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Appropriateness and Economic Analysis of Conventional Circulating Biomarkers Assessment in Early Breast Cancer: A Real-World Experience from the E.Pic.A Study

1
Healthcare Administration, IRCCS, Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, 47014 Meldola, Italy
2
Biosciences Laboratory, IRCCS, Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, 47014 Meldola, Italy
3
Cancer Prevention Unit, Local Health Authority, 47121 Forlì, Italy
4
Romagna Cancer Registry, Romagna Cancer Institute, IRCCS, Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, 47014 Meldola, Italy
5
Healthcare Administration, Azienda Unità Sanitaria Locale della Romagna, 48121 Ravenna, Italy
*
Author to whom correspondence should be addressed.
These authors contributed equally to this work.
Curr. Oncol. 2022, 29(2), 433-438; https://doi.org/10.3390/curroncol29020039
Submission received: 8 December 2021 / Revised: 5 January 2022 / Accepted: 13 January 2022 / Published: 18 January 2022
(This article belongs to the Section Health Economics)

Abstract

:
The risk of relapse for early breast cancer (BC) patients persists even after decades and to date, no specific and sensitive effective circulating biomarker for recurrence prediction has been identified yet. The international guidelines do not recommend the assessment of the serum tumor markers CEA and CA15-3 in the follow-up of asymptomatic early BC patients. In our institute, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, as part of the E.Pic.A study, which was designed to assess the economic appropriateness of integrated care pathways in early BC, the use of CEA and CA15-3 as circulating tumor biomarkers in early BC patients was evaluated in 1502 patients one year after surgery, from 2015 to 2018, with an overall expense of EUR 51,764. A total of EUR 47,780 (92%) was used for execution of circulating tumor markers in early BC patients with stage 0, I and II tumors, neglecting the current guidelines and considered inappropriate by our professional board. We found that no patients with stage I BC experienced relapse in the 365 days after surgery, and in any case examination of the circulating markers CEA and CA15-3 was considered crucial for diagnosis of relapse. Our findings suggest that this inadequacy is a low-value area, supporting the reallocation of economic resources for interventions of a higher value for patients.

1. Introduction

It is well known that breast cancer (BC) is a heterogeneous disease, from a biological point of view and natural history. A systemic cancer from its diagnosis can arise in a very aggressive or more indolent manner, but the risk of relapse remains for all patients who undergo surgery for BC, even up to 30–40 years after diagnosis [1]. Consequently, the great clinical need emerges for the ability to use blood circulating markers that can guide physicians on a possible disease relapse.
Despite the efforts made, up to now, we do not have a biomarker with an optimal sensitivity and specificity suitable for predicting a patient’s disease relapse. A lot of studies have been performed that investigate circulating biomarkers that are useful to predict disease relapse in patients who underwent surgery for early BC [2,3,4,5,6]. For instance, liquid biopsy has the potential to help manage BC during all stages of disease progression. Circulating Tumor Cells, Extracellular Vesicles, and ctDNA have promise as useful tools in this perspective, describing both spatial and temporal tumor heterogeneity and the sub-clonal evolution of the disease through treatment, and allowing disease and risk of progression to be monitored, aiming at improving personalized medicine [7,8,9]. Unfortunately, pitfalls arise due to biological and technical reasons, and the type of detection of the investigated biological markers. In particular, some of the them are not exclusively expressed by tumor cells, but also by inflammatory cells, and in other cases, the biomarker has suboptimal accuracy [10,11].
Blood tumor biomarkers such as Carcino-Embryonic Antigen (CEA) and Cancer Antigen 15-3 (CA15-3) are not recommended by American Society of Clinical Oncology (ASCO), European Society for Medical Oncology (ESMO) and Italian Association of Medical Oncology (AIOM) guidelines in the follow-up of early BC patients [1,12,13], in asymptomatic patients. AIOM guidelines in the absence of clinical suspect of relapse do not recommended intensive follow-up (in terms of radiological and blood laboratory examination) during follow-up programs after surgery. Some authors reported in the literature that radiological studies can give false-positive results and increase costs [14,15,16,17]. This is also true for serum tumor biomarkers with poor sensitivity and specificity; they should not be recommended as clinical surveillance instruments [18,19,20,21].
In a recently published study, it has been reported that in five Italian regions, the percentage of patients undergoing this evaluation in the first year after BC diagnosis appears to be significantly higher than the 20% benchmark, which was defined as taking into consideration stage IV patients, and other specific conditions in which markers can be indicated [22], systematically neglecting the guidelines.

