Submitted:
24 May 2023
Posted:
26 May 2023
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Participants
2.2. Circulating Biomarkers (CBMs) measurement
2.3. Statistical Analysis
3. Results
3.1. Patients with PanNENs vs. Controls
3.2. BM-PanNEN patients vs non-BM-PanNEN patients and CBMs
3.3. Diagnostic accuracy CY18, CA125, and B2M assays
3.3.1. Cancer antigen 125 (CA125)
3.3.2. Cytokeratin 18 (CY18)
3.3.3. Combination of CY18 and CA125 (multiROC).
3.3.4. Beta-2 microglobulin (B2M)
4. Discussion
5. Conclusions
6. Study limitations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Kos-Kudła, B.; Rosiek, V.; Borowska, M.; Bednarczuk, T.; Bolanowski, M.; Chmielik, E.; Ćwikła, J.B.; Foltyn, W.; Gisterek, I.; Handkiewicz-Junak, D.; et al. Pancreatic neuroendocrine neoplasms - update of the diagnostic and therapeutic guidelines (recommended by the Polish Network of Neuroendocrine Tumours). Endokrynol Pol. 2022, 73, 491–548. [Google Scholar] [CrossRef] [PubMed]
- Halfdanarson, T.R.; Strosberg, J.R.; Tang, L.; Bellizzi, A.M.; Bergsland, E.K.; O'Dorisio, T.M.; Halperin, D.M.; Fishbein, L.; Eads, J.; Hope, T.A.; et al. The North American Neuroendocrine Tumor Society Consensus Guidelines for Surveillance and Medical Management of Pancreatic Neuroendocrine Tumors. Pancreas. 2020, 49, 863–881. [Google Scholar] [CrossRef] [PubMed]
- Komek, H.; Ansal Balci, T.; Can, C. Efficacy of Galium-68 DOTATATE PET/CT in the Detection of Metastasis Rate of Well-Differentiated Gastroenteropancreatic Neuroendocrine Tumors. Asia Ocean J Nucl Med Biol. 2019, 7, 141–148. [Google Scholar] [CrossRef] [PubMed]
- Riihimäki, M.; Hemminki, A.; Sundquist, K.; Sundquist, J.; Hemminki, K. The epidemiology of metastases in neuroendocrine tumors. Int J Cancer. 2016, 139, 2679–2686. [Google Scholar] [CrossRef] [PubMed]
- Hermans, B.C.M.; de Vos-Geelen, J.; Derks, J.L.; Latten, L.; Liem, I.H.; van der Zwan, J.M.; Speel, E.M.; Dercksen, M.W.; Dingemans, A.C. Unique Metastatic Patterns in Neuroendocrine Neoplasms of Different Primary Origin. Neuroendocrinology. 2021, 111, 1111–1120. [Google Scholar] [CrossRef] [PubMed]
- Alexandraki, K.I.; Pizanias, M.; Uri, I.; Thomas, D.; Page, T.; Kolomodi, D.; Low, C.S.; Adesanya, O.; Tsoli, M.; Gross, D.J.; et al. The prognosis and management of neuroendocrine neoplasms-related metastatic bone disease: lessons from clinical practice. Endocrine. 2019, 64, 690–701. [Google Scholar] [CrossRef]
- Garcia-Torralba, E.; Spada, F.; Lim, K.H.J.; Jacobs, T.; Barriuso, J.; Mansoor, W.; McNamara, M.G.; Hubner, R.A.; Manoharan, P.; Fazio, N.; et al. Knowns and unknowns of bone metastases in patients with neuroendocrine neoplasms: A systematic review and meta-analysis. Cancer Treat Rev. 2021, 94, 102168. [Google Scholar] [CrossRef]
- Rizzo, F.M.; Vesely, C.; Childs, A.; Marafioti, T.; Khan, M.S.; Mandair, D.; Cives, M.; Ensell,L. ; Lowe, H.; Akarca, A.U.; et al. Circulating tumour cells and their association with bone metastases in patients with neuroendocrine tumours. Br J Cancer. 2019, 120, 294–300. [Google Scholar] [CrossRef]
- Kavecansky, J.; Wei, L.; Caronia, L.; Ramirez, M.T.; Bloomston, M.; Shah, M.H. Bone metastases in well-to-moderately differentiated neuroendocrine tumors: a single institutional review from the Ohio State University Medical Center. Pancreas. 2015, 44, 198–203. [Google Scholar] [CrossRef]
