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Irritable bowel syndrome (IBS) is a multifaceted disorder that afflicts millions of individuals worldwide. IBS is currently diagnosed based on the presence/duration of symptoms and systematic exclusion of other conditions. A more direct manner to identify IBS is needed to reduce healthcare costs and the time required for accurate diagnosis. The overarching objective of this work is to identify gene expression-based biological signatures and biomarkers of IBS.
Gene transcripts from 24 tissue biopsy samples were hybridized to microarrays for gene expression profiling. A combination of multiple statistical analyses was utilized to narrow the raw microarray data to the top 200 differentially expressed genes between IBS versus control subjects. In addition, quantitative polymerase chain reaction was employed for validation of the DNA microarray data. Gene ontology/pathway enrichment analysis was performed to investigate gene expression patterns in biochemical pathways. Finally, since vitamin D has been shown to modulate serotonin production in some models, the relationship between serum vitamin D and IBS was investigated via 25-hydroxyvitamin D (25[OH]D) chemiluminescence immunoassay.
A total of 858 genetic features were identified with differential expression levels between IBS and asymptomatic populations. Gene ontology enrichment analysis revealed the serotonergic pathway as most prevalent among the differentially expressed genes. Further analysis via real-time polymerase chain reaction suggested that IBS patient-derived RNA exhibited lower levels of tryptophan hydroxylase-1 expression, the enzyme that catalyzes the rate-limiting step in serotonin biosynthesis. Finally, mean values for 25(OH)D were lower in IBS patients relative to non-IBS controls.
Values for serum 25(OH)D concentrations exhibited a trend towards lower vitamin D levels within the IBS cohort. In addition, the expression of select IBS genetic biomarkers, including tryptophan hydroxylase 1, was modulated by vitamin D. Strikingly, the direction of gene regulation elicited by vitamin D in colonic cells is “opposite” to the gene expression profile observed in IBS patients, suggesting that vitamin D may help “reverse” the pathological direction of biomarker gene expression in IBS. Thus, our results intimate that IBS pathogenesis and pathophysiology may involve dysregulated serotonin production and/or vitamin D insufficiency.
Irritable bowel syndrome (IBS) is one of the most common gastrointestinal (GI) disorders afflicting between 10–15% of the global population.1 Primary symptoms associated with IBS include abdominal pain and irregular bowel movements that, based upon the predominant symptom pattern, may be utilized to subdivide the syndrome into 3 classifications: diarrhea-predominant IBS (IBS-D), constipation-predominant IBS (IBS-C), and mixed IBS (IBS-M).2 However, the subtype of IBS that an individual is classified does not necessarily remain static; patients can evolve over time from diarrheic or mixed type to constipative. The chronic and erratic nature of IBS can lead to a multitude of secondary effects, such as depression, anxiety, poor quality of life, insomnia, and sexual dysfunction.3 Using the current diagnostic model for IBS, the Rome IV criteria, symptoms must be present for 3 months or longer before diagnoses can be established.4 Other disorders with IBS-like symptoms that should be excluded include celiac disease, inflammatory bowel disease (IBD), malabsorptive disorders, pelvic floor disorders, and colon cancer. Further, once diagnosed, treatment for IBS patients may be mostly palliative in nature with dietary changes and pharmacological agents to alleviate symptoms in some patients.5 The chronic symptoms, costly process, and lack of a fully satisfactory or curative treatment contribute to a significantly decreased quality of life for those affected.
