Abstract
Biliary atresia is a progressive infantile cholangiopathy of complex pathogenesis. Although early diagnosis and surgery are the best predictors of treatment response, current diagnostic approaches are imprecise and time consuming. We used large-scale, quantitative serum proteomics at the time of diagnosis of biliary atresia and other cholestatic syndromes (serving as disease controls) to identify biomarkers of disease. In a discovery cohort of 70 subjects, the lead biomarker was matrix metalloproteinase-7 (MMP-7), which retained high distinguishing features for biliary atresia in two validation cohorts. Notably, the diagnostic performance reached 95% when MMP-7 was combined with gamma-glutamyltranspeptidase (GGT), a marker of cholestasis. Using human tissue and experimental model of biliary atresia, we found that MMP-7 is primarily expressed by cholangiocytes, is released upon epithelial injury, and promotes the experimental disease phenotype. Thus, we propose that serum MMP-7 (alone or in combination with GGT) is a diagnostic biomarker for biliary atresia and may serve as a therapeutic target.
Introduction
Diagnostic accuracy and timeliness are critical for therapeutic interventions that target pathogenesis of diseases. When diseases are caused by well-defined sequence variants in gene or gene groups, the use of mutation screening tests simplifies diagnostic algorithms and allows for the personalization of treatments (1, 2). Unfortunately, the opportunities for molecular diagnosis or targeted treatments are limited in diseases of multifactorial etiology and complex pathogenesis (3, 4). Biliary atresia (BA) is such a disease prototype, with increasing evidence for viruses, environmental toxins, and susceptibility genes as etiologic agents, and a dysregulated immune response that disrupts the epithelial lining and limits tissue repair (5–8). This rare disease results from a rapidly progressive inflammatory and fibrosing injury to extrahepatic bile ducts that interrupts the flow of bile and produces severe liver injury in otherwise healthy infants. With an onset of pathological jaundice limited to a highly reproducible window in the first 3–4 months of life of affected infants, the early diagnosis and surgical intervention are critical for the restoration of bile flow and improvement in short-term outcome (7, 9, 10). However, neonatal jaundice is a common sign for several clinical syndromes. Clinical algorithms have been proposed to differentiate BA from other causes of neonatal cholestasis (7, 11, 12), but they are imprecise and have the potential to delay the diagnosis and treatment (12).
Previous studies analyzing the serum and plasma by metabolomics, enzyme-linked immunosorbent assays and microRNA quantification have yielded potential biomarkers of BA (13–15). However, the use of small cohorts and the lack of prospective validation in these studies limit the application of the findings in diagnosis or screening. Efforts to investigate whether the concentration of circulating cytokines linked to pathogenesis of the biliary injury such as IL-2, IL-10, TNF-α, and IL-8 fall short of reliably differentiating BA from other cholestatic syndromes (16, 17). Here, we report the proteomic analysis of serum samples at the time of diagnosis of BA, which uncovered high circulating levels of matrix metalloproteinase-7 (MMP-7) above the levels of age-matched disease and healthy controls. After demonstrating the reproducibility of the findings in two validation cohorts, we explored its potential role in the pathogenesis of tissue injury. We found that the MMP-7 is constitutively expressed by normal cholangiocytes, increases in the serum upon biliary injury, and modulates the clinical phenotype in an experimental model of BA.
Results
Serum proteomics of biliary atresia in a discovery cohort
To search for biomarkers of BA, we applied the Slow Off-rate Modified Aptamer scan (SOMAscan®, Somalogic Inc., Boulder, CO, USA) to 70 serum samples from a discovery cohort of infants at the time of diagnosis of BA (at Kasai operation, N=35) and in age-matched infants with neonatal intrahepatic cholestasis (IHC; N=35; Fig. 1), as described previously (18). Infants were enrolled into a prospective study of the NIDDK-funded Childhood Liver Disease Research Network (ChiLDReN; www.childrennetwork.org; Clinicaltrials.gov Identifier: NCT00061828). All groups were age-matched and had similar levels of hepatocellular injury and cholestasis (Table 1), except for a higher level of gamma-glutamyltranspeptidase (GGT) in infants with BA (P < 0.0001). Out of 1,129 proteins, 76 were significantly over- or under- expressed in BA compared to IHC (FDR adjusted P-value < 0.05; table S1), with the top 9 differentially expressed proteins shown in Figure 2.
Table 1.
