Next Article in Journal
In Love with Shaping You—Influential Factors on the Breast Milk Content of Human Milk Oligosaccharides and Their Decisive Roles for Neonatal Development
Next Article in Special Issue
Pediatric Multi-Organ Dysfunction Syndrome: Analysis by an Untargeted “Shotgun” Lipidomic Approach Reveals Low-Abundance Plasma Phospholipids and Dynamic Recovery over 8-Day Period, a Single-Center Observational Study
Previous Article in Journal
The Diverse Potential of Gluten from Different Durum Wheat Varieties in Triggering Celiac Disease: A Multilevel In Vitro, Ex Vivo and In Vivo Approach
Previous Article in Special Issue
Circulating microRNAs in Breast Milk and Their Potential Impact on the Infant
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Association between Serum Vitamin B12 and Global DNA Methylation in Colorectal Cancer Patients

by
Hatim Boughanem
1,
Pablo Hernandez-Alonso
1,2,3,4,
Alberto Tinahones
1,
Nancy Babio
2,3,4,
Jordi Salas-Salvadó
2,3,4,
Francisco J. Tinahones
1,4,* and
Manuel Macias-Gonzalez
1,4,*
1
Department of Endocrinology and Nutrition, Institute of Biomedical Research in Malaga (IBIMA), Virgen de la Victoria University Hospital, 29010 Malaga, Spain
2
Unitat de Nutrició Humana, Departament de Bioquímica i Biotecnología, Universitat Rovira i Virgili, 43201 Reus, Spain
3
Institut d’Investigació Sanitària Pere Virgili (IISPV), Hospital Universitari San Joan de Reus, 43204 Reus, Spain
4
CIBER in Physiopathology of Obesity and Nutrition (CIBEROBN), Instituto de Salud Carlos III, 28029 Madrid, Spain
*
Authors to whom correspondence should be addressed.
Submission received: 15 October 2020 / Revised: 12 November 2020 / Accepted: 18 November 2020 / Published: 20 November 2020
(This article belongs to the Special Issue Dietary Biomarkers in Human Nutrition)

Abstract

:
Vitamin B12 has been widely related to methionine metabolism, which is an essential component for biological methylation reactions, including DNA methylation. However, the relationship between vitamin B12 and DNA methylation is still controversial. In addition, there is increasing evidence for the association between vitamin B12 and the risk of colorectal cancer (CRC), although results of this association need to be assessed with caution. For this purpose, we hypothesized that serum vitamin B12 could be associated with global DNA methylation in the CRC context. To test this hypothesis, we studied the association between global DNA methylation through long interspersed nuclear element-1 (LINE1) in CRC patients under the 25th percentile of serum vitamin B12. We found that the high vitamin B12 group had low LINE1 methylation in both tumor area and peripheral blood mononuclear cells (PBMCs) than the low serum vitamin B12 group. LINE1 methylation levels were significantly lower in tumor area compared to the adjacent tumor-free area, only in the high vitamin B12 group. LINE1 methylation in visceral adipose tissue (VAT) and PBMCs were correlated with tumoral, inflammatory, and insulin metabolism markers. However, the interaction between LINE1 methylation and vitamin B12 levels was associated with neoadjuvant therapy in the regression analysis only in men, suggesting a beneficial relationship. In conclusion, our results reported an inverse association between DNA methylation and vitamin B12 in the CRC context, which suggests that vitamin B12 may be implicated in an epigenetic state or mediation in CRC.

1. Introduction

Vitamin B12 plays essential roles in the metabolism of DNA methylation, through its participation in the homocysteine metabolism. It is required by the methionine synthase, a vitamin B12-dependent enzyme that catalyzes the formation of methionine from homocysteine using 5-methyltetrahydrofolate, which is subsequently converted to tetrahydrofolate [1]. Methionine, in turn, is converted to 5-adenosylmethionine, being an essential component for biological methylation reactions, including DNA and histone methylation [2]. However, the relationship between vitamin B12 and DNA methylation remains unclear.
Previous studies have reported associations between vitamin B12 and DNA methylation [3]. An epigenome-wide study reported that vitamin B12 supplements influence the regulation of several genes, in fact, 589 differentially methylated CpGs (Cytosine-phosphate-guanine) (DMPs) and 2892 differentially methylated regions (DMRs) were reported [4]. In addition, long-term supplementation with folate and vitamin B12 resulted in changes of 162 DMPs, although comparisons of the DNA methylation changes in the participants receiving supplements of folic acid and vitamin B12 versus placebo reported one single differentially methylated position [5]. Even a large-scale genome-wide DNA methylation study did not find correlation between vitamin B12 intake and DMPs [6]. Furthermore, the relationship between both dietary intake and supplementation with vitamin B12 and DNA methylation is still controversial. Importantly, there is a lack of studies evaluating the link between serum levels of vitamin B12 and DNA methylation.
On the other hand, although vitamin B12 deficiency has been widely associated to colorectal cancer (CRC), the mechanisms underlying this relationship have not been identified yet [7]. A nested-case referent prospective study showed that plasma vitamin B12 concentration was inversely associated with the risk of rectal cancer, although its association with the risk of colon cancer was less apparent [8]. These results have been confirmed by another prospective case-control study, in which circulating vitamin B12 levels were inversely associated with rectal cancer risk but not with overall colorectal cancer [9]. However, in a multiethnic cohort study, no significant associations were reported between plasma vitamin B12 levels and CRC risk [10], whereas vitamin B12 and folate supplementation were related with an increased risk of CRC [11].
Therefore, the role of vitamin B12 on DNA methylation and CRC development is largely unknown but promising, since there is evidence supporting this specific link between B12 and CRC through epigenetic conditions. For example, it has been shown that serum vitamin B12 was associated with the methylation of the promoter of genes related with colorectal carcinogenesis, such as mutL homolog 1 (MLH1) and O-6-methylguanine-DNA methyltransferase (MGMT) in elderly subjects [12]. In the case that these associations exist, it would be interesting to test the potential preventive effect of B12 administration on CRC risk.
In the present study, we hypothesized that circulating levels of vitamin B12 may be associated with global DNA methylation in the CRC context and this association may be related with clinical cancer outcomes. For this purpose, we studied the association between methylation of long interspersed element-1 (LINE1) as a marker of global DNA methylation and serum vitamin B12 in different biological samples, such as peripheral blood mononuclear cells (PBMCs)—as a non-invasive source tissue, visceral adipose tissue (VAT)—as an active metabolic tissue, as well as tumoral tissues. We also investigated the relationship between LINE1 methylation and several clinical and biochemical outcomes to evaluate the additional relationship between biochemical and anthropometric variables, DNA methylation, and serum vitamin B12 in CRC patients.