Despite the prevalence of IBS and the disease burden it places on individual patients as well as the healthcare system, the pathophysiology of the disorder remains enigmatic, with some exceptions. Results from independent familial and twin studies suggest that IBS may have a genetic etiology.6 These findings have led to significant interest in genetic characteristics that may be leveraged to diagnose IBS. For example, this approach has exhibited success in identifying specific alleles in 2 of the most prevalent forms of IBD, namely Crohn’s disease (CD) and ulcerative colitis (UC).7 Genetic polymorphisms have also been discovered that may be associated with IBS; thus IBS appears to be a complex and multifactorial disorder with possible genetic components similar to CD and UC.8
DNA microarrays have been used to study gene expression in colonic tissue samples from IBD, UC, and CD patients.9–11 DNA microarrays have also been employed to characterize gene expression in IBS,12–14 albeit somewhat less completely. Based on genes identified via microarray results, and predictive analysis of microarrays evaluation, a test utilizing a series of 32 probes representing differentially expressed genes was constructed that purportedly afforded 70% accuracy in distinguishing between mucosal tissues derived from IBS and non-IBS individuals.14 Identification of additional differentially expressed genes may lead to development of a modified assay with higher accuracy, and further insight into the molecular foundation of IBS. Thus, a test to probe expression of IBS-relevant genes, as well as other biomarkers, may afford better discrimination between symptomatic and asymptomatic individuals, and is highly desirable.11,13,14
Irregularities in serotonergic metabolism have also been hypothesized as potential causal factors for IBS.15 Although commonly associated with central nervous function, the majority of serotonin (95%) is synthesized within the GI tract.16 Of this serotonin, over 90% is produced by enterochromaffin cells whereas the remainder is synthesized by neurons within the myenteric plexus.17 Two genes significantly involved in serotonin metabolism display decreased levels of expression in IBS: the serotonin transporter and the synthetic rate-limiting enzyme, tryptophan hydroxylase 1 (TPH1).18 Other studies also point to disordered enteric serotonergic signaling in the pathophysiology of IBS,19,20 although a clear mechanism has yet to emerge. Nonetheless, a serotonergic model for IBS has shown some efficacy in the design of novel therapeutic regimens for IBS. Selective serotonin reuptake inhibitors are serotonin transporter inhibitors originally designed as antidepressants which have also exhibited potential to alleviate IBS symptoms.21
Upstream regulation of serotoninergic metabolic processes may also be involved in IBS pathogenesis. For example, while commonly associated with its role in Ca2+/PO43− homeostasis, vitamin D is crucial in the modulation of a variety of other pathways, including those involved in anti-inflammatory and immunomodulatory activity.22 Thus, vitamin D has been proposed as a potential treatment for IBS23 as well as IBD.24 Moreover, in a recent report, the production of the rate-limiting enzyme in serotonin production, TPH, was significantly stimulated by the active hormonal vitamin D metabolite, 1,25-dihydroxyvitamin D (1,25D), in serotonergic neurons.25
If IBS is linked to an imbalance in serotonin production, vitamin D could play a role in IBS pathogenesis and may provide novel insights into new modes of IBS management. Further, given the previously-discussed possible genetic etiology of IBS, we postulated that the vitamin D profile and individual transcriptome patterns from our patient cohort could be explored in an attempt to identify a more efficacious and cost-effective diagnostic model for IBS. Thus, this study analyzed physiological levels of vitamin D and the transcriptional pattern of serotonergic gene expression within IBS and control patient populations and identified other genes as potential novel IBS biomarkers.
A total of 29 patients consisting of 28 non-Hispanic Caucasians and 1 Asian participant were recruited over the course of this study. Mucosal tissue samples were obtained from 24 subjects as described by Costello et al.10 These samples included individuals suffering from untreated IBS and individuals that did not display IBS symptoms (which served as the experimental control). Samples were obtained from the sigmoid colon (25 cm measured from withdrawal). All research was approved by the Arizona State University IRB (No. 1106006538) and the Marshfield Clinic Research Foundation IRB (No. YAL10308) and all subjects were consented using a written informed consent form that was approved by the IRB. All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.
HCT-116 colorectal cancer cells (male-derived) obtained from the American Type Culture Collection (Manassas, VA, USA) were passaged in DMEM/high glucose media supplemented with 10% fetal bovine serum and penicillin/streptomycin. Cells were plated at 800 000 cells/well in 6 well plates and treated with either 10 nM 1,25D or ethanol vehicle and incubated in a humidified environment composed of 5% CO2 at 37ºC for 24 hours. Total RNA was extracted from each well using the Aurum total RNA mini kit (Bio-Rad, Hercules, CA, USA) following the manufacturer’s protocol. Spectroscopy was employed to obtain A260 and A280 values to quantify and assess RNA yield/quality.
Total RNA was obtained using the Aurum total RNA mini kit (Bio-Rad) and manufacturer’s protocol. Tissue samples were resuspended in 700 μL of Aurum cell lysis buffer and the cells were lysed via sonication. Spectroscopy was utilized to assess quantity and quality of the RNA. RNA derived from non-IBS control patients were combined into an RNA pool from 8 control samples prior to downstream application.
