Skip to main content
PLOS ONE logoLink to PLOS ONE
. 2018 Dec 7;13(12):e0208800. doi: 10.1371/journal.pone.0208800

High serum MMP-14 predicts worse survival in gastric cancer

Aaro Kasurinen 1,*, Taina Tervahartiala 2, Alli Laitinen 1,3, Arto Kokkola 3, Timo Sorsa 2,4, Camilla Böckelman 1,3,#, Caj Haglund 1,3,#
Editor: Dajun Deng5
PMCID: PMC6285995  PMID: 30532247

Abstract

Matrix metalloproteinases (MMPs), endopeptidases with diverse biochemical functions, can promote cancer cell invasion and metastasis by degrading the extracellular matrix. A high matrix metalloproteinase-14 (MMP-14) expression in gastric cancer tissue has been associated with metastasis and poor prognosis. To further understand this association, we investigated serum MMP-14 as a biomarker in gastric cancer patients. The patient cohort consisted of 240 gastric adenocarcinoma patients who underwent surgery at Helsinki University Hospital, Finland, between 2000 and 2009. We determined the soluble MMP-14 serum levels using an enzyme-linked immunosorbent assay. We then calculated the associations between serum levels and clinicopathologic variables using the Mann-Whitney U-test or the Kruskal-Wallis test. We constructed survival curves using the Kaplan-Meier method and calculating the hazard ratios using the Cox proportional hazard model. We revealed a positive association between a high serum MMP-14 level and stages III–IV (p = 0.029), and between a high serum MMP-14 and distant metastasis (p = 0.022). Patients with a low serum MMP-14 had a 5-year disease-specific survival of 49.2% (95% confidence interval [CI] 45.5–52.9), whereas patients with a high serum MMP-14 had a 5-year survival of 22.1% (95% CI 15.2–29.0; p = 0.001). High serum MMP-14 was a statistically significant prognostic factor among patients with an intestinal type of cancer (hazard ratio [HR] 3.54; 95% CI 1.51–8.33; p = 0.004), but not among patients with a diffuse type. The serum MMP-14 level remained an independent prognostic factor in our multivariate survival analysis (HR 1.55; 95% CI 1.02–2.35; p = 0.040). This study indicates for the first time that high serum soluble MMP-14 levels in gastric cancer serves as a marker for a poor prognosis, possibly indicating the presence of distant metastases.

Introduction

The incidence of gastric cancer has decreased in the Western world due to changes in lifestyle and decreasing smoking rates, yet survival rates remain modest. For instance, the 5-year survival of patients with advanced disease reached less than 30% [1,2]. Typically, gastric cancer diagnosis occurs at an advanced stage, too late for effective curative treatment. The prognosis could be improved with more precise knowledge of the underlying pathophysiology and earlier diagnosis.

Gastric cancer is heterogeneous by nature and currently classified mainly according to the Tumor-Node-Metastasis (TNM) and the Laurén classifications [3,4]. Classification subgroups typically result in differences in responses to treatment and survival rates, suggesting additional underlying mechanisms [5]. Currently we know of only a few biomarkers associated with gastric cancer, most notably carcinoembryonic antigen (CEA) and carbohydrate antigen 19–9 (CA 19–9), although their clinical usefulness remains debated due to the low sensitivity and specificity rates [57]. To detect gastric cancer before a total outbreak of the tumor and to more precisely follow disease progression and prognosis, we need to identify biomarkers with better predictive qualities [8].

Matrix metalloproteinases (MMPs), zinc-containing genetically distinct but structurally related endopeptidases, exhibit diverse biochemical functions, such as the capability to promote cancer cell invasion and the formation of metastases [9]. MMPs promote cancer progression by cleaving and activating structural components of the histological configuration and by modifying immune and defensive reactions [10]. A high MMP expression appears to associate with more aggressive malignant behavior in various types of cancer [1119].