2. Materials and Methods

2.1. Study Design and Participants

Our study included 80 CRC patients recruited at the “Virgen de la Victoria” University Hospital of Malaga (Málaga, Spain), from 2011 to 2014. CRC patients were categorized into two groups based on the 25th percentile in serum vitamin B12 cut-off. Nineteen CRC patients were below the 25th percentile (<25th percentile), and 61 were above the 25th percentile of vitamin B12 (≥25th percentile). The normal range for vitamin B12 is generally between 200 and 900 pg/mL. A range between 200 to 300 pg/mL is considered borderline and below 200 pg/mL is considered a low value [13]. In our cohort, the cut-off value of the 25th percentile of vitamin B12 was 261 pg/mL, which was located within the borderline values, and the mean of the low vitamin B12 group was 199.79 (Standard deviation (SD): 49.14) pg/mL, which was also located under 200 pg/mL and considered a low value. CRC patients were diagnosed by oncologists by means of a colonoscopy and biopsy. Pathologists classified tumor characteristics based on histological features. All diagnosed CRC patients underwent surgery with curative intention, by hemicolectomy, lower anterior resection with ileostomy (caused by a CRC carcinoma), followed by a total mesocolorectal excision. Adjacent tumor-free area was also collected and compared with the tumor area. Neoadjuvant treatment was conducted according to the local protocols. CRC patients received neoadjuvant treatment consisting of chemoradiation treatments with pelvic radiotherapy 50 Gray (Gy) (2 Gy/fraction) and concomitant administration of fluoropyrimidine-based chemotherapy, followed by total mesorectal excision after 6–8 weeks. Biopsy and tumor samples were fixed by using formalin-fixed paraffin-embedded (FFPE). Epiploic VAT from CRC patients was obtained during surgery, and washed using a saline solution, and frozen in liquid nitrogen. The VAT was stored at −80 °C until DNA extraction. PBMCs were obtained by blood (whole blood, plasma dipotassium ethylenediaminetetraacetic acid (EDTAK2) primary tube BD Vacutainer® EDTA plasma Tube) (Becton, Dickinson and Company, Franklin Lakes, NJ, USA)) centrifugation for 15 min at 1800× g and frozen at −80 °C until DNA extraction.
The exclusion criteria for the present study were patients with history of familial adenomatous polyposis, history of nonpolyposis colorectal cancer, cardiovascular disease events or inflammatory diseases, presence of high insulin resistance (homeostatic model assessment for insulin resistance (HOMA-IR) > 5) [14,15], type 2 diabetes (T2D), and systemic or local infectious diseases. Patients receiving antidiabetic or hypocholesterolemia treatments were also excluded. We also excluded patients consuming more than 20 g/day of ethanol. The study was approved by the Ethical Committee of Virgen de la Victoria University Hospital (Málaga, Spain) (registration number 0311/PI7) and written informed consent was obtained from all CRC patients.

2.2. Biochemical Determinations

Fasting serum samples were obtained after centrifugation for 15 min at 1800× g. Serum total cholesterol, high-density lipoprotein cholesterol (HDL-c), triglycerides, and glucose concentrations were determined by means of a Dimension Autoanalyzer (Dade Behring Inc., Deerfield, IL, USA). Low-density lipoprotein cholesterol (LDL-c) was calculated using the Friedewald equation [16]. Insulin levels were measured by a radioimmunoassay method using BioSource International Inc. (Camarillo, CA, USA). HOMA-IR was estimated using the following equation: HOMA-IR = fasting insulin (μIU/mL) × fasting glucose (mM)/22.5 [17]. Serum vitamin B12 was quantified by chemiluminescent immunoassay (Roche Diagnostics GmbH, Penzberg, Germany). C-reactive protein (CRP) was measured in a Dimension autoanalyzer (Dade Behring Inc., Deerfield, IL, USA). Insulin growth factor type 1 (IGF-1) was determined using a Human IGF1 ELISA Kit (Abcam, Madrid, Spain). Carcinoembryonic antigen (CEA) and carbohydrate antigen 19.9 (CA 19.9) were measured by ELISA (DRG diagnostics, Marburg, Germany).

2.3. DNA Extraction from Biological Samples, Bisulfite Reaction, and Pyrosequencing

DNA was isolated from PBMCs using a Qiamp DNA blood mini kit (Qiagen GmbH, Hilden, Germany), from VAT using a Qiamp DNA Tissue Kit (Qiagen GmbH, Hilden, Germany), and from 10 sections of 14 μm of paraffin samples from the tumor area and adjacent-tumor free area, using a Qiamp DNA FFPE Tissue Kit under the instructions of the manufacturer (Qiagen GmbH, Hilden, Germany), with a xylene wash to remove the paraffin. DNA integrity was checked by a nanodrop at A 260/A 280 and A 260/A 230 and stained agarose gels. We used 2 μg of isolated DNA for bisulfite reaction. This reaction was performed using an EpiTect Fast Bisulfite Kit (Qiagen GmbH, Hilden, Germany), according to the instructions of the manufacturer. We measured the promoter methylation of LINE1. The primer sequences and additional information about CpG sites are detailed in Supplementary Table S1, and the reverse primer was biotinylated, in order to purify the final PCR product, using Sepharose beads (Sigma Aldrich, Madrid, Spain). PCR for bisulfited DNA was made using 0.2 nM of each primer and the PCR pyromark kit (Qiagen GmbH, Hilden, Germany). The final volume was 25 μL. Finally, 20 μL of the PCR products were pyrosequenced using the PyroMarkTMQ96 ID Pyrosequencing System (Qiagen GmbH, Hilden, Germany), using 0.4 μM of sequencing primer. The methylation average was expressed as the percentage of methylated cytosine over the sum of methylated and unmethylated cytosines for six CpGs at the LINE1 sequence. Inter-assay precision (coefficient of variation (CV)) was 2.5% and intraassay (CV) for the CpG methylation and unmethylated cytosines was 1.0%. Non-CpG cytosine residues were used as built-in controls to verify bisulfite conversion. We also included unmethylated and methylated DNA as controls in each run (New England Biolabs, Ipswich, MA, USA).