2. Findings from the E.Pic.A Study

In our Institute (IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”), the E.Pic.A study, which was specifically designed for BC care, was performed to identify inadequacies in the diagnostic, therapeutic and care pathways with reproducible methods, to evaluate the economic appropriateness of integrated care pathways, to balance the best healthcare possible, and to identify areas of wastage to reallocate the economic resources to high-value activities for patients [23]. The study was approved by the Independent Ethical Committee of the IRST (Reg Sperimentazioni n. 1517, Prot 721/2015; date of approval 17 December 2015). For this purpose, a board of professionals identified seven key performance indexes (KPIs) in the pattern of BC diagnosis and treatment based on the current guidelines from the AIOM [13] and the National Comprehensive Center Network (NCCN) [24]. In this article, preliminary data concerning four KPIs comprised in the E.Pic.A study were shown: KPI-1 (pre-surgery) is defined as the proportion of patients with stage I or II disease who underwent hepatic ultrasound, computed tomography, magnetic resonance imaging, position emission tomography, and bone scan; KPI-2 (post-surgery) includes patients at the same stage who received radiological clinical evaluation within 2 months after breast surgery; KPI-3 (subsequent intervention after mastectomy) is defined as the proportion of patients that were subjected to axillary dissection and/or breast reconstruction within 3 months after mastectomy; KPI-4 (chemotherapy timing) means the proportion of patients that received adjuvant therapy within 60 days after surgery [23]. The KPIs were evaluated in terms of appropriateness and costs, showing that 2798 BC patients received a total of 2156 inappropriate examinations, accounting for EUR 573,510.80.
Based on these findings, we decided to perform further analysis on a cohort of 1502 consecutive BC patients without metastatic disease and other cancers who underwent surgery in the years 2015–2018, assessing the appropriateness of conventional circulating markers (CEA and CA15-3) 365 days after surgery (Table 1).
The professional board considered the assessment of these conventional circulating markers inappropriate in asymptomatic patients who underwent surgery for stage 0, I and II tumors (Table 1) as well as for the other KPIs.
The overall cost for CA15-3 and CEA assessment in the 1502 patients in the 365 days following radical surgery was EUR 51,764 (Table 2). This analysis was possible thanks to the access to administrative data. Table 3 shows the overall costs incurred in marker assessment of BC patients with stage 0, I and II tumors (EUR 47,780).
Based on our findings, 92% (EUR 47,780) of the overall costs for circulating tumor marker execution (EUR 51,764) were spent in an inappropriate manner in BC patients with stage 0, I and II tumors.
Considering that the same patients may have performed marker evaluation not only in the first year after surgery but also in the following 5 years and possibly for 10 years after surgery or for the entire life span, the economic impact could not be negligible, especially if translated on a national scale.
Furthermore, the execution of marker detection causes a great deal of emotional stress on patients due to false positive tests (which inevitably generate the execution of instrumental tests) and false tranquility due to a negative outcome when, instead, a metastatic disease may already be present.
Within the 365 days following surgery, 12 out of 1502 patients experienced tumor relapse. The clinical characteristics of the relapsed patients are reported in Table 4.
Six (50%) of the 12 relapsed patients had a diagnosis of triple negative BC (TNBC). Concerning tumor stage, eight patients (66.7%) and four patients (33.3%) had stage III and stage II BC diagnosis, respectively, but no patients with stage I BC relapsed.
Interestingly, the CA15-3 examination of patient 1 resulted 56.8 KU/L when liver metastasis was diagnosed, whereas the value was 150 KU/L and 45 KU/L before neoadjuvant therapy and after mastectomy, respectively. Patient 3 was diagnosed with axillary relapse after self-examination, with CA15-3 measured after biopsy with a value of 58.5 KU/L. The other relapsed patients displayed CA15-3 values within the normal range (0–33 KU/L), and the diagnosis of relapse was possible thanks to self-examination or other instrumental assessment. For instance, after self-examination, four patients were diagnosed with lymph node relapse (two cases) and skin relapse (two cases). One patient was diagnosed with skin relapse during routine mammary ultrasound, and two patients with positive axilla at surgery performed a basal bone scan with evidence of bone metastasis. Two patients that underwent abdominal ultrasound were diagnosed with liver metastasis, and one patient was diagnosed with brain metastasis after magnetic resonance imaging following symptoms occurrence such as vertigo and vomit.
Hence, despite the small case series, we found that none of the 12 relapsed patients had a diagnosis of tumor recurrence following increased values of CEA and CA15-3 and downstream instrumental exams.

