Causal relationship between serum metalloproteinase 12 levels and aortic dissection and aortic aneurysm: a bidirectional Mendelian randomization study
Original Article

Causal relationship between serum metalloproteinase 12 levels and aortic dissection and aortic aneurysm: a bidirectional Mendelian randomization study

Xiaoyan Feng1, Shoulei Chen1, Tao Liu1, Hexi Huang1, Giovanni Mariscalco2, Carlos A. Mestres3, Marcus Taylor4, Ken Nakamura5, Baoshi Zheng1

1Department of Cardiovascular Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, China; 2Department of Cardiac Surgery, Glenfield Hospital, Leicester, UK; 3Department of Cardiothoracic Surgery and the RWM Frater Cardiovascular Research Centre, The University of the Free State, Bloemfontein, South Africa; 4Department of Cardiothoracic Surgery and Transplantation, Manchester University NHS Foundation Trust, Wythenshawe Hospital, Manchester, UK; 5Division of Cardiovascular Surgery, Nihonkai General Hospital, Yamagata, Japan

Contributions: (I) Conception and design: X Feng; (II) Administrative support: T Liu, H Huang, S Chen; (III) Provision of study materials or patients: T Liu, H Huang; (IV) Collection and assembly of data: S Chen; (V) Data analysis and interpretation: X Feng; (VI) Manuscript writing: All authors; (VII) Final approval of manuscript: All authors.

Correspondence to: Baoshi Zheng, MD. Department of Cardiovascular Surgery, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Qingxiu District, Nanning 530021, China. Email: baoshizhengyx@163.com.

Background: Elevated matrix metalloproteinase-12 (MMP-12) levels have been shown to be elevated in patients with aortic dissection (AD) and aortic aneurysm (AA). However, whether MMP-12 is associated with AD and AA has not been conclusively examined. The aim of this study was to clarify the role of MMP-12 in AD and AA formation and to verify the correlation between MMP-12 and AD and AA development at the gene level via Mendelian randomization (MR) analysis.

Methods: The data for analyzing MMP-12 gene mutations were obtained from the Integrative Epidemiology Unit (IEU) OpenGWAS database, which includes data from 21,758 European residents. Data on the genetic variation of AD and AA were retrieved from the FinnGen database. In the forward MR analysis, we evaluated the causal effect of MMP-12 on AD and AA. Subsequently, the causal association of AD and AA with MMP-12 was investigated in the reverse MR study. The inverse-variance weighting (IVW) method was the principal statistical technique used in this study.

Results: In the forward MR analysis, the IVW results showed that serum MMP-12 levels were positively related to an increased risk of AD [odds ratio (OR) =1.301; 95% confidence interval (CI): 1.002–1.697; P=0.048] and AA (OR =1.121; 95% CI: 1.007–1.248; P=0.04). For the reverse MR studies, no genetic relationships were observed between AD or AA and MMP-12 levels, nor was any heterogeneity or pleiotropy.

Conclusions: There was a correlation between serum MMP-12 and the risk of AD and AA. MMP-12 may be a potential therapeutic target for AD and AA.

Keywords: Matrix metalloproteinase-12 (MMP-12); aortic dissection (AD); aortic aneurysm (AA); Mendelian randomization (MR)


Submitted Feb 23, 2025. Accepted for publication Apr 17, 2025. Published online Apr 27, 2025.

doi: 10.21037/jtd-2025-377


Highlight box

Key findings

• Mendelian randomization (MR) analysis provides genetic evidence for a link between serum matrix metalloproteinase-12 (MMP-12) level and the emergence of aortic dissection (AD) and aortic aneurysm (AA).

What is known and what is new?

• Previous research has indicated a relationship between serum MMP-12 level and AD and AA; however, a causal relationship between these factors has not been established.

• In this study, we used bidirectional MR analysis to determine the causal relationship between MMP-12 and AD and AA. Serum MMP-12 and the occurrence of AD or AA were found to be correlated to some extent.

What is the implication, and what should change now?

• MMP-12 may be a potential therapeutic target for AD and AA.