Variable | Discovery cohort | Validation cohort 1 | Validation cohort 2 | |||||
---|---|---|---|---|---|---|---|---|
| ||||||||
BA | IHC | P* | BA | IHC | P* | BA | P** | |
Number of patients | 35 | 35 | 35 | 34 | 105 | |||
Age (days) | 62±28 | 57±31 | 0.43 | 67±30 | 66± 35 | 0.24 | 72±28 | 0.07 |
Gender (F/M) | 16/19 | 6/29 | 17/18 | 12/22 | 53/52 | |||
AST (U/L) | 268±381 | 246±208 | 0.61 | 211±135 | 270±258 | 0.59 | 233±192 | 0.65 |
ALT (U/L) | 176±177 | 187±165 | 0.80 | 135±90 | 207±221 | 0.60 | 167±125 | 0.77 |
TB (mg/dL) | 8.4±3.2 | 8.5±4.4 | 0.85 | 8.8±3.9 | 8.9±4.6 | 0.97 | 8.3±3.0 | 0.99 |
GGT (U/L) | 619±361 | 179±169 | <0.0001 | 744±519 | 241±305 | <0.0001 | 842±629 | 0.11 |
Data are presented as the mean ± standard deviation. Mann-Whitney test was used.
Comparison between biliary atresia (BA) and intrahepatic cholestasis (IHC).
Comparison between BA in the discovery cohort and the validation cohort 2
To explore the potential value of these proteins as biomarkers of disease, we used multivariable logistic regression analyses and uncovered that the combination of MMP-7 and ectonucleotide pyrophosphatase/phosphodiesterase family member 7 (ENPP7) distinguished BA from IHC with Area Under the Receiver Operating Characteristic (ROC) curve (AUC) of 0.99 (95% CI: 0.97 to 1.00; Fig. 3A and C). Between the two proteins, MMP-7 alone showed excellent diagnostic features with an AUC of 0.97 (95% CI: 0.93 to 1.00), and a sensitivity of 97% and specificity of 91% at cut-off probability of 0.49. Taking into account the relatively low AUC of 0.78 for ENPP7 and the previous reports that serum GGT is generally higher in infants with BA (19, 20), we next examined how the combination of serum MMP-7 and GGT (available from the biochemical studies; N=29 for BA and 31 for IHC; Fig. 3B) would compare to MMP-7 + ENPP7. Although GGT alone generated an AUC of 0.9 (95% CI: 0.83 to 0.97; Fig. 3B and C), the AUC for MMP-7 + GGT at 0.98 (95% CI: 0.94 to 1.00) was not superior to MMP-7 + ENPP7. Collectively, the data on this discovery cohort were preliminary evidence that the combination of MMP-7 with ENPP7 or GGT had a potentially high diagnostic accuracy for infants with BA.
Validation of MMP-7 as a biomarker of biliary atresia
To test the reproducibility of the high accuracy for MMP-7, ENPP7 and GGT alone or in combination in BA, we performed the same SOMAscan® assay in two other independent cohorts separately (Fig. 1). The first cohort consisted of a similar number of age-matched infants with BA or IHC. To determine the assay reproducibility, we included 6 samples assayed from the discovery cohort to serve as bridging samples, and found a high correlation r = 0.9958 (95% CI: 0.9956 to 0.9960) between the two assays. Using the same analytical approach as in the discovery cohort, the different combinations of the serum biomarker and GGT produced lower AUCs than in the discovery cohort, except for a persistently high AUC of 0.94 for MMP-7 + GGT (95% CI: 0.88 to 1.00; Fig. 4A). In the second validation cohort, we performed a SOMAscan® assay in 105 age-matched infants with BA, and used the MMP-7 abundance signals and the serum GGT values in a discriminatory model for BA. Using the cut-off probability from the discovery cohort to assess the probability of a true positive and a false negative, the MMP-7 + GGT model showed sensitivity of 96% to predict BA (table S2).
Based on the reproducibility of the findings in the validation cohorts, we next examined whether MMP-7 would aid in solving the clinical conundrum of differentiating BA from syndromes of IHC with high serum GGT. For this analysis, we hypothesized that serum MMP-7 maintains high discriminatory features for BA in subjects with serum GGT>300 U/L, a level that has been reported as more frequent in BA (19, 20). For this analysis, we combined all subjects in the discovery and validation cohort #1 (GGT levels available for 122 subjects), which were classified into groups: (a) GGT <100 U/L (N=0 for BA, N=24 for IHC), (b) GGT=100–300 U/L (N=10 for BA, N=25 for IHC) and (c) GGT >300 U/L (N=50 for BA, N=13 for IHC). The analysis for group (a) was not pursued because it contained no infant with BA. For groups (b) and (c), the AUCs for MMP-7 (0.92 and 0.88, respectively) and MMP-7+GGT (0.93 and 0.88, respectively) were higher than GGT (0.63 and 0.73, respectively) (Fig S1).