RNA quality and concentration was determined on a Bioanalyzer (Agilent, Santa Clara, CA, USA) and NanoDrop spectrophotometer (ThermoFisher, Waltham, MA, USA). One-color labeling reactions were prepared using the Agilent one-color protocol (version 6.5) with 400 ng total RNA input. Then, 400 ng of total RNA with the appropriate concentration of RNA spike-in controls was converted into double stranded cDNA using an oligo (dT) primer linked to the T7 promoter sequence and Moloney murine leukemia virus reverse transcriptase. The double stranded cDNA was then in vitro transcribed by T7 RNA polymerase, which simultaneously amplifies and incorporates cyanine 3-labeled cytidine triphosphate into the resulting cRNA. Labeled cRNA was then purified using RNeasy columns (Qiagen, Germantown, MD, USA) and the labeling efficiency determined by the NanoDrop spectrophotometer. Next, the labeled cRNA was fragmented and placed on the SurePrint G3 Human GE microarray (Ambry Genetics, Aliso Viejo, CA, USA) and hybridized at 65°C for approximately 17 hours. The arrays were washed and scanned at 3 μM resolution on an Agilent G2565CA high-resolution scanner. Finally, data processing was performed using Agilent’s Feature Extraction software (version 11.01.1) using protocol GE1_1100_Jul11 and the 60K grid file 039494_D_F_20120628.
Background-corrected intensities were normalized by the “limma” package26 in R. Differentially expressed genes between groups were obtained by combining the lists of features with
DNase-treated total RNA (1 μg) was reverse-transcribed via an iScript cDNA Synthesis kit (Bio-Rad) to prepare 20 μL of first strand cDNA. Real-time polymerase chain reaction (PCR) reactions were prepared by adding 1.5 μL of cDNA to 5 μL FastStart Universal SYBR Green Master Mix (Rox) (Roche Applied Science, Indianapolis, IN, USA) and primers for a total volume of 10 μL. Reactions were performed in 96 well plates in a BioRad CFX96 thermal cycler using a 40-cycle profile. Data analysis was performed using the comparative ΔΔCt method as the means of relative quantitation, normalized to an endogenous reference (GAPDH) and relative to a calibrator (normalized Ct value from vehicle-treated cells) and expressed as 2−ΔΔCt. The primers utilized during PCR experimentation were as follows:
Human TDRD6-forward | 5′-AACACCTACACTCTGAAAGCC-3′ |
Human TDRD6-reverse | 5′-CGGTTAAATCTCCATCACCTCC-3′ |
Human MSR1-forward | 5′-GCTCAATGACAGCTTTGCTTC-3′ |
Human MSR1-reverse | 5′-CCAATGAGAGGGATGAGAACTG-3′ |
Human EPHA3-forward | 5′-CACCTTTGAGATTGATGCCG-3′ |
Human EPHA3-reverse | 5′-GATGCTATTTCTGGAGGTCCG-3′ |
Human FLT4-forward | 5′-AGGCATAGACAAGAAAGCGG-3 |
Human FLT4-reverse | 5′-TGTAAAACACCTGGCCTCC-3′ |
Human ZDHHC15-forward | 5′-CTGAGGTCCAGAAGCAGATG-3′ |
Human ZDHHC15-reverse | 5′-TGGCTTGATCAGATGACACC-3′ |
Human TPH1-forward | 5′-TAAGGAGAACAAAGACCATTCC-3′ |
Human TPH1-reverse | 5′-TTTCTTCTTTTTGATTTTCGGG-3′ |
Measurement of 25-hydroxyvitamin D (25[OH]D) concentrations from patient serum was performed by Heartland Assays (Ames, IA, USA). A competitive chemiluminescence immunoassay was employed for assessment of 25(OH)D concentrations, as described previously.30
Real-time PCR data are reported as means ± SD. Two-sided Student’s
Samples contained one cohort of 18 asymptomatic individuals and another group of 11 patients who had been diagnosed with IBS using the Rome III criteria. Information regarding patient age, sex, IBS status, subtype, and serum 25(OH)D levels is summarized in Table 1. The trimmed mean for 25(OH)D concentration (lowest/highest value excepted) in all IBS patients was 38.9 ng/mL versus 47.4 ng/mL in control subjects, with a median value of 40.7 ng/mL in all IBS patients and 46.5 ng/mL in the control cohort. Moreover, the mean 25(OH)D level in the IBS-D subtype was 25.9 ng/mL versus 47.7 ng/mL in all control patients (
DNA microarray analyses were performed using colonic RNA derived from IBS and asymptomatic sample populations. Analysis of the raw microarray data established a series of 858 genes/biomarkers that display differential expression (Fig. 1). A tabular list of the top 200 biomarkers exhibiting differential expression between the 2 groups is provided in
To visualize effects of distinct gene expression patterns on biochemical pathways, gene ontology (GO) enrichment analysis was performed on the differentially expressed set of genes, with the top 30 enriched GO terms listed in Table 2. Genes were grouped into pathways in which at least 5 members shared similar interactions (Fig. 2). Of particular interest in the current study are the 2 pathways (Fig. 2A and 2C) that coincide with serotonin metabolism, as these 2 pathways possess the highest number of shared functions of any groups.