Introduction

Aortic dissection (AD), an acute cardiovascular disease that can lead to sudden death, has a high rate of morbidity and mortality (1,2). Typical pathophysiological features of AD are characterized by the development of an aortic intimal tear and a false lumen between the intima and adventitia of the aorta wall, following blood entering the false lumen (3). AD can be divided into A and B types according to the site of intimal tear. The main treatment methods are surgical intervention (4), vascular intervention (5), and a hybrid approach (6). Despite significant improvement in the treatment of AD, in-hospital mortality remains high and the pathology is associated with major complications (7). Moreover, a proportion of patients may experience progression of the dissection during the follow-up and require re-operation (8). An aortic aneurysm (AA) is a pathological dilation of the aorta by more than 50% of the normal diameter of the aorta (9). Thoracic AA (TAA) is one of the most common AA types, with most of the cases occurring in older adults and male patients. A meta-analysis found that the total incidence of TAA is 5.3 million people/year, with an incidence of 0.16% (10), and its incidence has increased significantly in recent years (11). Similar to AD, AA is a serious threat to human health (12). At present, aortic computed tomography angiography was mainly used to evaluate aortic diseases in clinical practice. However, this examination only can evaluate the severity of current aortic diseases, and cannot reflect the progression of aortic diseases. A current study reported that blood biomarkers could be regarded as diagnostic biomarkers and prognostic biomarkers for chronic diseases (13). However, there were limited researches of biomarkers for predicting clinical aortic diseases. We hope to find suitable blood biomarkers to predict the progression of aortic diseases and provide reference for clinical and preventive work of aortic diseases.

Matrix metalloproteinase-12 (MMP-12), secreted mainly from macrophages, figures prominently in the regulation of extracellular matrix (ECM) decomposition and tissue remodeling (14). Research indicates that serum MMP-12 levels are connected with cardiovascular disease (15) and ischemic stroke (16). In one clinical study, MMP-12 levels were found to be significantly increased in abdominal AA tissues as compared with healthy aorta tissues (17). Another clinical study observed that elevated MMP-12 levels were present in both the aortic tissues and plasma of patients with AD (18). Furthermore, MMP-12 was reported to play a crucial role in the emergence of thoracic aneurysm and dissection (19), and MMP-12 deficiency was shown to attenuate aneurysm growth in mice (20). In the context of AD and AA, MMP-12 has been regarded as an outstanding biomarker for the incidence and progression of AA.

Despite the increasing number of studies showing that MMP is associated with AA, the conclusions of the current study do not provide a very firm and positive explanation.

The primary factors which included previous clinical studies always with small sample sizes, and the presence of confounding factors. In addition, observational studies tend to indicate the correlation, which may exist the potential reverse causality. Therefore, it is very necessary to conduct large-scale research to establish a definitive causal relationship between MMP and AA, further exploring their role as therapeutic targets in mitigating AD. Of course, the genetic association of MMP-12 with AD or AA remains unclear.

Mendelian randomization (MR) is an analytical method used for evaluating variable exposure or risk factors and clinical prognoses (21). Randomized controlled trials and observational studies cannot reliably determine causality due to the potential for confounding or reverse causality; however, MR is not subject to these pitfalls, as genetic variants affect outcomes only through exposure factors and are randomly allocated at conception (21,22). We present this article in accordance with the STROBE-MR reporting checklist (available at https://jtd.amegroups.com/article/view/10.21037/jtd-2025-377/rc).


Methods

Study design

This study was designed as a bidirectional two-sample MR analysis. First, we examined the causal effects of serum/plasma of MMP-12 on AD and AA. Subsequently, the estimation of the causal effects of AD or AA on MMP-12 was conducted (Figure 1). Genetic variants were required to meet three rigorous criteria: (I) instrumental variables (IVs) were closely associated with exposed factors; (II) IVs were independent of the confounding factors that could influence exposure and outcome; and (III) IVs affected the outcome only via exposure. For the processing of palindromic SNPs, the main method is to discard those SNPs with palindromic structure. This is because palindromic sequences can cause confusion in genetic analysis, especially when trying to infer allele frequencies. According to the way the Harmonize software processes it, if a SNP has a palindromic structure and its allele frequency information no longer provides information about the chain, this will result in an inability to perform a valid genetic analysis. Therefore, we deleted the palindromic sequence before determining the IVs.

