FRβ was overexpression in tumor-associated macrophages and was associated with poor prognosis in lung cancer (11). However, the clinical value of these biomarkers remains controversial (12,13). More importantly, these biomarkers require tumor tissue for analysis while the majority of advanced lung cancer patients may not have sufficient tumor tissue for the analysis. Recently, liquid biopsy has become a research hotspot in oncology. Many studies have investigated the clinical significance of circulating tumor cells (CTCs) in cancer management (14). CTCs are tumor cells that shed from the primary or metastatic lesions and enter the blood circulation. Comparing with conventional tumor tissue, CTCs can be easily obtained in a non-invasive approach. Hence, it can be collected repeatedly for molecular test and dynamic monitoring. “CytoploRare detection kit” is a diagnostic kit developed by Genosaber Biotech Co. Ltd. (Shanghai, China). The kit utilizes negative enrichment and ligand-targeted PCR (LT-PCR) method to enumerate FR-positive CTCs. Our previous study has proven the diagnostic efficiency of FR-positive CTCs in the diagnosis of lung cancer (15) and in 2016, China Food and Drug Administration has approved the clinical application of the kit in lung cancer diagnosis. In the present study, we prospectively investigated the predictive capability of FR-positive CTCs for the efficacy of pemetrexed-based chemotherapy.

Methods

Study design

This was a prospective, single-institution, phase II clinical trial approved by the Institutional Review Board of the Shanghai Pulmonary Hospital (No. K13-112). Inclusion criteria included: (I) pathologically or cytologically confirmed advanced nsNSCLC based on the International Association for the Study of Lung Cancer 8th TNM Staging System; (II) received pemetrexed-based chemotherapy for at least one cycle; and (III) had sufficient blood samples prior to initial treatment. Eligible patients were treated with pemetrexed (500 mg/m2, d1) with cisplatin (75 mg/m2, d1) or carboplatin [area under the curve (AUC) =5, d1] or oxaliplatin (100 mg/m2, d1), or pemetrexed alone (500 mg/m2, d1) every 3 weeks for at least one cycle. This trial was registered on the Chinese Clinical Trial Registry Web site (ChiCTR-ONC-13003475).

FR-positive CTC analysis

Three milliliters of peripheral blood were collected from each patient before the initiation of treatment for FR-positive CTC analysis. FR-positive CTC analysis was performed using “CytoploRare detection kit” (GenoSaber Biotech Co., Ltd., Shanghai, China) as previously described (15). Whole blood samples from eligible patients were collected in 3 mL ethylene diamine tetraacetic acid (EDTA) anticoagulant tubes and stored at 4 °C. FR-positive CTC analysis was performed within 24 hours of collection, according to the manufacturer’s instructions. In brief, CTCs were enriched from 3 mL of whole blood by immunomagnetic depletion of leukocytes and then labeled with conjugates of a tumor-specific ligand folic acid and a synthesized oligonucleotide. After washing off free conjugates, the stripped bound conjugates were analyzed by quantitative PCR. In this study, the quantity of FR-positive CTC was expressed as an arbitrarily defined “FR Unit” (FU), which was defined as the number of FR-positive CTC detected in 3 mL of blood. A serial of standards containing oligonucleotides (10−14 to 10−19 M, corresponding to 2 to 2×105 FU/3 mL) was used for FR-positive CTC quantification.

Statistical analysis

The categorical variables were compared using chi-square tests, or Fisher’s exact tests when needed. Progression-free survival (PFS) was defined as the time from the date of first-line treatment to the date of systemic progression or death. Overall survival (OS) was defined as the time from the date of first-line treatment to the date of death and was censored at the date of the last follow-up if the patient was alive. Tumor response was assessed according to the Response Evaluation Criteria in Solid Tumors (RECIST) version 1.1 (16). Kaplan-Meier curve and two-sided log-rank test were used for survival analyses. Multivariate Cox proportional hazards regression analyses were used to determine the independently predictive and prognostic value of FR-positive CTC. P<0.05 was considered to indicate a statistically significant difference. Statistical analysis was performed using SPSS 20.0 software (SPSS Inc., IL, USA) and Prism 7.0 (GraphPad Software Inc., CA, USA).