Examining the potential use of serum MMP-7 to diagnose infants with BA, we calculated the “number needed to misdiagnose” (NNM) as a means to estimate the number of patients assigned the correct diagnosis of BA before a misdiagnosis occurs (21). The NNM for MMP-7 was 13.4 (meaning that 1 out of 13.4 patients is misdiagnosed), which was superior to the NNM of 5.4 for GGT (1 out of 5.4 is misdiagnosed). Notably, the combination of MMP-7 + GGT had the best NNM at 19.1. Overall, this estimation emphasized the benefit of serum MMP-7 (alone or in combination) over GGT as a diagnostic aid for BA.
Validation by an antibody-based assay
To determine whether the high levels of MMP-7 could be validated using a different technology, we obtained serum aliquots from 10 infants in the discovery cohort and determined the MMP-7 concentration using an antibody-based enzyme-linked immunosorbent assay. The direct measurement of MMP-7 was high for BA and had no overlap with IHC (Fig. 4B). Interestingly, a comparative plot using SOMAscan® data for the same subjects showed a greater separation between the cohorts (Fig. 4C). Taken together, these data confirmed the performance of MMP-7 + GGT as having a high accuracy for the diagnosis of BA, with validation in two independent cohorts and technical reproducibility using an antibody-based assay.
Expression of MMP-7 in extrahepatic ducts and cholestatic syndromes
Searching for the biological basis of the increased serum levels of MMP-7 in BA, we first stained paraffin-embedded sections of human liver (normal segment from liver tumor resection), gallbladder (normal histology after cholecystectomy of adult subject) and extrahepatic bile ducts (EHBD, from a stillborn neonate). We focused on these tissues because of the predominant expression of MMP-7 in the liver and biliary system reported in the Human Protein Atlas (http://www.proteinatlas.org/ENSG00000137673-MMP7/tissue). Our immunostaining showed minimal or no expression of MMP-7 in parenchymal or non-parenchymal cells of the normal liver. In contrast, the protein was uniquely expressed in the cytoplasm of cholangiocytes along the epithelium of the gallbladder, EHBD, and surrounding peribiliary glands (Fig. 5A).
In liver biopsies obtained at the time of diagnosis of BA, MMP-7 was detected in cholangiocytes of intrahepatic bile ducts in most samples, albeit at variable levels, and in few hematopoietic cells within the portal tracts (N=12; Fig. 5B and D). Interestingly, a lighter expression pattern was detected in liver biopsies of infants with alpha-1-antitrypsin deficiency (N=6; Fig. 5C and D) and idiopathic neonatal cholestasis (N=2), which may account for the increased serum level in IHC above healthy controls. To determine MMP-7 expression at the transcriptional level, we extracted liver mRNA data from the genome-wide expression datasets for subjects with BA (N=64), IHC (N=14) and normal controls (N=7) which we published previously and submitted to the Gene Expression Omnibus (GSE46995) (17). Consistent with histological findings, livers from BA subjects had higher MMP-7 mRNA expression compared to IHC (fold change to normal controls = 9.98 ± 7.65 versus 2.54 ± 1.73; P < 0.0001; Fig. 4D). Interestingly, the mRNA expression for GGT in these biopsies was not significantly different between the groups, revealing a discrepancy at the hepatic transcriptional level when compared to the differences in serum GGT (Fig S3A). Together, these data defined a primary localization of MMP-7 in cholangiocytes of EHBDs, with a lower level in intrahepatic cholangiocytes in diseased livers. At the whole tissue level, the total liver MMP-7 mRNA was still higher in BA when compared to diseased controls.