Due to the prevalence of serotonergic pathways within our GO analysis, we aimed at exploring the potential link between serotonin and IBS in further detail. Quantitative real-time PCR was employed to assess the expression of TPH1 due to its role as the rate-limiting biosynthetic enzyme involved in serotonin production within the enterochromaffin cells of the gut17 and its proposed link with IBS pathophysiology.18 We compared TPH1 expression in individual gut tissue samples of the IBS cohort to the expression profile obtained from a pooled RNA sample comprised of 8 individuals from the asymptomatic cohort selected at random. The results from this analysis for each IBS cohort sample were plotted against each patient’s serum vitamin D concentration (Fig. 3). Of the 11 IBS patients analyzed, 10 samples displayed decreased levels of TPH1 expression relative to the control RNA pool. Additionally, 80% of the IBS patients displayed
Colorectal cells (HCT-116) were treated with 10−8 M 1,25D for 24 hours and the mRNA levels of 5 putative IBS genetic biomarkers were analyzed using real-time PCR (Fig. 4). These genes were selected from an analysis of the DNA microarray data and represent genes with statistically significant, differential regulation in the IBS patients with high fold activation or repression relative to control patients (
DNA microarray analysis revealed 858 features that exhibited differential expression between an IBS sample population and asymptomatic control population. These results provide evidence to support the hypothesis that IBS may be founded upon a genetic or transcriptome basis, as has been suggested previously.14 Similar to a previous study,14 our list of putative IBS biomarkers (
In addition to serving as potential biomarkers, many of the genes located within the differentially expressed gene group may play an etiological role in the IBS pathological state. Analysis of individual gene functions and complex polygenetic interactions is a key first step in discovering a potential causative association between specific gene expression patterns and IBS pathophysiology. Gene ontology interaction analysis was performed to provide a broad overview of our complex microarray dataset. Our analysis revealed that genes involved in serotonin metabolism were well represented in the differentially expressed gene pool. An IBS disease model in which an imbalance of serotonin production or responsiveness may play a key role in IBS pathogenesis has been proposed, and it is possible that defective serotonin signaling is a common feature in the pathogenesis of functional bowel diseases. Pharmacological intervention strategies with serotonergic agents have been successfully employed in some patients as treatment modalities.36 Real-time PCR analysis of the rate-limiting enzyme (TPH1) in gut serotonin synthesis was performed to determine whether IBS patients exhibited a decreased store of GI serotonin. This analysis revealed that 10 of the 11 IBS patients tested exhibited decreased levels of TPH1 relative to a non-IBS sample population, although another study37 found a statistically insignificant trend towards elevated TPH1 expression in IBS patients.
The active hormonal metabolite of vitamin D has been shown to modulate serotonin production within neural25 and colonic tissue (data not shown). In fact, vitamin D has been proposed as a potential treatment for IBS.38,39 Due to the relative abundance of vitamin D responsive elements (VDREs) in hundreds of vitamin D regulated genes throughout the genome,40 we postulated that expression of some IBS candidate biomarker genes may be influenced by the presence of the active hormonal metabolite of vitamin D, 1,25-dihydroxyvitamin D3 (1,25D).41 The manner in which this potential regulation occurs and the specific genes involved in IBS pathophysiology may suggest possible new approaches to treatment.
We recently identified functional VDREs in the human TPH1 gene.25 Taking this into account and considering the potential linkage between IBS and abnormal serotonin metabolism, we examined whether IBS patients exhibited lower serum levels of vitamin D. Nine of the eleven patient samples that were tested displayed 25(OH)D levels below 50 ng/mL (the range of vitamin D “sufficiency” has been previously defined as 30–60 ng/mL, with the most optimal levels ≥ 50 ng/mL32). However, given our small sample size, this finding could have been affected by individual variance in sun-exposure, supplement intake, and overall body fat composition. Nonetheless, serum 25(OH)D levels are recognized as a reliable biomarker of human vitamin D status, and reflect the ability of tissues to synthesize the active hormonal metabolite of vitamin D, 1,25D which regulates gene expression via the vitamin D receptor.