- Cives, M.; Quaresmini, D.; Rizzo, F.M.; Felici, C.; D'Oronzo, S.; Simone, V.; Silvestris, F. Osteotropism of neuroendocrine tumors: role of the CXCL12/ CXCR4 pathway in promoting EMT in vitro. Oncotarget. 2017, 8, 22534–22549. [Google Scholar] [CrossRef]
- Wang, P.B.; Chen, Y.; Ding, G.R.; Du, H.W.; Fan, H.Y. Keratin 18 induces proliferation, migration, and invasion in gastric cancer via the MAPK signalling pathway. Clin Exp Pharmacol Physiol. 2021, 48, 147–156. [Google Scholar] [CrossRef]
- Singh Bhangu, J.; Macher-Beer, A.; Schimek, V.; Garmroudi, B.; Tamandl, D.; Unger, L.W.; Bachleitner-Hofmann, T.; Oehler, R. Circulating caspase-cleaved cytokeratin 18 correlates with tumour burden and response to therapy in patients with colorectal cancer liver metastasis. Clin Chim Acta. 2023, 538, 53–59. [Google Scholar]
- Eguchi, A.; Iwasa, M.; Tamai, Y.; Yamada, M.; Okuno, K.; Shigefuku, R.; Yoshikawa, K.; Tempaku, M.; Sakaguchi, K.; Tanaka, H.; Sugimoto, K.; Kobayashi, Y.; Yamaguchi, T.; Nakagawa, H. The prognostic potential of fragmented CK18 serum levels in HCC patients reflecting disease progression and overall hepatocyte damage. Front Oncol. 2022, 12, 993705. [Google Scholar] [CrossRef] [PubMed]
- Yamashita, T.; Higashi, M.; Sugiyama, H.; Morozumi, M.; Momose, S.; Tamaru, J.I. Cancer antigen 125 expression enhances the gemcitabine/cisplatin-resistant tumor microenvironment in bladder cancer. Am J Pathol. 2022, 22, 00419–9. [Google Scholar] [CrossRef] [PubMed]
- Saad, H.M.; Tourky, G.F.; Al-Kuraishy, H.M.; Al-Gareeb, A.I.; Khattab, A.M.; Elmasry, S.A.; Alsayegh, A.A.; Hakami, Z.H.; Alsulimani, A.; Sabatier, J.M.; Eid, M.W.; Shaheen, H.M.; Mohammed, A.A.; Batiha, G.E.; De Waard, M. The Potential Role of MUC16 (CA125) Biomarker in Lung Cancer: A Magic Biomarker but with Adversity. Diagnostics (Basel). 2022, 12, 2985. [Google Scholar] [CrossRef]
- Jacobs, I.; Bast, R.C. Jr. The CA 125 tumour-associated antigen: a review of the literature. Hum Reprod. 1989, 4, 1–12. [Google Scholar] [CrossRef] [PubMed]
- Katzmann, J.A.; Greipp, P.R.; O'Fallon, W.M.; Kyle, R.A. Serum beta 2-microglobulin. Mayo Clin Proc. 1986, 61, 752–3. [Google Scholar] [CrossRef]
- Wang, H.; Liu, B.; Wei, J. Beta2-microglobulin(B2M) in cancer immunotherapies: Biological function, resistance and remedy. Cancer Lett. 2021, 517, 96–104. [Google Scholar] [CrossRef]
- Linder, S. Cytokeratin markers come of age. Tumour Biol. 2007, 28, 189–95. [Google Scholar] [CrossRef]
- Menz, A.; Weitbrecht, T.; Gorbokon, N.; Büscheck, F.; Luebke, A.M.; Kluth, M.; Hube-Magg, C.; Hinsch, A.; Höflmayer, D.; Weidemann, S.; et al. Diagnostic and prognostic impact of cytokeratin 18 expression in human tumors: a tissue microarray study on 11,952 tumors. Mol Med. 2021, 27, 16. [Google Scholar] [CrossRef]
- Weng, Y.R.; Cui, Y.; Fang, J.Y. Biological functions of cytokeratin 18 in cancer. Mol Cancer Res. 2012, 10, 485–93. [Google Scholar] [CrossRef] [PubMed]
- Huang. Y.; Yang. L.; Lin, Y.; Chang, X.; Wu, H.; Chen, Y. Prognostic value of non-invasive serum Cytokeratin 18 detection in gastrointestinal cancer: a meta-analysis. J Cancer. 2019, 10, 4814–4823. [Google Scholar] [CrossRef] [PubMed]