Results

Study population

A total of 98 patients with nsNSCLC were enrolled in this study (the patients’ baseline clinicopathological characteristics were presented in ). The majority of the enrolled patients had stage IV (77/98, 78.6%) adenocarcinoma (96/98, 98.0%). Most of the patients received first-line (84/98, 85.7%) pemetrexed/carboplatin (86/98, 87.8%) treatment. All of the 98 patients commenced pemetrexed treatment between May 2014 and May 2018. The median follow-up duration was 150 days (ranging from 2 to 1,204 days). At the date of analysis, 47 patients had disease progression. The median PFS and OS were 229 and 1,122 days, respectively.
Table S1

Patients’ characteristics

Clinicopathological parametersNumber of patientsPercentage (%)
Gender
   Male6667.3
   Female3232.7
Age (years)
   Median [range]63 [26–78]
   ≥60 years6162.2
   <60 years3737.8
Smoking history
   Ever3636.7
   Never6263.3
Pathological subtype
   Adenocarcinoma9698.0
   NSCLC-NOS22.0
Clinical stage
   IV7778.6
   Recurrence disease2121.4
Treatment regimen
   AC8687.8
   AP88.2
   AO33.1
   A11.0
Mutation status
   EGFR1818.4
   ALK77.1
   ROS111.0
   KRAS77.1
   Wild-type5051.0
   Unknown1515.3

NSCLC-NOS, non-small cell lung cancer not otherwise specified; AC, pemetrexed + carboplatin; AP, pemetrexed + cisplatin; AO, pemetrexed + oxaliplatin; A, pemetrexed; EGFR, epidermal growth factor receptor; ALK, anaplastic lymphoma kinase; KRAS, Kirsten rat sarcoma viral oncogene homolog.

Association of FR-positive CTC level with PFS and OS

The median CTC level of the enrolled patients was 11.9 FU/3 mL (0.4–35.5 FU/3 mL). According to the manufacturer’s instruction, the optimal cutoff threshold of FR-positive CTC count in lung cancer diagnosis was 8.7 FU/3 mL. In this study, the positive rate was 80.6% (79/98). According to our previous report (17), another cutoff threshold (16 FU/3 mL) was chosen to classify high and low FR-positive CTC levels. The median PFS of the “<8.7 group”, “8.7–16 group”, and “>16 group” were 224, 269, and 320 days, respectively (). The median OS of the “8.7–16 group” was 735 days, while that of the “<8.7 group” and “>16 group” had not yet reached at the date of analysis (). The PFS and OS showed no significant differences among the three subgroups. When patients who received only one cycle of treatment or received pemetrexed-based chemotherapy as second-line treatment were excluded, the PFS and OS among the three CTC subgroups remained statistically insignificant ().
Figure 1

PFS and OS of patients in the CTC subgroups (with 8.7 and 16 FU/3 mL as the cutoff threshold). (A,B) The Kaplan-Meier curve of PFS (A) and OS (B) of the entire cohort (n=98); (C,D) PFS (C) and OS (D) of the patients received >1 cycle of pemetrexed treatment (n=88). CTC, circulating tumor cell; FU, folate receptor unit; PFS, progression-free survival; OS, overall survival.

PFS and OS of patients in the CTC subgroups (with 8.7 and 16 FU/3 mL as the cutoff threshold). (A,B) The Kaplan-Meier curve of PFS (A) and OS (B) of the entire cohort (n=98); (C,D) PFS (C) and OS (D) of the patients received >1 cycle of pemetrexed treatment (n=88). CTC, circulating tumor cell; FU, folate receptor unit; PFS, progression-free survival; OS, overall survival. Since the cutoff threshold of 8.7 FU/3 mL was determined to differentiate lung cancer from benign lung disease, a new cutoff threshold was chosen. Our previous has demonstrated that the median level of CTC in lung cancer patients was 11.64 FU/3 mL (15). We further divided patients into three groups, “‘negative-CTC group” (<11 FU/3 mL), “the low CTC level group” (11–16 FU/3 mL), and “the high CTC level group” (>16 FU/3 mL). The baseline clinicopathological features of patients among the three CTC subgroups were well balanced, except for gender, as shown in .
Table 1