Lack of correlation between MMP-7 and fibrosis
To explore the biological properties of MMP-7 in determining the phenotype of extrahepatic cholangiopathies, we first investigated the relationship between MMP-7 expression and tissue fibrosis. Based on the well-described role of metalloproteinases in the turnover and degradation of extracellular matrix and on the previous reports linking MMP-7 to elastin, e-cadherin, and syndecan-1 (22–24), we hypothesized that MMP-7 expression correlated with the severity of liver fibrosis. To test this hypothesis, we analyzed the relationship between serum MMP-7 and histological fibrosis using the Scheuer fibrosis staging 0–4, as described previously (25). For these experiments, the fibrosis staging was performed independently by the pathologists of the ChiLDReN consortium in liver biopsy samples from the same subjects with BA whose sera were analyzed by the SOMAscan® assay. Serum MMP-7 correlated poorly with liver fibrosis staging at the time of diagnosis (Spearman r = 0.33; 95% CI: 0.17 to 0.48, P < 0.0001; fig. S2A). Similarly, ROC analysis showed that serum MMP-7 was a poor predictor of hepatic fibrosis (AUC = 0.69; 95% CI: 0.59 to 0.78; fig. S2B). To investigate whether the expression of MMP-7 correlated with fibrosis within the same tissue, we compared the surface area of hepatic fibrosis detected by trichrome staining and of the area immunostained by MMP-7 (fig. S2C). Again, MMP-7 expression in the liver had very low correlation with hepatic fibrosis (Spearman r = 0.25; P=0.52; fig. S2D). Collectively, these data did not support a functional role of MMP-7 in modulating the fibrosing phenotype at the time of diagnosis of BA.
Increase of MMP-7 upon experimental biliary injury
Without evidence that MMP-7 is linked to hepatic fibrosis in BA, we next explored whether the protein is involved in the inflammatory mechanisms that regulate epithelial injury. Based on the proposed role of MMP-7 in activating the innate immune response to a tissue injury (26), we first determined whether serum levels of MMP-7 increase in neonatal mice following bile duct epithelial injury induced by rotavirus infection. In this model, the intraperitoneal administration of 1.5x106 fluorescent forming units of rhesus rotavirus type-A (RRV) into BALB/c mice within 24 hours of birth injures the epithelial lining of EHBD, followed by an inflammatory obstruction of the lumen and atresia (27, 28). As expected, RRV infection resulted in obstruction of EHBD, jaundice, growth retardation and acholic stools; universal mortality occurred by day 15 of viral challenge (29). Analyzing serum samples collected 7 days after RRV injection (time of the peak of epithelial injury), the concentration of MMP-7 increased significantly above the levels of age-matched, saline-injected controls (2.01 ± 0.39 versus 0.96 ± 0.14 ng/mL; N=3–4 per group; P = 0.03; Fig. 6A). In the liver, RT-PCR revealed Mmp-7 expression significantly increased at 14 days after RRV injection (P < 0.0001; Fig. 6B) while in EHBD Mmp-7 increased by 20 and 6 fold higher at 7 and 14 days, respectively, after RRV injection (P < 0.0001; Fig. 6C). This pattern of mRNA expression differed from Ggt1, which only increased in the liver 3 days after RRV (Fig. S3B and C).
To examine whether the cellular source of Mmp-7 expression in neonatal mice was similar to the pattern in humans, we immunostained livers and EHBD at days 3, 7, and 14 days of life of saline-injected mice (serving as controls) and after RRV injection. In control mice, the hepatic expression of Mmp-7 was detected in extramedulary hematopoietic cells and restricted to the first 3 days of life, while the pattern in EHBDs was predominantly localized to cholangiocytes lining the entire length of the duct epithelium, cholangiocytes of neighboring peribiliary glands, and in few subepithelial cells at all time points (Fig. 6D and E). Following RRV infection, Mmp-7 was detected in inflammatory cells infiltrating the periductal space of portal tracts at 7 and 14 days (Fig. 6D), with a broader staining pattern in epithelial cells and subepithelial compartment of EHBD (Fig. 6E). Altogether, the immunostaining pattern revealed a striking similarity with findings in human tissues, in which Mmp-7 is expressed predominantly by cholangiocytes of EHBDs, with a release to the serum triggered by the epithelial injury. These findings raised the possibility that Mmp-7 may be involved in the regulation of the phenotype of experimental BA.