Among the 26 identified MMPs, matrix metalloproteinase-14 (MMP-14), also known as membrane-type matrix metalloproteinase-1, belongs to the membrane-bound MMPs. In previous studies, a high immunohistochemical MMP-14 expression in tissue samples associated with increased metastasis and a worse prognosis in gastric cancer [17,18,20,21].

Studies of MMP-14 have been primarily centered on tissue samples, although few findings addressing systemic levels of soluble or shedded forms of MMP-14 appear in the literature. In a large-scale study of 810 gastric cancer patients, a high MMP-14 gene expression in peripheral blood and bone marrow strongly associated with distant metastasis [22]. Furthermore, studies on circulating levels of MMP-14 in breast and ovarian cancers concluded that MMP-14 levels appeared elevated in cancer patients compared to controls [23,24]. Finally, MMP-14-expressing gastric cancer cell lines, studied both in mice and in vitro, showed an increased invasion and metastatic spread compared to MMP-14 knockdown versions of the cells [25,26].

To the best of our knowledge, studies of MMP-14 protein levels of gastric cancer patients’ sera remain unpublished. Therefore, this study aims to investigate the value of serum MMP-14 as a biomarker in gastric cancer patients.

Materials and methods

Patients

The patient cohort for this study consisted of 240 gastric adenocarcinoma patients who underwent surgery at the Helsinki University Hospital, Finland, between 2000 and 2009. We consecutively included patients undergoing surgery for gastric adenocarcinoma in our study material, excluding individuals with a previous history of malignancies or any synchronous cancers. We compared the gastric cancer patients to a cohort consisting of 48 patients with benign diseases (controls) who underwent surgery between 2000 and 2012.

Among cancer patients, 118 (49.2%) were men with a median age of 67.4 years (interquartile range [IQR] 57.1–76.5). Intestinal tumors were found in 84 (35.0%) patients. Surgery was performed with a curative intent on 182 (75.8%) patients. The median follow-up time was 2.3 years (1 day to 17.2 years), with 55 (22.9%) patients still alive at the end of follow-up. The 5-year disease-specific survival for the cancer patient cohort reached 44.7% (95% CI 41.3–48.1). We used the seventh version of the TNM classification for cancer staging.

Among controls, 27 (56.3%) were men with a median age of 61.0 years (IQR 55.0–71.1). The median follow-up time for controls reached 8.9 years (102 days to 17.8 years), with 26 (54.2%) patients still alive at the end of follow-up. The overall 5-year survival reached 80.9% (95% CI 75.2–86.6). Controls underwent surgery for peptic ulcer disease, benign gastric tumors, duodenal perforation, duodenal polyps, other non-malignant reasons, or gastroscopy to clarify the causes of and diagnose gastro-esophageal reflux disease, hematemesis, or esophageal hiatus hernia.

We updated survival data in November 2017. Information was obtained from patient records, Statistics Finland, and the Population Register Center of Finland.

The Surgical Ethics Committee of Helsinki University Hospital approved this study (Dnro HUS 226/E6/ 06, extension TMK02 §66 17.4.2013), and the National Supervisory Authority of Welfare and Health granted the license to study archived tissue samples without specific individual consent (Valvira Dnro 10041/06.01.03.01/2012).

Serum samples

Blood samples analyzed were drawn within 30 days prior to surgery with a median of 1 day preoperatively. Serum samples were aliquoted and stored at -80°C until analysis. Serum MMP-14 levels were determined using a commercially available enzyme-linked immunosorbent assay (ELISA) kit, the Human MMP14 ELISA Kit (Abcam, Cambridge, UK), according to the manufacturer’s instructions. Briefly, immediately prior to use, we prepared serially diluted standards with the help of a sample diluent according to the kit’s protocol. Subsequently, 50 μl of all standards and undiluted samples were added to each pre-coated well, as well as 50 μl of the antibody cocktail, following the protocol. After incubating on a plate shaker at room temperature for 1 h, the wells were washed to remove any unbound material. According to the manufacturer instructions, 100-μl substrate was piped into each well and incubated for 10 min. After the 10-min incubation period, the reaction was stopped by adding the stop solution. Detection was carried out by measuring the absorbance at 450 nm using the VictorTM X4 (Wallac Oy, Turku, Finland by PerkinElmer Singapore). Detection limit for serum MMP-14, reported by the manufacturer, was 0.137 ng/ml. All of the solutions used in this procedure were included in the ELISA kit.