3. Conclusions

In our real-world experience, we found that no patients with stage I BC experienced relapse in the 365 days after surgery, and in any case, examination of the circulating markers CEA and CA15-3 was considered crucial for diagnosis of relapse.
Our findings identify an area of low-value use of resources that could be better reallocated to interventions with a higher value for the patient. Hence, sharing these results with physicians is noteworthy to redirect the current clinical practice to an improved compliance with the guidelines drafted by scientific associations.

Author Contributions

Conceptualization, R.M., F.F. (Fabio Falcini) and M.A.; formal analysis, R.M. and W.B.; data curation, R.M., W.B. and T.R.; writing—original draft preparation, R.M., T.R., F.F. (Francesco Fabbri), S.B. and I.M.; writing—review and editing, R.M., W.B., T.R., I.M. and L.B.; supervision, R.M., M.T.M., F.F. (Fabio Falcini) and M.A. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by a public–private partnership between Roche and IRST IRCCS. The funding source had no role in the study design nor in the writing of the manuscript.

Institutional Review Board Statement

The study was approved by the Independent Ethical Committee of the IRST (Reg Sperimentazioni n. 1517, Prot 721/2015; date of approval 17 December 2015).

Informed Consent Statement

The study was approved by the Independent Ethical Committee of the IRST (Reg Sperimentazioni n. 1517, Prot 721/2015). Obtaining informed consent forms was waived in accordance with the current legislation. Written informed consent has been obtained from the patient(s) to publish this paper.