Suppression of experimental biliary atresia by Batimastat and MMP-7 antibody
To directly test whether Mmp-7 plays a mechanistic role in pathogenesis of biliary injury, we injected the matrix metalloproteinase inhibitors Batimastat (with activity against MMP-7) or GM6001 (without activity against MMP-7) intraperitoneally on days 1, 3, 5, and 7 after RRV injection; the vehicle (5% DMSO, 28.5% propylene glycol, 5% Tween 80, and 62% of 0.9% NaCl) was injected into a separate group of RRV-infected mice serving as controls. First, we evaluated whether other matrix metalloproteinases were upregulated in the experimental model at the time of bile duct obstruction and onset of symptoms (7 days after RRV challenge). We found minimal or no change in the mRNA expression of Mmp-2, Mmp-3, Mmp-8, Mmp-9, Mmp-10, Mmp-12, Mmp-13 and Mmp-14 in the liver and EHBD, with only Mmp-7 increasing in the liver by 2 fold and in EHBD by 89 fold above controls (Fig. 7A). Those RRV-infected experimental and control mice injected with Batimastat, GM6001 or vehicle were sacrificed at 12–14 days for tissue analyses. In the liver, the histological features of portal inflammation and hepatocellular necrosis were mild in Batimastat-treated mice, and moderate or severe in mice treated with vehicle or GM6001 (Fig. 7B and D). The beneficial effects of Batimastat were even more pronounced in EHBDs, where it prevented epithelial injury and duct obstruction in 86% of neonatal mice, while all EHBDs were obstructed in mice injected with GM6001 or vehicle (Fig. 7C and D). Consistent with these histological findings, the use of Batimastat resulted in the selective suppression of mRNA expression for Tnfa, Cxcl9, and the three murine orthologs of IL8 (Cxcl1, Cxcl2, and Cxcl5) 14 days after RRV infection, which have been shown previously to be increased in livers of children with BA and effectors of biliary injury in mice (29), without changes in the expression of Cxcl10, Cxcl11, Ifng, or IL12p40 (Fig. 7E).
To more rigorously examine the impact of inhibition of MMP-7 in the development of the obstructive phenotype in experimental BA, we injected neutralizing anti-MMP-7 antibodies (AF-907, Biotechne, Minneapolis, MN, USA) intraperitoneally daily to 12 newborn mice at days 1–5 after RRV inoculation; control mice received goat serum. All mice were sacrificed 12 days later. Histologically, the liver injury varied from mild to moderate, with a notable prevention of the duct obstruction as shown by patency of EHBDs in 82% of the mice, similarly to the phenotype observed followed administration of Batimastat (Fig 7B–D), while all control mice receiving goat serum had the full obstructive phenotype of EHBDs.
Discussion
Applying large-scale quantitative proteomics to sera of infants with BA, we found high circulating levels of soluble proteins at the time of diagnosis of BA. Chief among them was MMP-7, whose expression distinguished the disease from other causes of intrahepatic cholestasis. The prospective validation of these findings in two independent cohorts pointed to the value of MMP-7 as a biomarker of BA, with an even greater discriminatory value when linked to the serum levels of GGT. Searching for the biological basis of high circulating MMP-7, in situ immunostaining localized MMP-7 expression in cholangiocytes along the epithelium of extrahepatic bile ducts and gallbladder of normal subjects, and to a lower extent in intrahepatic cholangiocytes of diseased livers. A similar expression pattern was present in neonatal mice, in whom modeling of the disease demonstrated a release of Mmp-7 into the circulation upon epithelial injury. Notably, the pharmacologic inhibition by Batimastat and the antibody neutralization of MMP-7 suppressed the experimental BA phenotype, with lower expression of Tnfa, Cxcl9, and the three murine orthologs of IL8 related signals and decreased tissue injury. Altogether, these findings support a role for serum MMP-7 levels as a biomarker of BA, and a unique cellular expression in the extrahepatic epithelium that suggested a direct implication in pathogenesis of disease.
The discovery of minimally invasive biomarkers highly predictive of BA is crucial for the timely diagnosis and stratification of care. Despite the well-recognized value of young age as a key factor associated with the best surgical outcome, the overlapping clinical and biochemical features shared between BA and other causes of neonatal cholestasis create a formidable diagnostic challenge that leads to a delay in surgery. Here, the finding that the quantification of a single protein biomarker with an accuracy of 94.3% for BA has the potential to greatly simplify diagnostic approaches, especially when the findings are validated in two separate cohorts and by a different assay/technology. Interestingly, our data point to a potential advantage of the aptamer-based quantification by its seemingly greater separation of the two different disease groups when compared to the results of an antibody-based assay; such superiority, however, requires additional validation.