Statistical analyses

We explored statistical differences between the serum MMP-14 levels of the gastric cancer patient group and controls using the Mann-Whitney U-test. In addition, we calculated associations between serum MMP-14 and clinicopathological variables using the Mann-Whitney U-test or the Kruskal-Wallis test. We also constructed the survival figures according to the Kaplan-Meier method and tested for statistically significant differences using the log-rank test. The Cox proportional hazard model was used in order to calculate the hazard ratios for uni- and multivariate survival analyses. The factors entered into the Cox proportional multivariate survival analysis consisted of age, stage, Laurén classification, and the serum MMP-14 level, where stage was processed as a categorical covariate. We found no interaction terms for MMP-14. Each patient’s disease-specific survival time was calculated from the date of surgery until death from gastric cancer. We utilized the receiver operating characteristics (ROC) curve analysis to determine the optimal cut-off point (using the maximum value of Youden’s index) for gastric cancer patients’ serum MMP-14 concentrations, dichotomizing the variable into low (<0.073 ng/ml) and high (≥0.073 ng/ml) groups [27]. The ROC curve analysis was also applied to evaluate the diagnostic value of the serum MMP-14 levels comparing gastric cancer patients to controls. In all analyses, we considered a p-value of less than 0.05 as statistically significant. All analyses were conducted using IBM’s SPSS Statistics, version 24.0 for Mac (IBM Corporation, Armonk, NY, USA).

Results

Associations between MMP-14 and clinicopathological variables

We found a positive association between a high serum MMP-14 level and cancer stages III–IV (p = 0.029) and between a high serum MMP-14 level and distant metastasis (p = 0.022; Table 1). We found no other associations between the clinicopathological variables and the serum MMP-14 level.

Table 1. Association of serum MMP-14 with clinicopathological variables in 240 gastric cancer patients.

Serum MMP-14
Low (%) High (%) p value
Age, years
<67 104 (80.6) 25 (19.4) 0.5921
≥67 97 (87.4) 14 (12.6)
Gender
Male 99 (83.9) 19 (16.1) 0.8031
Female 102 (83.6) 20 (16.4)
Stage
I 44 (89.8) 5 (10.2) 0.0292
II 51 (94.4) 3 (5.6)
III 76 (80.9) 18 (19.1)
IV 30 (69.8) 13 (30.2)
Tumor classification (pT)
pT1–2 64 (88.9) 8 (11.1) 0.6191
pT3–4 137 (81.5) 31 (18.5)
Lymph node metastasis (pN)
pN0 66 (88.0) 9 (12.0) 0.8581
pN1–3 129 (82.7) 27 (17.3)
Distant metastasis (pM)
M0 171 (86.8) 26 (13.2) 0.0221
M1 30 (69.8) 13 (30.2)
Laurén classification
Intestinal 75 (89.3) 9 (10.7) 0.1431
Diffuse 126 (80.8) 30 (19.2)

Abbreviations: MMP-14 = Matrix metalloproteinase-14

1 Mann-Whitney U-test

2 Kruskal-Wallis test

Survival analyses

Patients with a low serum MMP-14 had a 5-year disease-specific survival of 49.2% (95% CI 45.5–52.9), whereas patients with a high serum MMP-14 had a 5-year survival of 22.1% (95% CI 15.2–29.0; p = 0.001; Fig 1). Serum MMP-14 remained an independent prognostic factor in the multivariate survival analysis (hazard ratio [HR] 1.55; p = 0.040; 95% CI 1.02–2.35; Table 2). Other significant prognostic factors in the multivariate survival analysis consisted of age, stage, and Laurén classification.

Fig 1. Disease-specific survival of gastric cancer patients according to serum MMP-14 levels.