2.4. Statistical Analysis

The continuous variables were presented as mean ± standard deviation (SD). Categorical variables were shown as number (percentage). We categorized our subjects’ vitamin B12 circulating levels as low (<25th percentile of vitamin B12) or high (≥25th percentile of vitamin B12). Welch’s two sample test was used to determine significant differences in continuous variables due to their non-normal distribution and unequal sample size of the two vitamin B12 groups. A Pearson’s correlation analysis was performed to evaluate the association between variables according to vitamin B12 groups. A Bonferroni correction was applied per group, methylation location, and variables’ co-correlation (i.e., age, body mass index (BMI), glucose/insulin metabolism, and lipid profile; or the set of tumoral and inflammatory markers). A paired t-test was performed to compare means between the tumor and adjacent tumor-free area. Linear and logistic regression analyses were performed to determine whether the variability of variables is explained by other variables, under the 25th percentile of vitamin B12. Data analyses were performed using the R v3.5.1 software (Integrated Development for R. RStudio, PBC, Boston, MA, USA), and significance was set at p < 0.05 unless otherwise stated.

3. Results

3.1. General Characteristics of CRC Patients by Serum Vitamin B12 Status

The baseline general, anthropometric, and biochemical characteristics of CRC patients are summarized in Table 1 and Supplementary Table S2. There were no statistically significant differences in age, anthropometric variables, glucose metabolism parameters, most of the lipid profile parameters, and tumoral and inflammation markers when we compared participants with high serum vitamin B12 levels (HVB12) and those with low levels (LVB12). However, LDL-c and IGF1 levels were significantly higher in the HVB12 group than in the LVB12 group (p = 0.043 and p = 0.008, respectively). We also observed significant differences in sex towards a more equal sex distribution in the HVB12 group compared to the LVB12 group. As expected, the mean value of serum vitamin B12 in the LVB12 group was significantly lower (199.79 ± 49.14 pg/mL) compared to those in the HVB12 group (507.02 ± 337.83 pg/mL).

3.2. Association between Global Methylation Study (LINE1) and Circulating Levels of Vitamin B12 in CRC Patients

We evaluated the association between circulating vitamin B12 and LINE1 methylation in CRC patients, according to circulating levels of vitamin B12, in CRC tumor and adjacent tumor-free areas, PBMCs, as well as VAT. LINE1 methylation in the tumor area was lower in the HVB12 group compared to the LVB12 group (p = 0.023) (Figure 1a). However, LINE1 methylation in the adjacent tumor-free area did not significantly differ between the HVB12 and LVB12 groups (Figure 1c). LINE1 methylation in the LVB12 group neither differed between the tumor and adjacent tumor-free area (Figure 1e). Nevertheless, LINE1 methylation in the tumor area was significantly decreased compared to the tumor-free area in only the HVB12 group (p < 0.001) (Figure 1f).
Similar results were found in PBMCs. Our results showed that the HVB12 group had significantly lower methylation levels of LINE1, when compared to the LVB12 group (p = 0.046) (Figure 2a). However, LINE1 methylation levels in VAT were not statistically significant between the HVB12 and LVB12 groups (Figure 2c).

3.3. Association between Methylation of LINE1 and Biochemical Variables According to the 25th Percentile of Vitamin B12

To study the relationship between LINE1 methylation in the tumor area, tumor-free area, PBMCs, and VAT and biochemical variables, we performed a Pearson correlation analysis. As shown in Table 2, in the LVB12 group, LINE1 methylation in PBMCs was negatively correlated with HOMA-IR (r = −0.53; p = 0.034). In the HVB12 group, LINE1 methylation in VAT was negatively associated with both insulin (r = −0.32; p = 0.032) and HOMA-IR (r = −0.31; p = 0.040).

3.4. Association between Methylation of LINE1 and Tumoral and Inflammatory Markers According to the Circulating Levels of Vitamin B12

In order to find new associations between LINE1 methylation and tumoral and inflammatory biomarkers, a Pearson correlation analysis was carried out between LINE1 methylation and CEA, CA 19.9 (tumoral markers), insulin growth factor type 1 (IGF1), and C reactive protein (CRP) (inflammatory markers), according to the circulating levels of vitamin B12 (Figure 3). In the LVB12 group, LINE1 methylation in tumor was inversely associated with CEA (r = −0.70; p = 0.003). In the HVB12 group, LINE1 methylation in PBMCs and VAT were negatively associated with CRP (r = −0.34; p = 0.020 and r = −0.36; p = 0.014, respectively) and CEA was positively associated with CA 19.9 (r = 0.81; p < 0.001).

3.5. Regression Analyses between Methylation of LINE1 and Vitamin B12

To study the strength of the associations observed in the correlation analyses, we performed multivariable lineal regression analyses. We observed that LINE1 methylation in the tumor area was positively and significantly associated with neoadjuvant therapy in both the LVB12 and HVB12 groups (Table 3). When we stratified by sex, and studied only men, only the LVB12 group showed a positive and significant association between LINE1 methylation and neoadjuvant therapy (p = 0.006).
Finally, a multivariable logistic regression model was constructed to identify those factors that were independently associated with circulating vitamin B12 levels in CRC patients. In this model, after adjusting for age and sex, we found that lower LINE1 methylation in the tumor area (odds ratio (OR) = 0.82, confidence interval (CI) 95% 0.70 to 0.95; p = 0.01 for both sexes; and OR = 0.74, CI 95% 0.57 to 0.90; p = 0.008 for only men), but not in PBMCs and VAT (data not shown), better explained the circulating levels of vitamin B12 in CRC patients, with a Nagelkerke r2 of 0.22 and 0.35 for only men (Table 4).