Figure 1 Study design of the bidirectional MR study on the association of serum MMP-12 levels with AD and AA. The black lines mean positive MR. The exposure is MMP-12 and the outcome is AD/AA. The red lines mean reverse MR. The exposures are AD/AA and the outcome is MMP-12. AA, aortic aneurysm; AD, aortic dissection; IV, instrumental variable; MMP-12, matrix metalloproteinase-12; MR, Mendelian randomization.

Data source and single-nucleotide polymorphism (SNP) selection of MMP-12

The genome-wide association study (GWAS) summary statistics for serum MMP-12 levels were obtained from the Integrative Epidemiology Unit (IEU) OpenGWAS project created by Folkersen et al. (23), which includes the data of 21,758 European individuals. The selection criteria IVs associated with MMP-12 in this MR analysis were as follows: (I) P values below 5×10−8, which indicated that the IVs were significantly related to MMP-12 levels; and (II) the measured value of R2 for linkage disequilibrium (LD) in the 10,000-kilobase window of 0.001. A total of seven SNPs (rs1144398, rs7126430, rs181951510, rs626750, rs12288698, rs117953762, and rs12975366) met the above requirements. In this study, the seven SNPs associated with MMP-12 were screened through platform PhenoScanner (Phenoscanner.medschl.cam.ac.uk). After rs12975366 was removed and palindrome sequences were excluded, only six SNPs were used for the MR study. This study was conducted in accordance with the Declaration of Helsinki and its subsequent amendments.

Information and IV selection for AD and AA

Data for the SNPs related to AD and AA were obtained from the FinnGen project. The GWAS data on AD included 470 patients and 206,541 control individuals, with 16,380,411 SNPs (Table 1). In the initial search for proxy SNPs for AD, this threshold yielded only two potential IVs (P<5×10−8), and the limited SNPs will add increase the instability of the analysis results. We selected the genetic variants related to AD at P<5×10−6 as the IVs, with LD criteria of r2<0.001 and 10,000 kb. Four SNPs (rs118055578, rs2302688, rs145146588, and rs36029774) that met the above conditions were examined in PhenoScanner V2 to exclude confounders. Finally, only three SNPs were used as IVs due to rs36029774 being related to height, which is a confounding factor for AD.

Table 1

Baseline characteristics of the MMP-12, AA, and AD datasets

Trait IEU GWAS ID Database Population Sample size SNPs (n)
MMP-12 ebi-a-GCST90012070 NA European 21,758 13,100,092
AD finn-b-I9_AORTDIS FinnGen European 207,011 16,380,411
AA finn-b-I9_AORTANEUR FinnGen European 209,366 16,380,417

AA, aortic aneurysm; AD, aortic dissection; GWAS, genome-wide association study; IEU, Integrative Epidemiology Unit; MMP-12, matrix metalloproteinase-12; NA, not available; SNP, single-nucleotide polymorphism.

GWAS analysis on AA included 2,825 patients and 206,541 control individuals, comprising 16,380,417 SNPs. In the initial search for proxy SNPs for AA, this threshold yielded also only two potential IVs (P<5×10−8), and to facilitate the identification of additional SNPs, we relaxed the threshold to a more lenient value (P< 5×10−6). But there were 21 SNPs for AA which we considered that the number of SNPs were an increase in the number level compared to AD (P<5×10−6 as the IVs for AD). Therefore, the cutoff values of independently associated SNPs were set as P<5×10−7, r2<0.001, and 10,000 kb. After screening, five SNPs associated with AA were examined online with PhenoScanner, and palindromes were excluded. rs77097530 was removed due to its uneven palindrome sequence. Finally, only four SNPs (rs12406058, rs79958663, rs61914381, and rs9316871) were selected as IVs for AA.