Data Availability Statement

The data presented in this study are available on request from the corresponding author.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Cardoso, F.; Kyriakides, S.; Ohno, S.; Penault-Llorca, F.; Poortmans, P.; Rubio, I.T.; Zackrisson, S.; Senkus, E. Early breast cancer: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann. Oncol. 2019, 30, 1194–1220. [Google Scholar] [CrossRef] [Green Version]
  2. Maltoni, R.; Casadio, V.; Ravaioli, S.; Foca, F.; Tumedei, M.M.; Salvi, S.; Martignano, F.; Calistri, D.; Rocca, A.; Schirone, A.; et al. Cell-free DNA detected by “liquid biopsy” as a potential prognostic biomarker in early breast cancer. Oncotarget 2017, 8, 16642–16649. [Google Scholar] [CrossRef] [Green Version]
  3. Maltoni, R.; Palleschi, M.; Ravaioli, S.; Tumedei, M.M.; Rocca, A.; Melegari, E.; Altini, M.; Puccetti, M.; Manunta, S.; Bravaccini, S. Cell-Free DNA Variant Sequencing Using CTC-Depleted Blood for Comprehensive Liquid Biopsy Testing in Metastatic Breast Cancer. Cell Transpl. 2020, 29, 096368972092505. [Google Scholar] [CrossRef] [PubMed]
  4. Maltoni, R.; Fici, P.; Amadori, D.; Gallerani, G.; Cocchi, C.; Zoli, M.; Rocca, A.; Cecconetto, L.; Folli, S.; Scarpi, E.; et al. Circulating tumor cells in early breast cancer: A connection with vascular invasion. Cancer Lett. 2015, 367, 43–48. [Google Scholar] [CrossRef] [PubMed]
  5. Granato, A.M.; Frassineti, G.L.; Giovannini, N.; Ballardini, M.; Nanni, O.; Maltoni, R.; Amadori, D.; Volpi, A. Do Serum Angiogenic Growth Factors Provide Additional Information to That of Conventional Markers in Monitoring the Course of Metastatic Breast Cancer? Tumor Biol. 2006, 27, 302–308. [Google Scholar] [CrossRef]
  6. Bronte, G.; Ravaioli, S.; Bravaccini, S. What to look for in cell-free DNA from breast cancer patients. Breast Cancer Res. Treat. 2018, 170, 199–200. [Google Scholar] [CrossRef] [PubMed]
  7. Vasseur, A.; Kiavue, N.; Bidard, F.; Pierga, J.; Cabel, L. Clinical utility of circulating tumor cells: An update. Mol. Oncol. 2020, 15, 1647–1666. [Google Scholar] [CrossRef]
  8. Liu, T.; Hooda, J.; Atkinson, J.M.; Whiteside, T.L.; Oesterreich, S.; Lee, A.V. Exosomes in breast cancer–Mechanisms of Action and Clinical Potential. Mol. Cancer Res. 2021, 19, 935–945. [Google Scholar] [CrossRef]
  9. De Mattos-Arruda, L.; Siravegna, G. How to use liquid biopsies to treat patients with cancer. ESMO Open 2021, 6, 100060. [Google Scholar] [CrossRef] [PubMed]
  10. Fabian, C.J.; Kimler, B.F. Use of biomarkers for breast cancer risk assessment and prevention. J. Steroid Biochem. Mol. Biol. 2007, 106, 31–39. [Google Scholar] [CrossRef]
  11. Volpi, A.; Bravaccini, S.; Medri, L.; Cerasoli, S.; Gaudio, M.; Amadori, D. Usefulness of Immunological Detection of the Human Telomerase Reverse Transcriptase. Anal. Cell. Pathol. 2005, 27, 347–353. [Google Scholar] [CrossRef]
  12. Khatcheressian, J.L.; Hurley, P.; Bantug, E.; Esserman, L.J.; Grunfeld, E.; Halberg, F.; Hantel, A.; Henry, N.L.; Muss, H.B.; Smith, T.J.; et al. Breast Cancer Follow-Up and Management After Primary Treatment: American Society of Clinical Oncology Clinical Practice Guideline Update. J. Clin. Oncol. 2013, 31, 961–965. [Google Scholar] [CrossRef] [PubMed]
  13. Associazione Italiana di Oncologia Medica (AIOM). Linee Guida Neoplasie Della Mammella Edizione 2020. Available online: https://www.aiom.it/wp-content/uploads/2020/10/2020_LG_AIOM_Neoplasie_Mammella_16022021.pdf (accessed on 8 April 2021).
  14. Schreve, R.H.; Terpstra, O.T.; Ausema, L.; Lameris, J.S.; Van Seijen, A.J.; Jeekel, J. Detection of liver metastases. A prospective study comparing liver enzymes, scintigraphy, ultrasonography and computed tomography. Br. J. Surg. 2005, 71, 947–949. [Google Scholar] [CrossRef]
  15. Kemeny, M.M.; Sugarbaker, P.H.; Smith, T.J.; Edwards, B.K.; Shawker, T.; Vermess, M.; Jones, A.E. A Prospective Analysis of Laboratory Tests and Imaging Studies To Detect Hepatic Lesions. Ann. Surg. 1982, 195, 163–167. [Google Scholar] [CrossRef] [PubMed]
  16. Wiener, S.N. An Assessment of Routine Liver Scanning in Patients With Breast Cancer. Arch. Surg. 1978, 113, 126. [Google Scholar] [CrossRef]
  17. Chan, D.W.; Beveridge, R.A.; Muss, H.; Fritsche, H.A.; Hortobagyi, G.; Theriault, R.; Kiang, D.; Kennedy, B.J.; Evelegh, M. Use of Truquant BR radioimmunoassay for early detection of breast cancer recurrence in patients with stage II and stage III disease. J. Clin. Oncol. 1997, 15, 2322–2328. [Google Scholar] [CrossRef] [PubMed]
  18. Emens, L.A.; Davidson, N.E. The follow-up of breast cancer. Semin. Oncol. 2003, 30, 338–348. [Google Scholar] [CrossRef]
  19. Nicolini, A.; Tartarelli, G.; Carpi, A.; Metelli, M.R.; Ferrari, P.; Anselmi, L.; Conte, M.; Berti, P.; Miccoli, P. Intensive post-operative follow-up of breast cancer patients with tumour markers: CEA, TPA or CA15.3 vs MCA and MCA-CA15.3 vs CEA-TPA-CA15.3 panel in the early detection of distant metastases. BMC Cancer 2006, 6, 269. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  20. Valenzuela, P.; Mateos, S.; Tello, E.; López-Bueno, M.J.; Garrido, N.; Gaspar, M.J. The contribution of the CEA marker to CA 15.3 in the follow-up of breast cancer. Eur. J. Gynaecol. Oncol. 2003, 24, 60–62. [Google Scholar]