4. Discussion

In our study, we observed that serum vitamin B12 levels were associated with global DNA methylation in CRC patients, suggesting a potential role of vitamin B12 on the metabolism of DNA methylation in CRC. In line with previous findings about DNA methylation and vitamin B12 [5,12,18], we found that high circulating vitamin B12 levels were associated with decreased methylation of LINE1 in tumor CRC. LINE1 is typically found hypomethylated in CRC [19,20], and tumor hypomethylation of LINE1 was also significantly associated with worse overall survival and poor prognosis compared to patients with a higher level of LINE1 methylation in tumor [20]. On the other hand, a study found that patients with advanced CRC and decreased circulating vitamin B12 concentration had significantly better overall survival and progression time than patients with normal or higher circulating vitamin B12 [21]. This observation was further detected from a retrospective study conducted in patients with metastatic CRC [22]. Thus, our results showed that circulating vitamin B12 levels could have a role in DNA methylation in CRC subjects. Therefore, vitamin B12 levels could be used as a prognostic factor in CRC, as its association with LINE1 methylation in the tumor area from CRC patients could place it as a promising factor in the prognosis of CRC.
Several epidemiological studies, meta-analyses, and supplemental studies have tried to determine the specific role of circulating, dietary, and/or supplemental vitamin B12 with CRC risk, although the results are still controversial. For example, two meta-analyses of prospective and case-control studies and a case-control study evaluated the association between circulating and vitamin B12 intake and CRC risk, which concluded that dietary vitamin B12 was inversely associated with the risk of CRC [23,24,25]. However, other studies did not find significant associations between CRC risk and neither dietary [26] nor serum vitamin B12 [27,28]. Another nested case-referent cohort study showed that high circulating levels of vitamin B12 were associated with lower risk of rectal cancer, whereas for colon cancer, this association seemed to be attenuated [8]. In contrast, a long-term follow-up study, in the framework of the B Vitamins for the Prevention of Osteoporotic Fractures (B-PROOF) Trial, concluded that vitamin B12 and folate supplementation were associated with an increased risk of CRC [11], which was further confirmed by another study [29]. Thus, data regarding the risk of CRC and vitamin B12 are not well understood, which might be due to the source of vitamin B12 from foods of animal origins potentially altering the risk of CRC [7]. In fact, consumption of white meat or poultry was found to be negatively associated with some types of cancers, whilst red meat consumption was significantly associated with increased risk of cancer [30]. Consequently, more epidemiological studies and clinical trials are needed to clarify the casual role of vitamin B12 in CRC, as this evidence should be considered in the management of the implication of vitamin B12 on CRC risk.
Our results also showed that LINE1 methylation in VAT was associated with inflammatory markers and insulin metabolism in the HVB12 group. A study reported that vitamin B12 was related to the growth hormone (GH)/IGF1 axis, which is considered as an essential vitamin that regulates growth through this axis [31]. Indeed, there is promising evidence of the relationship between vitamin B12 and both insulin metabolism and resistance [18,32,33]. As far as we know, the insulin/IGF system is a major factor for the pathogenesis of CRC, as components of this system contribute to the transformation of normal colon epithelial cells [34]. Thus, a dysfunctional VAT could participate in the pathogenesis of CRC through the insulin pathway, in which vitamin B12 could play a relevant role in epigenetic regulation. Furthermore, a comprehensive understanding of the biological functions of vitamin B12 in VAT—through insulin metabolism and DNA methylation—could support the idea of the implication of vitamin B12 in CRC in larger studies, considering glucose, insulin, and IGF1 levels as confounders in the management of CRC risk and serum vitamin B12. Our study also suggested a link between DNA methylation and neoadjuvant therapy according to the serum vitamin B12. The significant correlation between LINE1 and neoadjuvant therapy in only the LVB12 group suggests a potential role for vitamin B12 and DNA methylation as a biomarker of response [35].
There are several mechanisms by which vitamin B12 could be associated with CRC, although the most solid evidence is related to the role of vitamin B12 in one-carbon metabolism, which is required for DNA methylation [2]. Indeed, there are several studies that found an association between vitamin B12 and methylation of key genes in CRC, such as cyclin-dependent kinase inhibitor 2 A (p16), a tumor suppressor gene; and methylguanine methyltransferase (MGMT), a DNA-repairing protein or homeobox A 4 (HOXA 4)—its overexpression leads to CRC [12,36,37]. Although the evidence about the implication of vitamin B12 on DNA methylation and CRC is scarce, our results suggest that vitamin B12 could act as an epigenetic mediator that influences some pathways of cell cycles and proliferative properties of CRC, based on the epigenetic landscape.
This study has certain limitations that must be mentioned. The relatively small size of included patients in our study may mask other conflicting factors. However, the strengths of the study were the careful design and the inclusion of several biological and tissue samples for the study of methylation, which provide an extensive exploratory insight for the global DNA methylation in CRC and vitamin B12 levels.

5. Conclusions

In conclusion, the present study reported an inverse association between DNA methylation and vitamin B12 levels in CRC subjects. Increased vitamin B12 levels (i.e., higher than the 25th percentile) were associated with hypomethylation of LINE1, which suggests that vitamin B12 may have a role in epigenetics in CRC. Additional analyses also suggested that vitamin B12 could be associated with DNA methylation and insulin metabolism, suggesting a possible link for the insulin pathway in CRC. Hence, serum vitamin B12 could be used as a strong factor to consider in the management of CRC via DNA methylation.

Supplementary Materials

The following are available online at https://0-www-mdpi-com.brum.beds.ac.uk/2072-6643/12/11/3567/s1, Table S1: Pathological characteristics of CRC patients according to their 25th percentile of vitamin B12; Table S2: Data of CpG analyzed and primer sequences of selected promoters.

Author Contributions

Conceptualization, M.M.-G. and F.J.T.; methodology, H.B. and A.T.; software, H.B. and P.H.-A.; validation, H.B., F.J.T. and M.M.-G.; formal analysis, H.B. and M.M.-G.; investigation, H.B.; resources, M.M.-G. and F.J.T.; data curation, P.H.-A., J.S.-S., N.B. and H.B.; writing—original draft preparation, H.B., J.S.-S., N.B., A.T., P.H.-A., M.M.-G.; writing—review and editing, H.B., J.S.-S., N.B., A.T., P.H.-A., M.M.-G.; visualization, H.B., F.J.T. and M.M.-G.; supervision, F.J.T. and M.M.-G.; project administration, F.J.T. and M.M.-G.; funding acquisition, M.M.-G. and F.J.T. All authors have read and agreed to the published version of the manuscript.