Statistical analysis

In this bidirectional MR study, inverse-variance weighting (IVW) was selected as the primary means to determine the causality between exposure and outcome. First, in forward MR, we used two-sample MR analysis to estimate the causal effect of serum MMP-12 levels on AD and AA. Subsequently, the genetic associations of AD or AA on serum MMP-12 levels were calculated in the reverse MR study. We used the Cochran’s Q statistic to quantify the heterogeneity among SNPs. When heterogeneity was present, the multiplicative random effect in IVW was adopted; otherwise, a fixed-effect model was used (24). The MR-Egger intercept test was conducted to assess multiple effects. The MR pleiotropy residual sum and outlier (MR-PRESSO) global test was used to search for outliers. Identified outliers were removed, and MR analysis was repeated. The leave-one-out method was used to evaluate the robustness of the outcomes.

All the analyses were performed in R version 4.2.1 (The R Project for Statistical Computing, Vienna, Austria). The R packages included “two-sample MR” and “MR-PRESSO” packages.


Results

The causal effects of MMP-12 levels on AD and AA

Ultimately, six SNPs were selected as IVs for serum MMP-12 levels according to the above-described setting conditions and testing procedures (Table S1). The F statistic was used to quantify the strength of the IVs, and the F values for each IV were greater than 10, indicating that our selected IVs were not affected by weak IVs.

We primarily selected the IVW-fixed-effect model to assess the causal effect of MMP-12 on AD and AA. The outcomes of the IVW method indicated that elevated serum MMP-12 levels are a risk factor for AD [odds ratio (OR) =1.301; 95% confidence interval (CI) 1.002–1.697; P=0.048] and AA (OR =1.121; 95% CI: 1.007–1.248; P=0.04). The clinical interpretation of our results showed that the risk of AD increased by 30.1% for each additional elevated serum standardized unit of MMP-12 level, and the risk of AA increased by 12.1% for each additional elevated serum standardized unit of MMP-12 level. The results of the other four methods of MR showed a similar tendency but did not reach statistical significance (Figure 2). It was worth noting that in our study, the borderline statistical significance (P values near 0.05) was observed in the IVW analysis results showed statistical significance between MMP-12 and the risk of AA (P=0.04) and AD (P=0.048), which leaded us to be more careful in interpreting and generalizing our results.

Figure 2 Associations of serum MMP-12 levels with AD and AA. MMP-12 was found to be a potential risk factor for AD and AA. AA, aortic aneurysm; AD, aortic dissection; CI, confidence interval; MMP-12, matrix metalloproteinase-12; MR, Mendelian randomization; nSNP, nonsynonymous single-nucleotide polymorphism; OR, odds ratio; PRESSO, pleiotropy residual sum and outlier.

As shown in Figure 2 based on the Cochran’s Q test, heterogeneity was ruled out. MR-Egger intercept tests showed no horizontal pleiotropy. The MR-PRESSO analysis indicated no significant outliers for the included IVs that could influence the results. The scatter plots for the causal effect of MMP-12 are shown in Figure 3. The leave-one-out method indicated that the results would not be affected after removal of each SNP (Figure S1). The forest plots and funnel plots are shown in Figures S2,S3.

Figure 3 Scatter plots of the causal effect of MMP-12. (A) The scatter plot of the causal effect of MMP-12 on AD. (B) The scatter plot of the causal effect of MMP-12 on AA. AA, aortic aneurysm; AD, aortic dissection; MMP-12, matrix metalloproteinase-12; MR, Mendelian randomization; SNP, single-nucleotide polymorphism.

The causal effects of AD and AA on MMP-12 levels

According to the P value and LD agglutination method, three and four gene variants were selected as grade IV AD and AA, respectively (Tables S2,S3). The F statistic confirmed the strength of the selected IVs, and MR-PRESSO analysis revealed no obvious outliers. Based on the IVW-FE model, there was an increased risk of AA observed with elevated MMP-12 level (OR =1.033; 95% CI: 0.964–1.107; P=0.36), but there was no statistical significance. In addition, no genetic association was observed for AD (OR =1.013; 95% CI: 0.971–1.057; P=0.56) on MMP-12 levels in the IVW-FE model. Neither heterogeneity nor pleiotropy was observed in the reverse MR (Figure 4). Moreover, the results of leave-one-out method, forest plots, funnel plots, and scatter plots are provided in Figures S1-S4.