Among the published biomarkers of BA, serum GGT levels have the highest sensitivity and specificity of 40% and 98%, respectively (19), which may reach up to 83% and 82% in infants age 61–90 days (20). The analysis of the behavior of GGT in our cohorts showed higher levels in BA, with 83% sensitivity and 81% specificity to predict the disease. Interestingly, when we coupled serum MMP-7 with GGT in a composite model we obtained higher sensitivity and specificity of 97% and 94%, at optimal cut-off, which provided positive and negative predictive values of 85% and 99% if one considers the prevalence of BA of 25.9% among infants with conjugated hyperbilirubinemia (30). Other candidate biomarkers previously reported include miR-140-3p (31), miR-200b/429 (14), miR-4429, and miR-4689 (32), but with lower sensitivity (66–83%) and specificity (79–83%) and no prospective validation. In a separate study, the use of 2-dimensional gel electrophoresis with tandem mass spectrometry found a combination of 11 proteins as biomarkers; the small cohort size and relatively large number of protein analytes selected in this study limit the interpretation of the results and its potential use in clinical practice (33). Altogether, these data suggest a superior value for MMP-7 + GGT among circulating biomarkers of BA. Their predictive features may extend beyond the published predictive value of liver histology in BA (25, 34). In fact, assuming the existence of some degree of variability among pathologists to accurately interpret histological features in the liver that are diagnostic of extrahepatic obstruction (25), the non-invasive, non-operator dependent features suggest that the measurement of serum MMP-7 + GGT early in diagnostic algorithms may substantially facilitate the evaluation of cholestatic infants and establish the diagnosis of BA.
The singular emergence of MMP-7 from a comprehensive proteomic analysis points to a potential link to pathogenic mechanism(s) of disease. Previous studies have reported MMP-7 as a diagnostic or prognostic marker for various malignancies, including cholangiocarcinoma, pancreatic carcinoma, and gastric cancer, as well as fibrosis of lung and liver (35–39). Of specific relevance to our findings, MMP-7 was previously reported as elevated in serum and liver samples from subjects with BA after surgical treatment (40, 41), correlating with the severity of fibrosis regardless of the degree of jaundice clearance (41). Testing this possibility, however, we found no or weak correlation between the expression of MMP-7 in the serum or in the liver with the degree of hepatic fibrosis at the time of diagnosis. It remains possible that the levels of serum MMP-7 may change following surgical treatment and be a useful marker of progression of tissue fibrosis.
The close relationship between MMP-7 and BA raises a potential role for MMP-7 in pathogenesis of disease. Its predominant expression in normal extrahepatic cholangiocytes and the variable detection in intrahepatic ducts of diseased livers (from patients with BA and intrahepatic cholestasis) link its increase in the serum to a response to tissue injury. Making use of the mouse model of experimental BA, we directly demonstrated this possibility by the timely rise of serum Mmp-7 after rotavirus injury of extrahepatic bile ducts. In published reports by other investigators, the release of MMP-7 after injury of the lung epithelium was shown to promote shedding of syndecan-1 and Cxcl-8 and create a pericellular chemokine gradient that controls the influx and activation of neutrophils at the injury site (26). Further, MMP-7 may modulate tissue repair by cleaving E-cadherin and disrupting adherens junctions to facilitates cell migration, and inflammation by activation of Fas ligand and latent TNF-α (26, 42). Therefore, we performed proof-of-principle studies to investigate the role of MMP-7 in pathogenesis of biliary injury by using antibody neutralization or inhibition by Batimastat. Both agents prevented the obstruction of EHBDs in >80% of neonatal mice infected with RRV and decreased the expression of IL-8 orthologs and TNF-α (in mice treated with Batimastat).
We recognize that acquisition and analysis of samples and data in a prospective fashion are important to determine the diagnostic utility of MMP-7. To overcome the intrinsic challenge of designing such a study in a disease of very low incidence like biliary atresia, we used blood samples and clinical data collected prospectively from subjects over several years, then simulated a prospective study design by randomly assigning the samples into the discovery and validation cohorts prior to any assay or analysis. Next, we performed the SOMAscan® and analyzed the data in the discovery cohort. Only then, we sequentially validated the findings in the two test cohorts, thus strengthening the evidence for MMP-7 as a biomarker of disease. Another limitation is that our study design did not include several sub-cohorts of infants with specific syndromes of neonatal cholestasis. This limitation was largely due to the rare nature of these diseases and to our objective of building a diseased-cohort that will more closely replicate the most common clinical scenario that includes idiopathic neonatal cholestasis (the majority of which has spontaneous recovery) and a few patients with specific syndromes, such as Alagille syndrome and deficiencies of canalicular transporters that are not readily distinguishable clinically. These limitations notwithstanding, we report a unique increase in serum MMP-7 at the time of diagnosis of BA, with levels above age-matched diseased and normal controls, and high predictive features as a biomarker of disease. Combining these findings with the rise of serum MMP-7 after experimental biliary injury and the preliminary evidence that it modulates tissue injury and inflammation, we propose that MMP-7 has role in pathogenesis of disease. Clinically, the implications of our findings relate to the potential incorporation of serum MMP-7 alone or in combination with GGT in diagnostic algorithms in the clinical setting, and to future studies to investigate whether the longitudinal measurement of serum MMP-7 may also be used to monitor progression of liver injury and fibrosis.