Funding

This study was supported by “Centros de Investigación En Red” (CIBER, CB06/03/0018) of the “Instituto de Salud Carlos III” (ISCIII) (PI18/01399 and PI18/01160), and cofinanced by the European Regional Development Fund (FEDER). M.M.G. was the recipient of the Nicolas Monardes Programme from the “Servicio Andaluz de Salud, Junta de Andalucia”, Spain (RC-0001-2018 and C-0029-2014). PH-A is supported by a postdoctoral fellowship (Juan de la Cierva-Formación, FJCI-2017-32205) funded by the Ministerio de Ciencia, Innovación y Universidades.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Wagner, C. Biochemical role of folate in cellular metabolism. Clin. Res. Regul. Aff. 2001, 18, 161–180. [Google Scholar] [CrossRef]
  2. Brunaud, L.; Alberto, J.-M.; Ayav, A.; Gérard, P.; Namour, F.; Antunes, L.; Braun, M.; Bronowicki, J.-P.; Bresler, L.; Guéant, J.-L. Effects of Vitamin B12 and Folate Deficiencies on DNA Methylation and Carcinogenesis in Rat Liver. Clin. Chem. Lab. Med. 2003, 41, 1012–1019. [Google Scholar] [CrossRef]
  3. Amenyah, S.D.; Hughes, C.F.; Ward, M.; Rosborough, S.; Deane, J.; Thursby, S.-J.; Walsh, C.P.; Kok, D.E.; Strain, J.J.; McNulty, H.; et al. Influence of nutrients involved in one-carbon metabolism on DNA methylation in adults—A systematic review and meta-analysis. Nutr. Rev. 2020, 78, 647–666. [Google Scholar] [CrossRef] [PubMed]
  4. Yadav, D.K.; Shrestha, S.; Lillycrop, K.A.; Joglekar, C.V.; Pan, H.; Holbrook, J.D.; Fall, C.H.; Yajnik, C.S.; Chandak, G.R. Vitamin B12supplementation influences methylation of genes associated with Type 2 diabetes and its intermediate traits. Epigenomics 2018, 10, 71–90. [Google Scholar] [CrossRef] [PubMed]
  5. Kok, D.E.G.; Dhonukshe-Rutten, R.A.M.; Lute, C.; Heil, S.G.; Uitterlinden, A.G.; Van Der Velde, N.; Van Meurs, J.B.J.; Van Schoor, N.M.; Hooiveld, G.J.E.J.; De Groot, L.C.P.G.M.; et al. The effects of long-term daily folic acid and vitamin B12 supplementation on genome-wide DNA methylation in elderly subjects. Clin. Epigenetics 2015, 7, 1–14. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  6. Mandaviya, P.R.; Joehanes, R.; Brody, J.A.; Castillo-Fernandez, J.; Dekkers, K.F.; Do, A.N.; Graff, M.; Hänninen, I.K.; Tanaka, T.; Jonge, E.A.L.D.; et al. Association of dietary folate and vitamin B-12 intake with genome-wide DNA methylation in blood: A large-scale epigenome-wide association analysis in 5841 individuals. Am. J. Clin. Nutr. 2019, 110, 437–450. [Google Scholar] [CrossRef]
  7. Banjari, I.; Hjartåker, A. Dietary sources of iron and vitamin B12: Is this the missing link in colorectal carcinogenesis? Med. Hypotheses 2018, 116, 105–110. [Google Scholar] [CrossRef]
  8. Dahlin, A.M.; Van Guelpen, B.; Hultdin, J.; Johansson, I.; Hallmans, G.; Palmqvist, R. Plasma vitamin B12 concentrations and the risk of colorectal cancer: A nested case-referent study. Int. J. Cancer 2007, 122, 2057–2061. [Google Scholar] [CrossRef]
  9. Gylling, B.; Van Guelpen, B.; Schneede, J.; Hultdin, J.; Ueland, P.M.; Hallmans, G.; Johansson, I.; Palmqvist, R. Low Folate Levels Are Associated with Reduced Risk of Colorectal Cancer in a Population with Low Folate Status. Cancer Epidemiol. Biomark. Prev. 2014, 23, 2136–2144. [Google Scholar] [CrossRef] [Green Version]
  10. Le Marchand, L.; White, K.K.; Nomura, A.M.; Wilkens, L.R.; Selhub, J.S.; Tiirikainen, M.; Goodman, M.T.; Murphy, S.P.; Henderson, B.E.; Kolonel, L.N. Plasma Levels of B Vitamins and Colorectal Cancer Risk: The Multiethnic Cohort Study. Cancer Epidemiol. Biomark. Prev. 2009, 18, 2195–2201. [Google Scholar] [CrossRef] [Green Version]
  11. Araghi, S.O.; Jong, J.C.K.-D.; Van Dijk, S.C.; Swart, K.M.; Van Laarhoven, H.W.; Van Schoor, N.M.; De Groot, L.C.P.G.M.; Lemmens, V.; Stricker, B.H.; Uitterlinden, A.G.; et al. Folic Acid and Vitamin B12 Supplementation and the Risk of Cancer: Long-term Follow-up of the B Vitamins for the Prevention of Osteoporotic Fractures (B-PROOF) Trial. Cancer Epidemiol. Biomark. Prev. 2019, 28, 275–282. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  12. Sanchez, H.; Hossain, M.B.; Lera, L.; Hirsch, S.; Albala, C.; Uauy, R.; Broberg, K.; Ronco, A.M. High levels of circulating folate concentrations are associated with DNA methylation of tumor suppressor and repair genes p16, MLH1, and MGMT in elderly Chileans. Clin. Epigenetics 2017, 9, 1–11. [Google Scholar] [CrossRef] [Green Version]
  13. Wolters, M.; Ströhle, A.; Hahn, A. Cobalamin: A critical vitamin in the elderly. Prev. Med. 2004, 39, 1256–1266. [Google Scholar] [CrossRef]
  14. Boughanem, H.; Cabrera-Mulero, A.; Millán-Gómez, M.; Garrido-Sánchez, L.; Cardona, F.; Tinahones, F.J.; Moreno-Santos, I.; Macías-González, M.; Mulero, C.; Millán-Gómez, M.; et al. Transcriptional Analysis of FOXO1, C/EBP- and PPAR-2 Genes and Their association with Obesity-Related Insulin Resistance. Genes 2019, 10, 706. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  15. Moreno-Santos, I.; Castellano, D.; Lara, M.F.; Fernández-García, J.C.; Tinahones, F.J.; Macias-Gonzalez, M. IGFBP-3 Interacts with the Vitamin D Receptor in Insulin Signaling Associated with Obesity in Visceral Adipose Tissue. Int. J. Mol. Sci. 2017, 18, 2349. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  16. Bairaktari, E.T.; Seferiadis, K.I.; Elisaf, M.S. Evaluation of Methods for the Measurement of Low-Density Lipoprotein Cholesterol. J. Cardiovasc. Pharmacol. Ther. 2005, 10, 45–54. [Google Scholar] [CrossRef] [PubMed]