Patients’ characteristics according to CTC subgroups

CTC subgroupsNegative-CTC (<11 FU/3 mL)Low CTC level (11–16 FU/3 mL)High CTC level (>16 FU/3 mL)P
Number of patients, n (%)38 (38.8)32 (32.7)28 (28.6)
Gender, n (%)0.012
   Male19 (50.0)24 (75.0)23 (82.1)
   Female19 (50.0)8 (25.0)5 (17.9)
Age (years)0.891
   Median, range62, 26–7563.5, 33–7561.5, 29–78
   ≥60 years, n (%)23 (60.5)21 (65.6)17 (60.7)
   <60 years, n (%)15 (39.5)11 (34.4)11 (39.3)
Smoking history, n (%)0.234
   Ever10 (26.3)14 (43.8)12 (42.9)
   Never28 (73.7)18 (56.3)16 (57.1)
Clinical stage, n (%)0.474
   Recurrence disease8 (21.1)5 (15.6)8 (28.6)
   IV30 (78.9)27 (84.4)20 (71.4)
Treatment regimen, n (%)0.506
   AC34 (89.5)28 (87.5)24 (85.7)
   AP2 (5.3)4 (22.5)2 (7.1)
   AO1 (2.6)0 (0)2 (7.1)
   A1 (2.6)0 (0)0 (0)
Mutational status, n (%)0.234
   EGFR7 (18.4)3 (9.4)8 (28.6)
   ALK4 (10.5)1 (3.1)2 (7.1)
   ROS11 (2.6)0 (0)0 (0)
   KRAS2 (5.3)3 (9.4)2 (7.1)
   Wild-type19 (50.0)22 (68.8)9 (32.1)
   Unknown5 (13.2)3 (9.4)7 (25.0)

CTC, circulating tumor cell; FU, folate receptor unit; NSCLC-NOS, non-small cell lung cancer not otherwise specified; AC, pemetrexed + carboplatin; AP, pemetrexed + cisplatin; AO, pemetrexed + oxaliplatin; A, pemetrexed; EGFR, epidermal growth factor receptor; ALK, anaplastic lymphoma kinase; KRAS, Kirsten rat sarcoma viral oncogene homolog.

CTC, circulating tumor cell; FU, folate receptor unit; NSCLC-NOS, non-small cell lung cancer not otherwise specified; AC, pemetrexed + carboplatin; AP, pemetrexed + cisplatin; AO, pemetrexed + oxaliplatin; A, pemetrexed; EGFR, epidermal growth factor receptor; ALK, anaplastic lymphoma kinase; KRAS, Kirsten rat sarcoma viral oncogene homolog. Interestingly, the median PFS of the three CTC subgroups were 290, 133, and 320 days, respectively (). And the median OS were 1,122, 632 days and not reached, respectively (). Further univariate and multivariate Cox proportional hazards regression analyses () demonstrated that “high CTC level” was an independent factor that was significantly associated with better PFS [hazard ratio (HR) =0.26, 95% confidence interval (CI), 0.12–0.58, P=0.001] and OS (HR =0.23, 95% CI, 0.06–0.92, P=0.037). Furthermore, EGFR/ALK/ROS1 molecular alterations was identified as an independent factor that was significantly associated with better PFS (HR =0.27, 95% CI, 0.10–0.71, P=0.008).
Figure 2

PFS and OS of patients in the CTC subgroups (with 11 and 16 FU/3 mL as the cutoff threshold). (A,B) The Kaplan-Meier curve of PFS (A) and OS (B) of the entire cohort (n=98); (C,D) PFS (C) and OS (D) of the patients received >1 cycle of pemetrexed treatment (n=88). CTC, circulating tumor cell; FU, folate receptor unit; PFS, progression-free survival; OS, overall survival.

Table 2

Univariate and multivariate analysis of clinical parameters on progress-free survival and overall survival

FactorProgression-free survivalOverall survival
Univariate analysisMultivariate analysisUnivariate analysisMultivariate analysis
HR95% CIPHR95% CIPHR95% CIPHR95% CIP
Gender (female/male)0.720.39–1.320.2830.990.51–1.930.9792.290.87–6.030.0942.160.72–6.500.173
Age (<60/≥60 years)0.840.46–1.510.5551.300.63–2.710.4790.410.13–1.280.1271.280.31–5.330.737
Smoking history (ever/never)0.790.42–1.480.4600.560.28–1.140.1113.681.32–10.240.0131.870.56–6.280.309
Clinical Stage (IV/recurrence)0.810.41–1.600.5370.450.20–1.050.0652.970.67–13.160.1521.160.23–5.840.856
Mutation status
   Wild-type or unknown1.001.001.00
   KRAS0.400.10–1.690.2121.120.05–1.260.093NANA0.984NANA0.988
   EGFR/ALK/ROS10.310.15–0.640.0020.270.10–0.710.0080.160.04–0.710.0160.220.04–1.270.090
CTC subgroup
   Low CTC level1.00
   High CTC level0.220.10–0.52<0.0010.260.12–0.580.0010.130.04–0.500.0030.230.06–0.920.037
   Negative CTC0.260.13–0.56<0.0010.310.11–0.810.0180.210.07–0.670.0080.290.08–1.010.052

CTC, circulating tumor cell; EGFR, epidermal growth factor receptor; ALK, anaplastic lymphoma kinase; KRAS, Kirsten rat sarcoma viral oncogene homolog; HR, hazard ratio; CI, confidence interval.