Fig 1

Survival curves were calculated using the Kaplan-Meier method with the p value based on the log-rank test.

Table 2. Uni- and multivariate survival analyses for gastric cancer patients.

Univariate survival analysis Multivariate survival analysis
HR 95% CI p value HR 95% CI p value
Age, years
<67 1.00 1.00
≥67 1.44 1.08–1.94 0.015 2.52 1.76–3.60 <0.001
Stage
I 1.00 1.00
II 4.98 2.06–12.1 <0.001 6.88 2.35–20.1 <0.001
III 14.8 6.44–33.9 <0.001 22.0 7.98–60.8 <0.001
IV 41.5 17.7–97.8 <0.001 74.5 25.8–215 <0.001
Laurén classification
Intestinal 1.00 1.00
Diffuse 1.45 1.06–1.98 0.021 2.23 1.50–3.32 <0.001
Serum MMP-14
Low 1.00 1.00
High 1.92 1.28–2.88 0.002 1.55 1.02–2.35 0.040

Abbreviations: HR = hazard ratio, CI = confidence interval, MMP-14 = Matrix metalloproteinase-14

Among the subgroups of patients with pT3–4 tumors (HR 1.74; 95% CI 1.13–2.67; p = 0.012; Fig 2A), lymph-node metastases (HR 1.96; 95% CI 1.24–3.09; p = 0.004; Fig 2B), or an intestinal type of cancer (HR 3.54; 95% CI 1.51–8.33; p = 0.004; Fig 2C; Table 3), a high serum MMP-14 served as a prognostic factor. For patients with an intestinal type of cancer, 5-year survival reached 64.1% (95% CI 58.2–70.0) among those with a low serum MMP-14 and 13.3% (95% CI 1.0–25.6; p = 0.002; Fig 2C) among patients with a high serum MMP-14. Among patients with a diffuse type of cancer (HR 1.54; 95% CI 0.96–2.45; p = 0.071; Fig 2D), a high serum MMP-14 did not serve as a prognostic factor. In addition, MMP-14 associated with a worse prognosis among men (HR 2.74; 95% CI 1.54–4.87; p = 0.001; Table 3).

Fig 2. Disease-specific survival in subgroups of gastric cancer patients according to the Kaplan-Meier method.

Fig 2

Low versus high serum MMP-14 levels in patients with A) a pT3–4 tumor classification, B) lymph-node metastases, C) an intestinal cancer, and D) a diffuse type of cancer according to the Laurén classification. The p value was calculated using the log-rank test.

Table 3. Univariate survival analysis by subgroups, comparing a high to a low serum MMP-14 value among 240 gastric cancer patients.

High serum MMP-14
HR 95% CI p value
Age, years
<67 2.02 1.19–3.42 0.009
≥67 2.05 1.07–3.94 0.031
Gender
Male 2.74 1.54–4.87 0.001
Female 1.42 0.79–2.54 0.236
Stage
I N/A
II 2.32 0.54–10.0 0.261
III 1.26 0.72–2.20 0.417
IV 1.78 0.88–3.57 0.107
Tumor classification (pT)
pT1–2 2.23 0.62–8.02 0.218
pT3–4 1.74 1.13–2.67 0.012
Lymph node metastasis (pN)
pN0 1.45 0.42–5.01 0.559
pN1–3 1.96 1.24–3.09 0.004
Distant metastasis (pM)
pM0 1.64 0.98–2.74 0.058
pM1 1.78 0.88–3.57 0.107
Laurén classification
Intestinal 3.54 1.51–8.33 0.004
Diffuse 1.54 0.96–2.45 0.071

Abbreviations: MMP-14 = Matrix metalloproteinase-14, HR = hazard ratio, CI = confidence interval, N/A = not available

Diagnostic value of serum MMP-14

Serum MMP-14 levels were higher among controls than among gastric cancer patients (p = 0.002; S1 Table). Among gastric cancer patients, the serum MMP-14 level was high in only 39 (16.3%) patients. Among controls, serum MMP-14 was high in 14 (29.2%) patients. The area under the curve in the ROC analysis was 0.392 (95% CI 0.30–0.48; p = 0.019), suggesting a low diagnostic value. The sensitivity of a high serum MMP-14 level to detect gastric cancer reached 16.3%, while the specificity was 70.8%.