  17. Matthews, D.R.; Hosker, J.P.; Rudenski, A.S.; Naylor, B.A.; Treacher, D.F.; Turner, R.C. Homeostasis model assessment: Insulin resistance and β-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia 1985, 28, 412–419. [Google Scholar] [CrossRef] [Green Version]
  18. McKay, J.A.; Groom, A.; Potter, C.; Coneyworth, L.J.; Ford, D.; Mathers, J.C.; Relton, C.L. Genetic and Non-Genetic Influences during Pregnancy on Infant Global and Site Specific DNA Methylation: Role for Folate Gene Variants and Vitamin B12. PLoS ONE 2012, 7, e33290. [Google Scholar] [CrossRef]
  19. Cabrera-Mulero, A.; Crujeiras, A.B.; Izquierdo, A.G.; Torres, E.; Ayers, D.; Casanueva, F.F.; Tinahones, F.J.; Morcillo, S.; Macias-Gonzalez, M. Novel SFRP2 DNA Methylation Profile Following Neoadjuvant Therapy in Colorectal Cancer Patients with Different Grades of BMI. J. Clin. Med. 2019, 8, 1041. [Google Scholar] [CrossRef] [Green Version]
  20. Swets, M.; Zaalberg, A.; Boot, A.; Van Wezel, T.; Frouws, M.A.; Bastiaannet, E.; Gelderblom, H.; Van De Velde, C.; Kuppen, P.J.K. Tumor LINE-1 Methylation Level in Association with Survival of Patients with Stage II Colon Cancer. Int. J. Mol. Sci. 2016, 18, 36. [Google Scholar] [CrossRef] [Green Version]
  21. Byström, P.; Björkegren, K.; Larsson, A.; Johansson, L.; Berglund, Å. Serum vitamin B12 and folate status among patients with chemotherapy treatment for advanced colorectal cancer. Upsala J. Med. Sci. 2009, 114, 160–164. [Google Scholar] [CrossRef] [PubMed]
  22. Oh, H.K.; Lee, J.Y.; Eo, W.K.; Yoon, S.W.; Han, S.N. Elevated Serum Vitamin B12 Levels as a Prognostic Factor for Survival Time in Metastatic Cancer Patients: A Retrospective Study. Nutr. Cancer 2017, 70, 37–44. [Google Scholar] [CrossRef] [Green Version]
  23. Sun, N.-H.; Huang, X.-Z.; Wang, S.-B.; Li, Y.; Wang, L.-Y.; Wang, H.-C.; Zhang, C.-W.; Zhang, C.; Liu, H.-P.; Wang, Z.-N. A dose–response meta-analysis reveals an association between vitamin B12 and colorectal cancer risk. Public Health Nutr. 2015, 19, 1446–1456. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  24. Liu, Y.; Yu, Q.; Zhu, Z.; Zhang, J.; Chen, M.; Tang, P.; Li, K. Vitamin and multiple-vitamin supplement intake and incidence of colorectal cancer: A meta-analysis of cohort studies. Med. Oncol. 2015, 32, 1–10. [Google Scholar] [CrossRef] [PubMed]
  25. Zhang, X.; Fang, Y.-J.; Feng, X.-L.; Abulimiti, A.; Huang, C.-Y.; Luo, H.; Zhang, N.-Q.; Chen, Y.-M.; Zhang, C.-X. Higher intakes of dietary vitamin D, calcium and dairy products are inversely associated with the risk of colorectal cancer: A case–control study in China. Br. J. Nutr. 2019, 123, 699–711. [Google Scholar] [CrossRef] [PubMed]
  26. Key, T.J.; Appleby, P.N.; Masset, G.; Brunner, E.J.; Cade, J.E.; Greenwood, D.C.; Stephen, A.M.; Kuh, D.; Bhaniani, A.; Powell, N.; et al. Vitamins, minerals, essential fatty acids and colorectal cancer risk in the United Kingdom Dietary Cohort Consortium. Int. J. Cancer 2012, 131, E320–E325. [Google Scholar] [CrossRef] [PubMed]
  27. Eussen, S.J.; Vollset, S.E.; Hustad, S.; Øivind, M.; Meyer, K.; Fredriksen, Å; Ueland, P.M.; Jenab, M.; Slimani, N.; Boffetta, P.; et al. Plasma vitamins B2, B6, and B12, and related genetic variants as predictors of colorectal cancer risk. Cancer Epidemiol. Biomark. Prev. 2010, 19, 2549–2561. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  28. Figueiredo, J.C.; Levine, A.J.; Grau, M.V.; Øivind, M.; Ueland, P.M.; Ahnen, D.J.; Barry, E.L.; Tsang, S.; Munroe, D.; Ali, I.; et al. Vitamins B2, B6, and B12 and Risk of New Colorectal Adenomas in a Randomized Trial of Aspirin Use and Folic Acid Supplementation. Cancer Epidemiol. Biomark. Prev. 2008, 17, 2136–2145. [Google Scholar] [CrossRef] [Green Version]
  29. Van Wijngaarden, J.P.; Swart, K.M.A.; Enneman, A.W.; Dhonukshe-Rutten, R.A.M.; Van Dijk, S.C.; Ham, A.C.; Brouwer-Brolsma, E.M.; Van Der Zwaluw, N.L.; Sohl, E.; Van Meurs, J.B.J.; et al. Effect of daily vitamin B-12 and folic acid supplementation on fracture incidence in elderly individuals with an elevated plasma homocysteine concentration: B-PROOF, a randomized controlled trial. Am. J. Clin. Nutr. 2014, 100, 1578–1586. [Google Scholar] [CrossRef] [Green Version]
  30. Lippi, G.; Mattiuzzi, C.; Cervellin, G. Meat consumption and cancer risk: A critical review of published meta-analyses. Crit. Rev. Oncol. 2016, 97, 1–14. [Google Scholar] [CrossRef]
  31. Roman-Garcia, P.; Quiros-Gonzalez, I.; Mottram, L.; Lieben, L.; Sharan, K.; Wangwiwatsin, A.; Tubio, J.; Lewis, K.; Wilkinson, D.; Santhanam, B.; et al. Vitamin B12–dependent taurine synthesis regulates growth and bone mass. J. Clin. Investig. 2014, 124, 2988–3002. [Google Scholar] [CrossRef] [PubMed]
  32. Li, Z.; Gueant-Rodriguez, R.-M.; Quilliot, D.; Sirveaux, M.-A.; Meyre, D.; Gueant, J.-L.; Brunaud, L. Folate and vitamin B12 status is associated with insulin resistance and metabolic syndrome in morbid obesity. Clin. Nutr. 2018, 37, 1700–1706. [Google Scholar] [CrossRef] [PubMed]