  21. Guadagni, F.; Ferroni, P.; Carlini, S.; Mariotti, S.; Spila, A.; Aloe, S.; D’Alessandro, R.; Carone, M.D.; Cicchetti, A.; Ricciotti, A.; et al. A re-evaluation of carcinoembryonic antigen (CEA) as a serum marker for breast cancer: A prospective longitudinal study. Clin. Cancer Res. 2001, 7, 2357–2362. [Google Scholar] [PubMed]
  22. Guarneri, V.; Pronzato, P.; Bertetto, O.; Roila, F.; Amunni, G.; Bortolami, A.; Tognazzo, S.; Griguolo, G.; Pagano, E.; Stracci, F.; et al. Use of Electronic Administrative Databases to Measure Quality Indicators of Breast Cancer Care: Experience of Five Regional Oncology Networks in Italy. JCO Oncol. Pract. 2020, 16, e211–e220. [Google Scholar] [CrossRef] [PubMed]
  23. Massa, I.; Balzi, W.; Burattini, C.; Gentili, N.; Bucchi, L.; Nanni, O.; Gallegati, D.; Pierini, A.; Amadori, D.; Falcini, F.; et al. The challenge of sustainability in healthcare systems: Frequency and cost of inappropriate patterns of breast cancer care (the E.Pic.A study). Breast 2017, 34, 103–107. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  24. NCCN: NCCN Clinical Practice Guidelines in Oncology—Breast Cancer, Version 1.2019. Available online: https://www.nccn.org/professionals/physician_gls/pdf/breast.pdf (accessed on 8 April 2021).
Table 1. Distribution of tumors according to staging.
Table 1. Distribution of tumors according to staging.
StageYear%
2015201620172018Total
022231340986.5
I23419622221286457.5
IIA7773858431921.2
IIB372026361197.9
IIIA13101521593.9
IIIB1325111
IIIC86117322
Total3923313744051502100
Table 2. Monitoring of CEA and CA15-3 execution in the 365 days following radical surgery.
Table 2. Monitoring of CEA and CA15-3 execution in the 365 days following radical surgery.
Year (Patients)2015 (392)2016 (331)2017 (374)2018 (405)Total (1502)
Marker typeCA15-3CEACA15-3 CEACA15-3 CEACA15-3 CEACA15-3 or CEA
No. of exams4863524641566411586561613074
Total amount EUR9234 EUR3872 EUR8797 EUR1709 EUR12,179 EUR1738 EUR12,464 EUR1771 EUR51,764 EUR
No. of patients with exams2882222631153281263341221222
% of patients with exams735779358834823081
CEA: Carcino-Embryonic Antigen; CA15-3: Cancer Antigen 15-3; EUR: Euro.
Table 3. Monitoring of CEA and CA15-3 assessment in the 365 days following radical surgery, for patients with stage 0, I, IIA and IIB tumors.
Table 3. Monitoring of CEA and CA15-3 assessment in the 365 days following radical surgery, for patients with stage 0, I, IIA and IIB tumors.
Tumor Stage 0
Year (patients)2015 (22)2016 (23)2017 (13)2018 (40)Total (98)
Marker typeCA15-3CEACA15-3 CEACA15-3 CEACA15-3 CEACA15-3 or CEA
No. of exams12101175316973
Total amount EUR228 EUR110 EUR209 EUR77 EUR95 EUR33 EUR304 EUR99 EUR1155 EUR
No. of patients with exams97854210534
% of patients with exams413235223115251335
Tumor Stage I
Year (patients)2015 (234)2016 (196)2017 (222)2018 (212)Total (864)
Marker typeCA15-3 CEACA15-3 CEACA15-3 CEACA15-3 CEACA15-3 or CEA
No. of exams3162292929940392359651855
Total amount EUR6004 EUR2519 EUR5542 EUR1089 EUR7657 EUR1012 EUR6821 EUR715 EUR31,359 EUR
No. of patients with exams189144165712067318955750
% of patient with exams816284369333892687
Tumor Stage IIA
Year (patients)2015 (77)2016 (73)2017 (85)2018 (84)Total (319)
Marker typeCA15-3CEACA15-3CEACA15-3CEACA15-3CEACA15-3 or CEA
No. of exams9268104311313915152668
Total amount EUR1748 EUR748 EUR1976 EUR341 EUR2489 EUR429 EUR2869 EUR572 EUR11,172 EUR
No. of patients with exams4944592669327937261
% of patient with exams645781368138944482
Tumor Stage IIB
Year (patients)2015 (37)2016 (20)2017 (26)2018 (36)Total (119)
Marker typeCA15-3 CEACA15-3 CEACA15-3 CEACA15-3 CEACA15-3 or CEA
No. of exams50362954295813242
Total amount EUR950 EUR396 EUR551 EUR55 EUR798 EUR99 EUR1102 EUR143 EUR4094 EUR
No. of patients with exams3023184239271098
% of patient with exams816290208835752882
Total amount for stage 0, I, IIA and IIB47,780 EUR
CEA: Carcino-Embryonic Antigen; CA15-3: Cancer Antigen 15-3; EUR: Euro.
Table 4. Clinicopathological features of patients who underwent relapse within the 365 days after surgery. CEA was considered normal with values < 5 µg/L. CA15-3 was considered normal with values < 33 KU/L.
Table 4. Clinicopathological features of patients who underwent relapse within the 365 days after surgery. CEA was considered normal with values < 5 µg/L. CA15-3 was considered normal with values < 33 KU/L.
Patient NumberStageAge At SurgerySurgery TypeERPgRKi67/Mib1HER2Relapse SiteCEA (ug/L)CA15-3 (KU/L)
1IIIA72M20%10%20%0LiverNP56.8
2IIIC53Q0%0%67%0Axillary lymph nodeNormalNormal
3IIA79M0%0%80%0Axillary lymph nodeNP58.5
4IIA64M0%0%70%0SkinNormalNormal
5IIIC49Q100%100%5%0BonesNPNormal
6IIIB87M90%35%21%0Skin NPNormal
7IIB51M0%0%75%0BrainNPNormal
8IIIC72M100%0%25%+++LiverNPNormal
9IIB89Q50%10%40%0BonesNPNormal
10IIIC84M0%0%30%0Axillary extensionNPNormal
11IIIA47M10%10%40%0SkinNPNormal
12IIIB80M0%0%35%0LiverNPNP
CEA: Carcino-Embryonic Antigen; CA15-3: Cancer Antigen 15-3; ER: estrogen receptor; PgR: progesterone receptor; M: mastectomy; Q: quadrantectomy; +++: positive for HER2; NP: not performed.
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MDPI and ACS Style