Discussion

Among our cohort of 240 gastric cancer patients we found that serum MMP-14 served as an independent prognostic factor. To our knowledge, this represents the first study on serum levels of soluble MMP-14 in gastric cancer. We also found that survival was worse among patients with a high serum MMP-14, particularly among men, patients with pT3–4 tumors, in the presence of lymph-node metastases, or accompanying an intestinal cancer. Furthermore, a high serum MMP-14 level associated with metastatic disease. Our results agree with MMP-14’s previously known role in promoting cancer cell invasion and the formation of metastases [9]. However, in our study, serum MMP-14 did not serve as a diagnostic tumor marker.

Only a few studies of MMP-14 in gastric cancer exist and none examined serum levels. The high MMP-14 immunoexpression in 205, 225, 184, and 96 gastric cancer tissues, and in a meta-analysis of 594 patients, served as a prognostic factor and associated with age, stage, tumor grade, lymph-node metastases, distant metastases, and tumor invasion [11,17,20,21]. Our findings regarding MMP-14 in the serum of gastric cancer patients agree with these studies.

Mimori et al. [22] studied the MMP-14 levels of peripheral blood and bone marrow among 810 gastric cancer patients. They found that MMP-14 gene expression, determined using RT-PCR, strongly associated with metastatic disease. Similarly, in our study, high MMP-14 serum levels associated with metastatic disease.

The MMP-14 protein and gene expression in gastric cancer tissue appear elevated in gastric cancer patients when compared to controls [17,18,21]. In addition, in a study of 18 breast cancer patients and 11 healthy controls, the serum MMP-14 levels determined using an enzyme-linked immunosorbent assay were significantly higher in cancer patients than in controls [23]. In other studies of MMP-14 serum levels specifically among breast and ovarian cancer patients, circulating MMP-14 levels were higher in comparison with healthy individuals [23,24]. In contrast, in our study, serum MMP-14 did not serve as a diagnostic marker for gastric cancer, since the serum levels detected among controls were higher than those among our patients. This suggests that in our study the high MMP-14 levels in the serum from patients with benign disease may originate from cells other than the gastric mucosa. Additionally, the serum MMP-14 levels among controls and cancer patients may be affected by an uneven distribution and shedding of MMP-14 from healthy and malignant cell membranes. Due to the significant membrane-binding properties of MMP-14, its serum levels do not necessarily directly reflect its overall expression in malignant disease, including in gastric cancer.

Serum MMP-14 served as a strong prognostic factor in patients with an intestinal cancer. Among patients with a diffuse type of cancer, serum MMP-14 did not serve as a prognostic factor, nor did serum MMP-14 associate with the Laurén classification. Nevertheless, this result is of high interest, since intestinal and diffuse types of cancer behave differently and may be considered distinct diseases. Because patients with an intestinal cancer generally have a better prognosis, finding a marker to identify patients with a poor prognosis may prove beneficial.

MMP-14 has been studied in laboratory conditions, resulting in findings that agree with ours. For example, Zheng et al. [25] studied the capability of MMP-14 downregulation to prevent carcinogenic features of gastric cancer cells. They found that MMP-14 suppression resulted in reduced migration, invasion, and angiogenesis in a time- and dose-dependent fashion. In comparison, Nonaka et al. [26] studied the tumor-promoting function of MMP-14 in mice, whereby the suppression of MMP-14 lead to a diminished malignant behavior.

MMP-14 has been suggested as a novel target for therapy. Thus far, however, no efficient inhibitor for MMP-14 for clinical use exists [28]. Liu et al. [29] studied the effect of a synthetic broad-spectrum MMP inhibitor (MMPI), prinomastat, in an orthotopic lung cancer model in which tumors express MMP-14, MMP-2, and tissue inhibitor of metalloproteinases-2 (TIMP-2). Prinomastat was administered as a single-therapy agent and in combination with carboplatin, resulting in a reduction of kidney metastases, while in combination with carboplatin survival improved. Consequently, studies of prinomastat have proceeded to clinical trials [30].