  33. Madhu, S. Vitamin B12 and diabetes risk—Myth or reality. Int. J. Diabetes Dev. Ctries. 2020, 40, 1–3. [Google Scholar] [CrossRef] [Green Version]
  34. Vigneri, P.; Tirrò, E.; Pennisi, M.S.; Massimino, M.; Stella, S.; Romano, C.; Manzella, L. The Insulin/IGF System in Colorectal Cancer Development and Resistance to Therapy. Front. Oncol. 2015, 5, 230. [Google Scholar] [CrossRef] [Green Version]
  35. Yao, S.; Hu, Q.; Kerns, S.; Yan, L.; Onitilo, A.A.; Misleh, J.; Young, K.; Lei, L.; Bautista, J.; Mohamed, M.; et al. Impact of chemotherapy for breast cancer on leukocyte DNA methylation landscape and cognitive function: A prospective study. Clin. Epigenetics 2019, 11, 45. [Google Scholar] [CrossRef]
  36. Forster, V.J.; McDonnell, A.; Theobald, R.; McKay, J.A. Effect of methotrexate/vitamin B12on DNA methylation as a potential factor in leukemia treatment-related neurotoxicity. Epigenomics 2017, 9, 1205–1218. [Google Scholar] [CrossRef] [Green Version]
  37. Mokarram, P.; Naghibalhossaini, F.; Firoozi, M.S.; Malek-Hosseini, S.A.; Izadpanah, A.; Salahi, H.; Talei, A.; Mojallal, M. Methylenetetrahydrofolate reductase C677T genotype affects promoter methylation of tumor-specific genes in sporadic colorectal cancer through an interaction with folate/vitamin B12 status. World J. Gastroenterol. 2008, 14, 3662–3671. [Google Scholar] [CrossRef]
Figure 1. LINE1 methylation in CRC tumor and the 25th percentile of vitamin B12 in CRC patients. Methylation analyses of LINE1 in (a,b) CRC tumor area, (c,d) adjacent tumor-free area, and (e,f) comparison between tumor and tumor-free area, according to the 25th percentile of vitamin B12 (low serum vitamin B12 = 19; high serum vitamin B12 = 61). Methylation percentages are presented as median (interquartile range) (in a,c,e,f) or individual as individual dots (in b,d). Significant differences between the two groups were assessed using the Welch’s two sample test for the (a,c) (* p < 0.05). Paired t-test was performed to compare means between tumor and adjacent tumor-free area for the (e,f) (* p < 0.05). Pearson correlation was used to determine association between LINE1 methylation and serum vitamin B12 in the (b,d). Abbreviations: LINE1: Long interspersed nuclear element-1; r: Correlation coefficient; CRC: Colorectal cancer.
Figure 1. LINE1 methylation in CRC tumor and the 25th percentile of vitamin B12 in CRC patients. Methylation analyses of LINE1 in (a,b) CRC tumor area, (c,d) adjacent tumor-free area, and (e,f) comparison between tumor and tumor-free area, according to the 25th percentile of vitamin B12 (low serum vitamin B12 = 19; high serum vitamin B12 = 61). Methylation percentages are presented as median (interquartile range) (in a,c,e,f) or individual as individual dots (in b,d). Significant differences between the two groups were assessed using the Welch’s two sample test for the (a,c) (* p < 0.05). Paired t-test was performed to compare means between tumor and adjacent tumor-free area for the (e,f) (* p < 0.05). Pearson correlation was used to determine association between LINE1 methylation and serum vitamin B12 in the (b,d). Abbreviations: LINE1: Long interspersed nuclear element-1; r: Correlation coefficient; CRC: Colorectal cancer.
Nutrients 12 03567 g001
Figure 2. LINE1 methylation in PBMCs and VAT and the 25th percentile of vitamin B12 in CRC patients. Methylation analyses of LINE1 in (a,b) peripheral blood mononuclear cells, (c,d) visceral adipose tissue, according to the 25th percentile of vitamin B12 (low serum vitamin B12 = 19; high serum vitamin B12 = 61). Methylation percentages are presented as median (IQR) (in a,c) or individual as individual dots (in b,d). Significant differences between the two groups were assessed using the Welch’s two sample test for (a,c) (* p < 0.05). Pearson correlation was used to determine the association between LINE1 methylation and serum vitamin B12 in (b,d) (* p < 0.05). Abbreviations: LINE1: Long interspersed nuclear element-1; PBMCs: peripheral blood mononuclear cells; VAT: Visceral adipose tissue; r: Correlation coefficient; CRC: Colorectal cancer.
Figure 2. LINE1 methylation in PBMCs and VAT and the 25th percentile of vitamin B12 in CRC patients. Methylation analyses of LINE1 in (a,b) peripheral blood mononuclear cells, (c,d) visceral adipose tissue, according to the 25th percentile of vitamin B12 (low serum vitamin B12 = 19; high serum vitamin B12 = 61). Methylation percentages are presented as median (IQR) (in a,c) or individual as individual dots (in b,d). Significant differences between the two groups were assessed using the Welch’s two sample test for (a,c) (* p < 0.05). Pearson correlation was used to determine the association between LINE1 methylation and serum vitamin B12 in (b,d) (* p < 0.05). Abbreviations: LINE1: Long interspersed nuclear element-1; PBMCs: peripheral blood mononuclear cells; VAT: Visceral adipose tissue; r: Correlation coefficient; CRC: Colorectal cancer.
Nutrients 12 03567 g002