- Urano-Takaoka, M.; Sumida, H.; Miyagawa, T.; Awaji, K.; Nagai, K.; Omatsu, J.; Miyake, T.; Sato, S. Serum Cytokeratin 18 as a Metastatic and Therapeutic Marker for Extramammary Paget's Disease. Acta Derm Venereol. 2022, 102, adv00636. [Google Scholar] [CrossRef] [PubMed]
- Tas, F.; Karabulut, S.; Yildiz, I.; Duranyildiz, D. Clinical significance of serum M30 and M65 levels in patients with breast cancer. Biomed Pharmacother. 2014, 68, 1135–40. [Google Scholar] [CrossRef] [PubMed]
- Shi, R.; Wang, C.; Fu, N.; Liu, L.; Zhu, D.; Wei, Z.; Zhang, H.; Xing, J.; Wang, Y. Downregulation of cytokeratin 18 enhances BCRP-mediated multidrug resistance through induction of epithelial-mesenchymal transition and predicts poor prognosis in breast cancer. Oncol Rep. 2019, 41, 3015–3026. [Google Scholar] [CrossRef]
- Yin, B.; Zhang, M.; Zeng, Y.; Li, Y.; Zhang, C.; Getzenberg, R.H.; Song, Y. Downregulation of cytokeratin 18 is associated with paclitaxel-resistance and tumor aggressiveness in prostate cancer. Int J Oncol. 2016, 48, 1730–6, Erratum in: Int J Oncol. 2016, 49, 848. Getzenberg, Robert H [added]. [Google Scholar] [CrossRef] [PubMed]
- Moss, E.L.; Hollingworth, J.; Reynolds, T.M. The role of CA 125 in clinical practice. J Clin Pathol. 2005, 58, 308–12. [Google Scholar] [CrossRef]
- Bast, R.C. , Jr, Xu, F.J.; Yu, Y.H.; Barnhill, S.; Zhang, Z.; Mills, G.B. CA 125: the past and the future. Int J Biol Markers. 1998, 13:179-87. [CrossRef] [PubMed]
- Falcão, F.; de Oliveira, F.R.A.; da Silva, M.C.F.C.; Sobral Filho D,C. Carbohydrate antigen 125: a promising tool for risk stratification in heart diseases. Biomark Med. 2018, 12, 367–381. [Google Scholar] [CrossRef]
- Chowdhury, M.A.; Xiubin, Z.; Wei, H.; Chenghao, G. Cancer antigen-125 and ICAM-1 are together responsible for ascites in liver cirrhosis. Clin Lab. 2014, 60, 653–8. [Google Scholar] [CrossRef]
- Wang, Q.; Feng, X.; Liu, X.; Zhu, S. Prognostic Value of Elevated Pre-treatment Serum CA-125 in Epithelial Ovarian Cancer: A Meta-Analysis. Front Oncol. 2022, 12, 868061. [Google Scholar] [CrossRef]
- Wohlmuth, C.; Djedovic, V.; Kjaer, S.K.; Jensen, A.; Glasspool, R.; Roxburgh, P.; DeFazio, A.; Johnatty, S.E.; Webb, P.M.; Modugno, F.; et al. CA-125 Levels Are Predictive of Survival in Low-Grade Serous Ovarian Cancer-A Multicenter Analysis. Cancers (Basel), 2022, 14, 1954. [Google Scholar] [CrossRef] [PubMed]
- Kang, K.N.; Koh, E.Y.; Jang, J.Y.; Kim, C.W. Multiple biomarkers are more accurate than a combination of carbohydrate antigen 125 and human epididymis protein 4 for ovarian cancer screening. Obstet Gynecol Sci. 2022, 65, 346–354. [Google Scholar] [CrossRef] [PubMed]
- Zhang, M.; Zhang, Y.; Fu, J.; Zhang, L. Serum CA125 levels are decreased in rectal cancer but increased in fibrosis-associated diseases and in most types of cancers. Prog Mol Biol Transl Sci. 2019, 162, 241–252. [Google Scholar] [CrossRef]
- Li, L.; Dong, M.; Wang, X.G. The Implication and Significance of Beta 2 Microglobulin: A Conservative Multifunctional Regulator. Chin Med J (Engl). 2016, 129, 448–55. [Google Scholar] [CrossRef] [PubMed]
- Althubiti, M.; Elzubier, M.; Alotaibi, G.S.; Althubaiti, M.A.; Alsadi, H.H.; Alhazmi, Z.A.; Alghamdi, F.; El-Readi, M.Z.; Almaimani. R.; Babakr, A. Beta 2 microglobulin correlates with oxidative stress in elderly. Exp Gerontol. 2021, 150, 111359. [Google Scholar] [CrossRef]