The strengths of our study include the relatively large patient cohort with reliable follow-up information and our validation of previous findings. The single-center setting introduces a bias, since it decreases the generalizability of our findings. Further research on this topic from additional large, well-defined patient cohorts remain necessary in order to confirm our findings. Due to the retrospective study design, accessing patient details regarding other well-known risk factors, such as lymphatic emboli, venous invasion, perineural invasion, and tumor subsite, is difficult and potentially contains inaccuracies. Thus, we have not included them in the analyses.

To conclude, this study suggests for the first time that high serum levels of soluble MMP-14 in gastric cancer can serve as a marker for a worse prognosis and may indicate the presence of distant metastases.

Supporting information

S1 Fig. ROC curve for gastric cancer patients.

We used the ROC curve to determine the optimal cut-off value for gastric cancer patients’ serum MMP-14 levels.

(TIF)

S1 Table. Serum MMP-14 in gastric cancer patients versus controls.

(XLSX)

Acknowledgments

We thank Harri Mustonen and Elina Aspiala and for their exceptional technical assistance.

Data Availability

All relevant data can be found from the methods section and the Dryad database (DOI:10.5061/dryad.hb62394).

Funding Statement

This study was financially supported by the Faculty of Medicine, University of Helsinki, Helsinki, Finland (CB), Karolinska Institutet, Stockholm, Sweden (TS, TT), Helsinki University Hospital Research Foundation, Helsinki, Finland (TS, TT), Competitive State Research Financing of the Expert Responsibility of Helsinki University Hospital, Helsinki, Finland (CH), the Finnish Cancer Foundation (CH), Finska Läkaresällskapet (CH), and the Sigrid Jusélius Foundation (CH, AK). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