PFS and OS of patients in the CTC subgroups (with 11 and 16 FU/3 mL as the cutoff threshold). (A,B) The Kaplan-Meier curve of PFS (A) and OS (B) of the entire cohort (n=98); (C,D) PFS (C) and OS (D) of the patients received >1 cycle of pemetrexed treatment (n=88). CTC, circulating tumor cell; FU, folate receptor unit; PFS, progression-free survival; OS, overall survival. CTC, circulating tumor cell; EGFR, epidermal growth factor receptor; ALK, anaplastic lymphoma kinase; KRAS, Kirsten rat sarcoma viral oncogene homolog; HR, hazard ratio; CI, confidence interval. When patients who received only 1 cycle of treatment (n=10) were excluded, the median PFS of the three CTC subgroups were 290, 133, and 320 days, respectively (). Patients with low CTC level had a significantly shorter PFS than those with high CTC level (Log-rank P=0.0002). The median OS of the “low CTC level group” was 688 days, while that of the “negative-CTC group” and the “high CTC level group” had not yet reached at the date of analysis ().

Association of FR-positive CTC level with objective response rate (ORR) and disease control rate (DCR)

The ORR of the three CTC subgroups were 21.2%, 9.5% and 40.9%, respectively (, ). The ORR of patients with high CTC level was significantly higher than those with low CTC level (P=0.0339), whereas the ORR between the “low CTC level group” and the “negative-CTC group” (P=0.4559), and that between the “high CTC level group” and the “negative-CTC group” (P=0.1390) were not significantly different.
Table 3

Radiological assessment of patients in the three CTC subgroups

ResponseNegative-CTC (<11 FU/3 mL)Low CTC level (11–16 FU/3 mL)High CTC level (>16 FU/3 mL)P
Radiological response, n (%)
   PR7 (18.4)2 (6.3)9 (32.1)
   SD24 (63.2)15 (46.9)13 (46.4)
   PD5 (13.2)4 (12.5)0 (0)
   No assessment5 (13.2)11 (34.4)6 (21.4)
Clinical response rate, %
   ORR21.29.540.90.0485
   DCR93.981.0100.00.0599

CTC, circulating tumor cell; FU, folate receptor unit; PR, partial response; SD, stable disease; PD, disease progression; ORR, objective response rate; DCR, disease control rate.

Figure 3

ORR and DCR of patients in the CTC subgroups. (A,B) ORR (A) and DCR (B) of the entire cohort (n=98); (C,D) ORR (C) and DCR (D) of the patients received >1 cycle of pemetrexed treatment (n=88). CTC, circulating tumor cell; ORR, objective response rate; DCR, disease control rate.

CTC, circulating tumor cell; FU, folate receptor unit; PR, partial response; SD, stable disease; PD, disease progression; ORR, objective response rate; DCR, disease control rate. ORR and DCR of patients in the CTC subgroups. (A,B) ORR (A) and DCR (B) of the entire cohort (n=98); (C,D) ORR (C) and DCR (D) of the patients received >1 cycle of pemetrexed treatment (n=88). CTC, circulating tumor cell; ORR, objective response rate; DCR, disease control rate. The DCR of the three CTC subgroups were 93.9%, 81.0% and 100.0%, respectively (, ). The DCR of patients with high CTC level was significantly higher than those with low CTC level (P=0.0485), whereas the DCR between the “low CTC level group” and the “negative-CTC group” (P=0.1933), and that between the “high CTC level group” and the “negative-CTC group” (P=0.5111) were not significantly different. When patients who received only 1 cycle of treatment (n=10) were excluded, the differences were still significant in terms of ORR and DCR. The ORR of the three CTC subgroups were 21.9%, 5.3% and 45.0%, respectively (P=0.0137, ). The DCR of the three CTC subgroups were 93.8%, 79.0% and 100%, respectively (P=0.0511, ).