- Prizment, A.E.; Linabery, A.M.; Lutsey, P.L.; Selvin, E.; Nelson, H.H.; Folsom. A.R.; Church, T.R.; Drake, C.G.; Platz, E.A.; Joshu, C. Circulating Beta-2 Microglobulin and Risk of Cancer: The Atherosclerosis Risk in Communities Study (ARIC). Cancer Epidemiol Biomarkers Prev. 2016, 25, 657–64. [Google Scholar] [CrossRef]
- Zhang, Y.X.; Wang, L.; Ji, P.Y.; Zhao, G.G.; Zhong, G.P.; Wang, Z.P. Correlation of serum β2-microglobulin levels with prostate-specific antigen, Gleason score, clinical stage, tumor metastasis and therapy efficacy in prostate cancer. Arch Med Res. 2013, 44, 259–65. [Google Scholar] [CrossRef]
- Mink, S.R.; Hodge. A.; Agus. D.B.; Jain. A.; Gross. M.E. Beta-2-microglobulin expression correlates with high-grade prostate cancer and specific defects in androgen signaling. Prostate. 2010, 70, 1201–10. [Google Scholar] [CrossRef]


| Variable | Category | PanNEN patients | Controls |
|---|---|---|---|
| Number | No. | 115 | 40 |
| Age (years) | Mean (range) | 53 (19–79) | 50 (25–78) |
| Gender | Males Females |
49 (43%) 66 (57%) |
9 (23%) 31 (77%) |
| BMI (kg/m2) | < 30 > 30 |
101 (88%) 14 (12%) |
N/A |
| Grade | NET G1 NET G2 NET G3 NEC |
52 (45 %) 45 (39 %) 3 (3%) 5 (4%) |
N/A |
| Clinical stage | I II III IV |
31 (27%) 26 (23%) 14 (12%) 44 (38%) |
N/A |
| Bone metastases | Yes No |
8 (7%) 107 (93%) |
N/A |
| ID | case 1 | case 2 | case 3 | case 4 | case 5 | case 6 | case 7 | case 8 |
|---|---|---|---|---|---|---|---|---|
| Sex | Female | Male | Female | Male | Male | Female | Female | Female |
| Age (year) | 64 | 25 | 70 | 33 | 74 | 54 | 42 | 60 |
| BMI (kg/m2) | 23.23 | 21.48 | 20.78 | 19.32 | 29.54 | 17.31 | 19.71 | 27.34 |
| Functional status | NF-PNEN | NF-PNEN | NF-PNEN | NF-PNEN | NF-PNEN | F-PNEN | NF-PNEN | NF-PNEN |
| Ki-67 (%) of primary | 1 | 10 | 10 | 3 | 3 | 2 | 50 | 60 |
| Grade | NET G1 | NET G2 | NET G2 | NET G2 | NET G1 | NET G1 | NEC | NEC |
| No. of BM lesion | single | multiple | multiple | multiple | single | multiple | single | single |
| Localisation of BMets | right pubis bone | vertebrae rib sternum |
vertebrae humerus |
vertebrae |
right rib | vertebrae sacrum | right hip bone | right shoulder blade |
| Method used for detection of BMets | 68Ga PET/CT | CT | 68Ga PET/CT | CT | 68Ga PET/CT | CT | FDG PET/CT | 68Ga PET/CT |
| Pancreatic primary | body | body | tail | tail | body | tail | head | head |
| Tumour size (mm) | 11 | 16 | 43 | 35 | 10 | 83 | 84 | 36 |
| Previous type of treatment | surgery | SSA PRRT ewerolimus CHTH |
SSA | CHTH | N/A | N/A | Surgery CHTH RTH |
CHTH |
| Variable | Metastatic PanNEN patients (n = 8) Median [IR] |
Non-metastatic PanNEN patients (n = 107) Median [IR] |
P value |
|---|---|---|---|
| Age (years) | 57 [38 – 67] | 55 [42 – 65] | NS |
| BMI (kg/m2) | 1 [20 – 25] | 5 [23 – 28] | NS |
| CY18 (U/L) | 144 [79 – 288] | 2 [36 – 120] | 0.04 |
| CA125 (U/mL) | 13 [8 – 50] | 6 [3 – 9] | 0.01 |
| Ferritin (ng/mL) | 129 [47 – 194] | 73 [28 – 135] | NS |
| CA19-9 (U/mL) | 15 [4 – 19] | 9 [5 – 16] | NS |
| AFP (µg/L) | 3 [2 – 12] | 3 [2 – 5] | NS |
| CEA (µg/L) | 2 [1 – 5] | 1 [1 – 2] | NS |
| B2M (mg/L) | [1 – 2] | 1 [1 – 2] | NS |
| Ki-67 (%) | 7 [2 – 35] | 3 [1 – 5] | NS |
| Tumor size (mm) | 43 [11 – 83] | 27 [16 – 47] | NS |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).