Maltoni, R.; Balzi, W.; Rossi, T.; Fabbri, F.; Bravaccini, S.; Montella, M.T.; Massa, I.; Bertoni, L.; Falcini, F.; Altini, M. Appropriateness and Economic Analysis of Conventional Circulating Biomarkers Assessment in Early Breast Cancer: A Real-World Experience from the E.Pic.A Study. Curr. Oncol. 2022, 29, 433-438. https://doi.org/10.3390/curroncol29020039

AMA Style

Maltoni R, Balzi W, Rossi T, Fabbri F, Bravaccini S, Montella MT, Massa I, Bertoni L, Falcini F, Altini M. Appropriateness and Economic Analysis of Conventional Circulating Biomarkers Assessment in Early Breast Cancer: A Real-World Experience from the E.Pic.A Study. Current Oncology. 2022; 29(2):433-438. https://doi.org/10.3390/curroncol29020039

Chicago/Turabian Style

Maltoni, Roberta, William Balzi, Tania Rossi, Francesco Fabbri, Sara Bravaccini, Maria Teresa Montella, Ilaria Massa, Lucia Bertoni, Fabio Falcini, and Mattia Altini. 2022. "Appropriateness and Economic Analysis of Conventional Circulating Biomarkers Assessment in Early Breast Cancer: A Real-World Experience from the E.Pic.A Study" Current Oncology 29, no. 2: 433-438. https://doi.org/10.3390/curroncol29020039

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