Discussion

A wide variety of biomarkers have been investigated to predict the efficacy of chemotherapy during the past decade, unfortunately, none of these biomarkers has been prospectively and appropriately validated in clinical trials (18). CTCs as a non-invasive source that reflects the molecular underpinnings of the originating tumors represent a valuable resource for predicting treatment efficacy (19-22), including in advanced NSCLC patients treated with targeted therapy, chemotherapy or immunotherapy. However, no studies dedicatedly focus on the predictive value of CTC for the efficacy of pemetrexed-based chemotherapy. In the present study, we focused on the association of FR-positive CTCs with the efficacy of pemetrexed-based chemotherapy. Our results demonstrated that, using 11 and 16 FU/3 mL as the cutoff threshold, patients with high CTC level had better clinical outcomes over those with low CTC level, in terms of ORR, DCR, PFS, and OS. As previous studies have proven that, 8.5–8.94 FU/3 mL was the established optimal cutoff threshold chosen for differentiating lung cancer from lung benign disease (15,23-25). When using the cutoff threshold of 8.7 FU/3 mL, although a trend towards better OS was observed in patients with high CTC level over those in the “8.7–16 group” (HR =2.69, P=0.0812), it lacks of statistical significance. For predicting the efficacy of pemetrexed, the cutoff threshold may be different. Therefore, a different cutoff threshold is required. In the present study, using 11 FU/3 mL as the cutoff threshold can better discriminate the clinical outcomes, in term of ORR, DCR, PFS and OS, therefore, we chose 11 FU/3 mL as the cutoff threshold for defining FR-positive or negative CTCs. The ORR and median PFS of patients with low CTC level in our study was 9.5% and 4.4 months, which was significantly inferior to the results from PARAMOUNT study (26,27). With use of this non-invasive and convenient method, we could potentially identify approximately 30% patients with nsNSCLC may not derive the expected benefits from pemetrexed-based chemotherapy. If only 9.5% with low CTC level responded to pemetrexed-based chemotherapy, other chemotherapeutic regimens should be assessed in this subtype populations. To explain the better clinical outcome of pemetrexed in patients with high CTC level, we proposed the following hypotheses: (I) since FRA is responsible for the transport of pemetrexed into cells, tumor cells with a high FRA expression will retain a higher concentration of pemetrexed within the cells (28), which leads to the superior efficacy. (II) FRA also transports folic acid into cells. Folic acid is a key substrate for TS to synthesize deoxythymidine monophosphate, hence regulating DNA biosynthesis (29). When tumor cells have high expression level of FRA, it is more likely that these cells rely on this pathway to proliferate. Thus, pemetrexed which inhibits the TS activity would be more effective in killing these tumor cells. For patients with negative-CTC (<11 FU/3 mL), the clinical outcome of pemetrexed fell between the “high CTC level group” and the “low CTC level group” in this study. Theoretically, low CTC level may indicate a favorable prognosis and a less aggressive disease. Therefore, the better prognosis of patients in negative-CTC group when treated with pemetrexed-based chemotherapy may be attributed to a favorable prognosis and a less aggressive nature of this subgroup of patients themselves, rather than correlating with the sensitivity to pemetrexed. In conclusion, FR-positive CTC is an attractive biomarker to predict the clinical outcomes of advanced nsNSCLC patients when receiving pemetrexed-based chemotherapy. Enumeration of FR-positive CTC could help select suitable patients for pemetrexed treatment and possibly improve patients’ prognosis by avoiding ineffective treatment. Further investigation of this biomarker in well-designed prospective studies may propel the advance of precision therapy in chemotherapy. NSCLC-NOS, non-small cell lung cancer not otherwise specified; AC, pemetrexed + carboplatin; AP, pemetrexed + cisplatin; AO, pemetrexed + oxaliplatin; A, pemetrexed; EGFR, epidermal growth factor receptor; ALK, anaplastic lymphoma kinase; KRAS, Kirsten rat sarcoma viral oncogene homolog. The article’s supplementary files as
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Journal:  Transl Lung Cancer Res       Date:  2021-11

Review 2.  Circulating tumor cells: biology and clinical significance.

Authors:  Danfeng Lin; Lesang Shen; Meng Luo; Kun Zhang; Jinfan Li; Qi Yang; Fangfang Zhu; Dan Zhou; Shu Zheng; Yiding Chen; Jiaojiao Zhou
Journal:  Signal Transduct Target Ther       Date:  2021-11-22

3.  Preoperative Folate Receptor-Positive Circulating Tumor Cells Are Associated With Occult Peritoneal Metastasis and Early Recurrence in Gastric Cancer Patients: A Prospective Cohort Study.

Authors:  Ci Dian Dan Zeng; Cheng Cheng Jin; Chun Gao; Ai Tang Xiao; Yi Xin Tong; Sheng Zhang
Journal:  Front Oncol       Date:  2022-03-29       Impact factor: 6.244

  3 in total

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