Materials and Methods
Human Samples
Serum samples, clinical and histological data were obtained from infants with cholestasis enrolled into the Prospective Database of Infants with Cholestasis (PROBE study; Clinical Trials.gov Identifier: NCT00061828) of the NIDDK-funded Childhood Liver Disease Research Network (ChiLDReN; www.childrennetwork.org). PROBE was designed to acquire longitudinal, prospective clinical and laboratory data in a standardized fashion at defined time points. The diagnosis of BA was confirmed by the finding of luminal obstruction of EHBD by histopathological examination. The correlation of liver fibrosis with serum MMP-7 used histological grade scores generated by ChiLDReN pathologists for liver biopsy samples from the same subjects with BA whose sera were analyzed by the SOMAscan® assay. Sera were collected at the time of diagnosis (initial evaluation prior to or at the time of Kasai portoenterostomy) from 175 BA subjects; 70 other subjects with IHC served as disease controls. The diagnoses of the subjects in IHC included idiopathic neonatal hepatitis (N=1), Alagille syndrome (N=2), progressive familial intrahepatic cholestasis (N=1), cytomegalovirus hepatitis (N=1), neonatal sclerosing cholangitis (N=1), mitochondrial DNA depletion syndrome (N=1), endocrinopathy (N=1) and cholestasis of unknown etiology (N=62). Serum samples were also obtained from 9 subjects at 2–3 years of age (organ donors without history of prior liver disease) to serve as normal controls. Tissue sections for immunostaining were obtained from de-identified paraffin-embedded liver tissues archived in the Biobank Repository of Cincinnati Children’s Hospital Medical Center; the diagnosis followed the same criteria used for subjects enrolled in ChiLDReN. All samples were obtained after informed consent from patients' parents/legal guardians. The study protocols were approved by the human research review boards of all participating institutions.
Mice
Newborn BALB/c mice were injected with 1.5x106 fluorescent-forming units of RRV or 0.9% NaCl (saline) within 24 hours after birth to induce experimental biliary injury and obstruction according to protocols published previously (29). Mice were monitored daily, and subgroups of mice were sacrificed at days 3, 7, and 14 days for serum and tissue examination. Additional groups of mice were injected intraperitoneally with 30 μg/day of Batimastat (BB-94, ApexBio, Houston, TX, USA) or 3 μg/day of GM6001 (ApexBio) daily at 1, 3, 5, and 7 days after RRV injection; the vehicle (5% DMSO, 28.5% propylene glycol, 5% tween 80, and 62% of 0.9% NaCl) was used in the control group. A separate group of neonatal mice received 10 μg of goat-derived, anti-human MMP-7 antibody (AF-907, Biotechne, Minneapolis, MN, USA) intraperitoneally at days 1–5 after RRV infection; controls included a similar volume of goat serum. Analyses and scoring of tissues are described in Supplementary Methods. The Animal Care and Use Committee at CCHMC approved all experiments involving laboratory animals.
Proteomic assay
Serum samples were subjected to the SOMAscan® protein analysis platform (Somalogic Inc., Boulder, CO, USA). The assay measures 1,129 proteins simultaneously using aptamers-based technology; detailed information on assay protocols and specificity has been described elsewhere (18). To determine the inter-assay reproducibility, we provided the same samples to every run (serving as bridging samples, N=6).