References

  • 1.Allemani C, Weir HK, Carreira H, Harewood R, Spika D, Wang X-S, et al. Global surveillance of cancer survival 1995–2009: analysis of individual data for 25,676,887 patients from 279 population-based registries in 67 countries (CONCORD-2). Lancet. 2015;385: 977–1010. 10.1016/S0140-6736(14)62038-9 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2.Ferlay J, Soerjomataram I, Dikshit R, Eser S, Mathers C, Rebelo M, et al. Cancer incidence and mortality worldwide: Sources, methods and major patterns in GLOBOCAN 2012. Int J Cancer. 2015;136: 359–386. [DOI] [PubMed] [Google Scholar]
  • 3.Sano T, Coit DG, Kim HH, Roviello F, Kassab P, Wittekind C, et al. Proposal of a new stage grouping of gastric cancer for TNM classification: International Gastric Cancer Association staging project. Gastric Cancer. 2017;20: 217–225. 10.1007/s10120-016-0601-9 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4.Lauren P. The two histological main types of gastric carcinoma: diffuse and so-called intestinal-type carcinoma. An attempt at a histo-clinical classification. Acta Pathol Microbiol Scand. 1965;64: 31–49. [DOI] [PubMed] [Google Scholar]
  • 5.Choi YY, Noh SH, Cheong J-H. Molecular Dimensions of Gastric Cancer: Translational and Clinical Perspectives. J Pathol Transl Med. 2016;50: 1–9. 10.4132/jptm.2015.09.10 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 6.Durães C, Almeida GM, Seruca R, Oliveira C, Carneiro F. Biomarkers for gastric cancer: prognostic, predictive or targets of therapy? Virchows Arch. 2014;464: 367–378. 10.1007/s00428-013-1533-y [DOI] [PubMed] [Google Scholar]
  • 7.Yin L-K, Sun X-Q, Mou D-Z. Value of Combined Detection of Serum CEA, CA72-4, CA19-9 and TSGF in the Diagnosis of Gastric Cancer. Asian Pac J Cancer Prev. 2015;16: 3867–70. [DOI] [PubMed] [Google Scholar]
  • 8.Shimizu D, Kanda M, Kodera Y. Review of recent molecular landscape knowledge of gastric cancer. Histol Histopathol. 2018;33: 11–26. doi: 10.14670/HH-11-898 [DOI] [PubMed] [Google Scholar]
  • 9.Egeblad M, Werb Z. New functions for the matrix metalloproteinases in cancer progression. Nat Rev Cancer. 2002;2: 161–174. 10.1038/nrc745 [DOI] [PubMed] [Google Scholar]
  • 10.Sternlicht MD, Werb Z. How Matrix Metalloproteinases Regulate Cell Behavior. Annu Rev Cell Dev Biol. 2001;17: 463–516. 10.1146/annurev.cellbio.17.1.463 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.He L, Chu D, Li X, Zheng J, Liu S, Li J, et al. Matrix Metalloproteinase-14 Is a Negative Prognostic Marker for Patients with Gastric Cancer. Dig Dis Sci. 2013;58: 1264–1270. 10.1007/s10620-012-2513-9 [DOI] [PubMed] [Google Scholar]
  • 12.Curran S, Murray GI. Matrix metalloproteinases in tumour invasion and metastasis. J Pathol. 1999;189: 300–308. 10.1002/(SICI)1096-9896(199911)189:3<300::AID-PATH456>3.0.CO;2-C [DOI] [PubMed] [Google Scholar]
  • 13.Stetler-Stevenson WG. Type IV collagenases in tumor invasion and metastasis. Cancer Metastasis Rev. 1990;9: 289–303. [DOI] [PubMed] [Google Scholar]
  • 14.Aalinkeel R, Nair BB, Reynolds JL, Sykes DE, Mahajan SD, Chadha KC, et al. Overexpression of MMP-9 Contributes to Invasiveness of Prostate Cancer Cell Line LNCaP. Immunol Invest. 2011;40: 447–464. 10.3109/08820139.2011.557795 [DOI] [PubMed] [Google Scholar]
  • 15.Kumar B, Koul S, Petersen J, Khandrika L, Hwa JS, Meacham RB, et al. p38 Mitogen-Activated Protein Kinase-Driven MAPKAPK2 Regulates Invasion of Bladder Cancer by Modulation of MMP-2 and MMP-9 Activity. Cancer Res. 2010;70: 832–841. 10.1158/0008-5472.CAN-09-2918 [DOI] [PubMed] [Google Scholar]
  • 16.Joergensen MT, Brünner N, De Muckadell OBS. Comparison of circulating MMP-9, TIMP-1 and CA19-9 in the detection of pancreatic cancer. Anticancer Res. 2010;30: 587–92. [PubMed] [Google Scholar]
  • 17.Dong Y, Chen G, Gao M, Tian X. Increased expression of MMP14 correlates with the poor prognosis of Chinese patients with gastric cancer. Gene. 2015;563: 29–34. 10.1016/j.gene.2015.03.003 [DOI] [PubMed] [Google Scholar]