Figure 4 Causal effects of AD and AA on serum MMP-12 levels. No genetic associations were observed for AD or AA with serum MMP-12 levels. AA, aortic aneurysm; AD, aortic dissection; CI, confidence interval; MMP-12, matrix metalloproteinase-12; MR, Mendelian randomization; nSNP, nonsynonymous single-nucleotide polymorphism; OR, odds ratio; PRESSO, pleiotropy residual sum and outlier.

Discussion

In this bidirectional MR analysis study, we examined the genetic association between serum MMP-12 levels and AD and AA. Our study demonstrated that MMP-12 levels are causally related to an increased risk of AD and AA. Meanwhile, no causal effects of AD and AA on MMP-12 levels were observed in our study.

MMP-12 is a key immunofibrotic regulator secreted by macrophages, and it has been confirmed by more and more relevant studies that it can be a key marker of inflammation deterioration and fibrosis. MMP-12 can break down the ECM for tissue remodeling and repair, but excessive MMP-12 activity is associated with the occurrence and development of a variety of diseases. Several studies investigating the association of MMP-12 levels in AD and AA have been conducted. In an analysis of an Italian population including 23 patients with AD, increased blood MMP-12 levels were found in patients with Stanford-A acute AD (25). Similarly, MMP-12 level exhibited a significant rise in messenger RNA expression in human abdominal AA wall samples compared to nondilated control aortic samples (26). Moreover, an upregulated expression of MMP-12 was observed in the aortic wall of an abdominal AA model in mice (27,28). However, numerous experiments have indicated that the conclusions of animal experiments are not necessarily applicable to humans, and other issues including reverse causality and unmeasurable interference in the association study in the population (29). Moreover, it is not clear whether MMP-12 is elevated before or after the occurrence of AD. In spite of previous studies have revealed that MMP-12 was associated with AD and AA (25-29), however, observational studies cannot reliably determine causality due the potential for confounding or reverse causality. Hence, to precisely determine the causal relationship between MMP-12 and AD/AA, MR analysis was conducted to characterize the bidirectional genetic associations between these factors. In our study, serum MMP-12 levels were causally associated with an increased risk of AD and AA. It has been argued that MMPs may be increased after the occurrence of aortic diseases, but we did not find that AD/AA exerted causal effects on MMP-12 levels.

The specific regulatory mechanism of MMPs related to the pathogenesis of AD and AA remains unclear. Several studies have demonstrated the potential mechanism of MMP-12 in the development of AD and AA. In a clinical trial, MMP-12 was proven to be positively correlated with body mass index (BMI) (30), which was a risk factor for AD. Other studies have found that interleukin-3 (IL-3) can activate macrophages to secrete MMP-12 through JNK and AP-1 signaling pathways, which are involved in the emergence of TAA and dissection (TAAD). It has been speculated that the activation of the IL-3/IL-3Rβ/MMP-12 pathway plays a key role in the pathogenesis of TAAD (19). Zheng et al. demonstrated that p110δ deletion can cause a considerable decomposition of ECM and promote macrophages to gather to the aortic wall and contribute to the development and progression of aortic atherosclerosis by activating the protein-1/MMP-12 pathway (31).