Study design of biomarker discovery and statistical analysis
Without a priori data on the serum concentration of 1,129 proteins in the first year of life, we did not estimate a sample size and instead built a discovery cohort with a convenience size of N=35 for BA and for IHC. Then we developed a validation cohort #1 that matched the same numbers for BA and IHC (N=35 for each), and additional samples of BA only as validation cohort #2 (N=105) without inclusion of IHC due to the lack of available samples. All protein results were log transformed to accommodate the wide range of assayed proteins, and skewness of their measurement values. Statistical analyses and graphic presentation were conducted using the SAS software, Version 9.3. First, we chose the candidate proteins using Student T-test with False Discovery Rate correction (Benjamini-Hochberg procedure) in the discovery cohort; significant criteria were adjusted P (Q-value) <0.05 between BA versus IHC. Then, we applied multivariable stepwise logistic regression analysis to the list of candidate proteins to identify proteins that best discriminate BA from IHC. The diagnostic performance of the biomarkers was assessed by analyzing ROC curves and calculating for the area under the curves of each model. The sensitivity (true positive) and the specificity (true negative) were determined at optimal cutoff probability. Positive and negative predictive values were calculated using prevalence of BA among infants with cholestasis reported in the literature (30). Likewise, the ROC analyses were used to validate the diagnostic performance of each model in the validation cohort #1. In the second validation, since the cohort consisted of BA subjects only, we used the cut-off probability from the discovery cohort to assess the probability of true positive and false negative, followed by calculation of sensitivity. Other statistical analyses included descriptive statistics, analysis of variance, Kruskal-Wallis test, and Spearman and Pearson correlations. Differences were considered statistically significant at P < 0.05.
Singleplex Bead-based assay and PCR
MMP-7 concentrations in the sample supernatants were determined by enzyme-linked immunosorbent assay (ELISA) using Milliplex™ Multiplex kits (Millipore, Billerica, MA, USA) according to manufacturer’s protocol (as described in Supplementary Methods).
Immunohistochemistry and automated image analysis
Immunohistochemistry was performed on 5 μm paraffin-embedded tissue sections as described previously (43), using 1:50 polyclonal MMP-7 antibody (Cloud-Clone Corp, Houston, TX, USA) in human and mouse tissue. An additional liver biopsy slide from each BA subject was subjected for Masson’s trichrome staining. Assay description, digital imaging and image analysis are described in Supplementary Methods.
Microarray analysis
We obtained data on MMP-7 expression from the genome-wide expression datasets of human liver samples of BA, IHC and healthy controls (as above) reported by us previously and submitted to the Gene Expression Omnibus (data accessible at NCBI GEO database [Bessho et al., 2014], accession GSE46995) (17). The datasets were extracted as Affymetrix CEL files and subjected into the GeneSpring software (Agilent Technologies, Santa Clara, CA, USA) for analyses.
Quantitative PCR
Total RNA was isolated from the livers and EHBDs of RRV- or saline-injected BALB/c mice with or without Batimastat- or vehicle- injection using the RNeasy Mini Kit, according to manufacturer’s protocol (Qiagen Inc), as described previously.(29) Real-time PCR was used to quantify mRNA for Mmp-7, Ggt1, Cxcl1, Cxcl2, Cxcl5, Cxcl9, Cxcl10, Cxcl11, Tnfa, Ifng, and IL12p40 (Supplementary Methods; table S3).
Supplementary Material
Acknowledgments
The studies were supported by the generous support of the Junior Co-Operative Society of Cincinnati Children’s Hospital Medical Center. Serum and liver tissues were obtained as an ancillary study of the NIDDK-funded Childhood Liver Disease Research Network (ChiLDReN, DK-62497). The authors thank the Pathologists of ChiLDRen for reviewing and scoring all histological specimens, the Data Coordinating Center for managing all studies and providing data and specimens, and the Principal Investigators and Clinical Research Coordinators of individual ChiLDREN Centers for patient recruitment and acquisition of tissue and data. The contents of the article do not necessarily reflect the opinions or views of the NIDDK, ChiLDREN or ChiLDREN investigators.
Funding
Supported by the NIH grants DK-64008 and DK-83781 to JAB and by the Integrative Morphology and the Gene Analysis Cores of the Digestive Health Center (DK-78392).
Non-standard abbreviations
- BA
Biliary atresia
- IHC
Intrahepatic cholestasis
- MMP-7
Matrix metalloproteinase type 7
- ENPP7
Ectonucleotide pyrophosphatase/phosphodiesterase family member 7
- NC
Normal control
- RRV
Rhesus rotavirus
Footnotes
Author contributions
JAB, PS, and CL designed the research work. PS, CL, LY, and SG performed the animal experiments. JAB, PS, CL, RM and KEB analyzed data. LF, YZ, and CL performed statistical analyses. CL and JAB wrote and edited the manuscript. All contributing authors assisted in reviewing the manuscript.
Competing Interests
The authors declare no competing interests.
Data and materials availability
Data on protein expression are submitted as a Supplementary Material.
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