In addition, given that vitamin D regulates the expression of a vast array of genes,42 we postulated that lower vitamin D levels may explain some of the differential expression patterns observed in our DNA microarray analyses. To test this hypothesis, HCT-116 colonic cells were treated with 10−8 M 1,25D, and real-time PCR was used to analyze the response of 5 different putative IBS biomarkers (TDRD6, MSR1, EPHA3, FLT4, and ZDHC115) which were selected via a combination of DNA microarray analysis and real-time PCR (
Serotonin release by enterochromaffin cells embedded within the GI mucosa is used to modulate the strength of smooth muscle contraction and, in turn, GI motility.43 High levels of serotonin release correlate with high levels of GI motility, and low levels of serotonin release correlate with low levels of GI motility.44,45 Conventionally, IBS-C would be associated with depressed serotonin production, IBS-M with intermediate or alternating serotonin production, and IBS-D with elevated serotonin production. However, 10 of the 11 IBS patient tissue samples analyzed in our cohort exhibited depressed levels of TPH1 expression relative to a sample population of control non-IBS RNA. Previously, we have measured the stimulation of serotonin production in response to vitamin D within the serotonergic cell line, RN46A-B14.46 Thus, given that TPH1 mRNA was induced by 1,25D in the gut, it is likely that serotonin is produced in the colon in response to vitamin D, as well. Interestingly, when TPH1 expression and sera vitamin D content were plotted (Fig. 3), a pattern that differentiates between different IBS subtypes was not readily apparent. One possible explanation for these observations is that the depressed levels of TPH1 in IBS-D patients may be predominantly the result of feedback repression of the TPH1 gene via elevated serotonin signaling, while lowered levels of TPH1 in IBS-C and/or IBS-M patients may be primarily the result of vitamin D insufficiency. Thus, the IBS pathological state may be correlated with dysregulated serotonin production, possibly secondary to (or in combination with) vitamin D deficiency. Moreover, during the administration of the current study, another clinical trial was published47 that reported an IBS cohort with appreciably depressed serum 25(OH)D levels and a significant positive association between quality of life and circulating 25(OH)D concentrations after vitamin D supplementation. Interestingly, the IBS-C patients in this population were the most responsive to vitamin D supplementation in terms of a striking improvement across nearly all IBS symptoms.47 Because IBS-C patients are thought to possess lower gut serotonin levels,48 the responsiveness of these patients to vitamin D supplementation is consistent with the actions of vitamin D to raise gut TPH1/serotonin levels25 and with our current hypothesis that vitamin D, via induction of the intestinal TPH1 gene, may play a role in IBS pathophysiology.
While this study was limited by its small sample size, our IBS cohort displayed a trend toward diminished serum vitamin D levels relative to our non-IBS control group. Further, we provide preliminary evidence that vitamin D may have the capacity to alleviate some IBS symptoms via regulation of IBS-specific genes, as well as to increase expression of TPH125 to drive enhanced gut serotonin production, particularly in IBS-C and/or IBS-M patients. However, communication between the central nervous system and the gut plays a tremendous role in the modulation of GI function in a relationship termed the gut-brain axis. Furthermore, recent research has shown that GI microbiota may significantly influence the gut-brain axis through neural, endocrine, and immune signaling and may possibly contribute to certain disease states.49 Strong evidence exists that indicates the GI microbiome50 may play a role in IBS,51 that vitamin D signaling may also impact the gut microbiome,52 and that gut microbiota regulate host serotonin biosynthesis.53 Therefore, we are actively exploring interactions between vitamin D, serotonin metabolism and related gene expression, as well as the microbiome to develop additional diagnostic modalities and to further elucidate mechanistic paradigms in IBS.
A total of 858 differentially expressed genes were identified, including differential expression of genes associated with serotonin metabolism. Analysis via real-time PCR revealed that IBS patient-derived RNA exhibited lower levels of TPH1, the enzyme that catalyzes the rate-limiting step in serotonin biosynthesis, relative to control non-IBS samples. Moreover, values for serum 25(OH)D concentrations across both the IBS and control sample populations revealed a trend towards lower vitamin D levels within the IBS cohort, particularly in the IBS-D subtype. Finally, the expression of select IBS genetic biomarkers was shown to be modulated by vitamin D. These results suggest that IBS pathogenesis and pathophysiology may involve dysregulated serotonin production and/or vitamin D insufficiency.
The authors wish to thank Donna David, Deborah Hilgemann, Deborah Johnson, Tammy Koepel, and Rachel Thiel for their contributions, as well as all the patients that participated in this study.
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