Other research suggests that MMPs are closely related to lung diseases such as chronic obstructive pulmonary disease (COPD), asthma, and emphysema. The genetic polymorphism of MMP-12 has been associated with the severity of the disease, with the inhibition of MMP-12 decreasing the likelihood of airway inflammation (32). Similarly, it has been reported that the role of MMP-12 in COPD is closely related to emphysema and that downregulation of MMP-12 expression can alleviate this effect (33). In our study, MMP-12 was closely correlated with the risk of AD and AA, suggesting that MMPs may contribute to the pathogenesis of AD and AA and can thus be considered a novel target for the prevention and treatment of aortic diseases. Moreover, arterial stiffening was reported to be a risk factor for AD (34), while MMP-12 is closely related to arterial stiffening (35) and atherosclerosis (36). In Liu et al.’s animal experiment, elimination of MMPs could reduce the risk of atherosclerosis and arteriosclerosis (37). In another study, knocking out MMP-12 could significantly reduce the proliferation of aneurysms in mice (20). Finally, pharmacological inhibition of MMP-12 activity with a phosphinic peptide inhibitor was reported to retard AA formation and progression in angiotensin II-infused Apoe−/− mice (38). Therefore, the pharmacological inhibitors of MMP-12 are a very promising treatment for AD or AA. At present, linvemastat (FP-020), AZD-1236, MLP-1236, as well as aderamastat (FP-025) have been proved could inhibit MMP-12 and reduce the promoting effect of MMP-12 on fibrosis in chronic diseases. Therefore, targeting inhibition of MMP-12 activity or decreased MMP-12 levels may be a potential therapeutic target for AD and AA. However, considered that the relatively lower incidence of AA which compared to other chronic diseases, there were limited related clinical researches for investigating the clinical effect of pharmacological inhibitors MMP-12 on AD or AA. Therefore, further investigation should be undertaken to determine the efficacy of MMP-12 inhibition on AD and AA.

The strength of this study is that it is the bidirectional MR analysis to assess the genetic relationship between serum MMP-12 levels and AD/AA. The application of genetic variants as IVs can greatly reduce confounders and reverse causality in observational studies. In addition, the heterogeneity and sensitivity ensure the credibility of the study.

Limitations

First, P<5×10−6 and 5×10−7 were used as important indicators to screen the IVs of AD and AA, which might have rendered the SNPs less specific. Second, since our MR analysis used summary estimates instead of individual patient data, we did not perform subgroup analyses based on vessel size or explore nonlinear relationships between MMP-12 and AA or AD. Thirdly, our study only analyzed European populations. Therefore, we should interpret these results cautiously, as they may not be applicable to other racial groups. The borderline statistical significance (P values near 0.05) was observed in the causal relationship at the genetic MMP12 level with AD and AA, these may need cautious interpretation and need to be further confirmed in future researches. In this study, two sample MR studies were conducted to clarify the associations of MMP-12 with AD and AA and to determine if MMP-12 is an important molecular factor in AD and AA emergence. However, the related molecular mechanisms underlying MMP-12’s role in the pathogenesis of AD and AA, along with the potential therapeutic effects of blocking MMP-12 on AD and AA, are unclear and should be explored further.


Conclusions

This study shows that high serum MMP-12 levels are causally associated with an increased risk of AD and AA emergence; meanwhile, no causal effect of AD and AA on MMP-12 levels was found.


Acknowledgments

We would like to thank FinnGen and Folkersen for curating and sharing these GWAS data.


Footnote

Reporting Checklist: The authors have completed the STROBE-MR reporting checklist. Available at https://jtd.amegroups.com/article/view/10.21037/jtd-2025-377/rc

Peer Review File: Available at https://jtd.amegroups.com/article/view/10.21037/jtd-2025-377/prf

Funding: This work was supported by the National Science Foundation of China (No. 82060082), the National Key Clinical Specialty Construction Project, the Guangxi Medical and Health Key Discipline Construction Project, and the Guangxi Key Clinical Specialty Construction Project.

Conflicts of Interest: All authors have completed the ICMJE uniform disclosure form (available at https://jtd.amegroups.com/article/view/10.21037/jtd-2025-377/coif). The authors have no conflicts of interest to declare.

Ethical Statement: The authors are accountable for all aspects of the work in ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved. This study was conducted in accordance with the Declaration of Helsinki and its subsequent amendments.

Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0/.


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(English Language Editor: J. Gray)

Cite this article as: Feng X, Chen S, Liu T, Huang H, Mariscalco G, Mestres CA, Taylor M, Nakamura K, Zheng B. Causal relationship between serum metalloproteinase 12 levels and aortic dissection and aortic aneurysm: a bidirectional Mendelian randomization study. J Thorac Dis 2025;17(4):2377-2385. doi: 10.21037/jtd-2025-377

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