  • 18.de la Peña S, Sampieri CL, Ochoa-Lara M, León-Córdoba K, Remes-Troche JM. Expression of the Matrix Metalloproteases 2, 14, 24, and 25 and Tissue Inhibitor 3 as Potential Molecular Markers in Advanced Human Gastric Cancer. Dis Markers. 2014;2014: 1–9. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 19.Mäkinen LK, Häyry V, Atula T, Haglund C, Keski-Säntti H, Leivo I, et al. Prognostic significance of matrix metalloproteinase-2, -8, -9, and -13 in oral tongue cancer. J Oral Pathol Med. 2012;41: 394–399. 10.1111/j.1600-0714.2011.01110.x [DOI] [PubMed] [Google Scholar]
  • 20.Peng C-W, Wang L-W, Fang M, Yang G-F, Li Y, Pang D-W. Combined features based on MT1-MMP expression, CD11b + immunocytes density and LNR predict clinical outcomes of gastric cancer. J Transl Med. 2013;11: 153 10.1186/1479-5876-11-153 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21.Naseh G, Mohammadifard M, Mohammadifard M. Upregulation of cyclin-dependent kinase 7 and matrix metalloproteinase-14 expression contribute to metastatic properties of gastric cancer. IUBMB Life. 2016;68: 799–805. 10.1002/iub.1543 [DOI] [PubMed] [Google Scholar]
  • 22.Mimori K, Fukagawa T, Kosaka Y, Ishikawa K, Iwatsuki M, Yokobori T, et al. A Large-Scale Study of MT1–MMP as a Marker for Isolated Tumor Cells in Peripheral Blood and Bone Marrow in Gastric Cancer Cases. Ann Surg Oncol. 2008;15: 2934–2942. 10.1245/s10434-008-9916-z [DOI] [PubMed] [Google Scholar]
  • 23.Laudański P, Swiatecka J, Kozłowski L, Leśniewska M, Wojtukiewicz M, Wołczyński S. Increased serum level of membrane type 1-matrix metalloproteinase (MT1-MMP/MMP-14) in patients with breast cancer. Folia Histochem Cytobiol. 2010;48: 101–3. 10.2478/v10042-009-0085-0 [DOI] [PubMed] [Google Scholar]
  • 24.Kaimal R, Aljumaily R, Tressel SL, Pradhan R V, Covic L, Kuliopulos A, et al. Selective blockade of matrix metalloprotease-14 with a monoclonal antibody abrogates invasion, angiogenesis, and tumor growth in ovarian cancer. Cancer Res. 2013;73: 2457–2467. 10.1158/0008-5472.CAN-12-1426 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 25.Zheng L, Li D, Xiang X, Tong L, Qi M, Pu J, et al. Methyl jasmonate abolishes the migration, invasion and angiogenesis of gastric cancer cells through down-regulation of matrix metalloproteinase 14. BMC Cancer. 2013;13: 74 10.1186/1471-2407-13-74 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Nonaka T, Nishibashi K, Itoh Y, Yana I, Seiki M. Competitive disruption of the tumor-promoting function of membrane type 1 matrix metalloproteinase/matrix metalloproteinase-14 in vivo. Mol Cancer Ther. 2005;4: 1157–1166. 10.1158/1535-7163.MCT-05-0127 [DOI] [PubMed] [Google Scholar]
  • 27.Youden WJ. Index for rating diagnostic tests. Cancer. 1950;3: 32–5. [DOI] [PubMed] [Google Scholar]
  • 28.Shirian J, Arkadash V, Cohen I, Sapir T, Radisky ES, Papo N, et al. Converting a broad matrix metalloproteinase family inhibitor into a specific inhibitor of MMP-9 and MMP-14. FEBS Lett. 2018;592: 1122–1134. 10.1002/1873-3468.13016 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.Liu J, Tsao MS, Pagura M, Shalinsky DR, Khoka R, Fata J, et al. Early combined treatment with carboplatin and the MMP inhibitor, prinomastat, prolongs survival and reduces systemic metastasis in an aggressive orthotopic lung cancer model. Lung Cancer. 2003;42: 335–44. [DOI] [PubMed] [Google Scholar]
  • 30.Bissett D, O’Byrne KJ, von Pawel J, Gatzemeier U, Price A, Nicolson M, et al. Phase III Study of Matrix Metalloproteinase Inhibitor Prinomastat in Non–Small-Cell Lung Cancer. J Clin Oncol. 2005;23: 842–849. 10.1200/JCO.2005.03.170 [DOI] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

S1 Fig. ROC curve for gastric cancer patients.

We used the ROC curve to determine the optimal cut-off value for gastric cancer patients’ serum MMP-14 levels.

(TIF)

S1 Table. Serum MMP-14 in gastric cancer patients versus controls.

(XLSX)

Data Availability Statement

All relevant data can be found from the methods section and the Dryad database (DOI:10.5061/dryad.hb62394).


Articles from PLoS ONE are provided here courtesy of PLOS

RESOURCES