Figure 3. Association between methylation of LINE1 and tumoral and inflammatory markers according to serum vitamin B12. Association between LINE1 methylation and tumoral and inflammatory markers according to serum vitamin B12 (according to the 25th percentile). The colors are assigned according to the correlation coefficient. Pearson’s correlation was performed to determine the correlation between methylation analyses. Data are expressed as a correlation coefficient. Colored squares without ×, indicate statistically significant between methylated genes and variables according to the Pearson’s correlation test (p < 0.05) and after Bonferroni correction (p < 0.025). Abbreviations: LINE1, Long interspersed nuclear element-1; CEA, carcinoembryonic antigen; CA 19.9, carbohydrate antigen 19.9; IGF1, insulin growth factor type 1; CRP, C reactive protein; PBMCs, peripheral blood mononuclear cell; VAT, visceral adipose tissue.
Figure 3. Association between methylation of LINE1 and tumoral and inflammatory markers according to serum vitamin B12. Association between LINE1 methylation and tumoral and inflammatory markers according to serum vitamin B12 (according to the 25th percentile). The colors are assigned according to the correlation coefficient. Pearson’s correlation was performed to determine the correlation between methylation analyses. Data are expressed as a correlation coefficient. Colored squares without ×, indicate statistically significant between methylated genes and variables according to the Pearson’s correlation test (p < 0.05) and after Bonferroni correction (p < 0.025). Abbreviations: LINE1, Long interspersed nuclear element-1; CEA, carcinoembryonic antigen; CA 19.9, carbohydrate antigen 19.9; IGF1, insulin growth factor type 1; CRP, C reactive protein; PBMCs, peripheral blood mononuclear cell; VAT, visceral adipose tissue.
Nutrients 12 03567 g003
Table 1. Baseline general characteristics of CRC patients according to their 25th percentile of vitamin B12.
Table 1. Baseline general characteristics of CRC patients according to their 25th percentile of vitamin B12.
VariablesLow Serum Vitamin B12High Serum Vitamin B12
n (%)19 (23.8)61 (76.2)
Age (years)68.21 ± 10.3367.38 ± 10.91
Sex (males/females)16/321/40 *
BMI (kg/m2)26.74 ± 3.0227.53 ± 4.36
Fasting glucose (mg/dL)134.63 ± 66.92121.68 ± 52.07
Fasting insulin (μUI/mL)4.95 ± 3.366.65 ± 5.36
HOMA-IR1.62 ± 1.482.10 ± 2.05
Triglycerides (mg/dL)167.95 ± 75.51158.73 ± 82.13
Total cholesterol (mg/dL)160.00 ± 24.30175.47 ± 44.65
HDL-c (mg/dL)37.36 ± 11.7842.49 ± 14.64
LDL-c (mg/dL)91.04 ± 25.12106.28 ± 35.30 *
CEA (mg/dL)5.88 ± 13.234.97 ± 8.17
CA 19.9 (U/mL)18.63 ± 21.3620.92 ± 30.96
IGF1 (ng/mL)97.66 ± 39.92137.56 ± 74.91 *
CRP (mg/L)6.03 ± 4.569.77 ± 12.99
Vitamin B12 (pg/mL)199.79 ± 49.14507.02 ± 337.83 **
Low and high vitamin B12 groups are divided under the 25th percentile of vitamin B12. Data are expressed as mean ± standard deviations or n (percentage). Asterisk indicates significant difference between low and high vitamin B12 groups, according to Welch’s two sample tests (* p < 0.05; ** p < 0.001). Chi squared test was used for variables expressed as percentage (* p < 0.05). Abbreviations: CRC: Colorectal cancer; BMI: Body mass index; HOMA-IR: Homeostasis model assessment of insulin resistance; HDL-c: High-density lipoprotein cholesterol; LDL-c: Low-density lipoprotein cholesterol; CEA: carcinoembryonic antigen. CA 19.9: carbohydrate antigen 19.9; IGF1: insulin growth factor type 1; CRP: C reactive protein.
Table 2. Correlation between anthropometric and biochemical parameters and LINE1 methylation according to serum vitamin B12 levels in CRC patients.
Table 2. Correlation between anthropometric and biochemical parameters and LINE1 methylation according to serum vitamin B12 levels in CRC patients.
LINE1 MethylationAgeBMIGlucoseInsulinHOMA-IRTGTCLDL-cHDL-c
Low vitamin B12 group
PBMCs0.13−0.07−0.19−0.41−0.530.100.360.16-0.26
VAT0.49−0.10−0.200.310.22−0.32−0.49−0.090.18
Tumor area−0.03−0.24−0.01−0.04−0.06−0.04−0.270.26−0.02
High vitamin B12 group
PBMCs−0.090.030.040.100.10−0.12−0.21−0.160.16
VAT<0.01−0.27−0.22−0.32−0.310.02−0.02−0.030.12
Tumor area−0.020.15−0.160.250.190.260.080.140.17
Low and high vitamin B12 groups are divided by their 25th percentile of vitamin B12. Data are expressed as correlation coefficient. Bold font indicates significant correlation according to the Pearson correlation test (p < 0.05). No correlation remained significant thereafter. Abbreviations: CRC, Colorectal cancer; PBMCs, Peripheral blood mononuclear cells; VAT, Visceral adipose tissue; LINE1, Long interspersed nuclear element-1; BMI, Body mass index; HOMA-IR, Homeostasis model assessment of insulin resistance; HDL-c, High density lipoprotein-cholesterol; LDL-c, low density lipoprotein-cholesterol; TC, total cholesterol; TG, triglycerides.
Table 3. Multivariable lineal regression analysis with LINE1 methylation as dependent variables in CRC patients.
Table 3. Multivariable lineal regression analysis with LINE1 methylation as dependent variables in CRC patients.
VariablesBoth SexesMen Only
Low Vitamin B12
β (SE)
High Vitamin B12
β (SE)
Low Vitamin B12
β (SE)
High Vitamin B12
β (SE)
LINE1 methylation: PBMCsr2 = 0.32; p = 0.07r2 = −0.10; p = 0.99r2 = 0.38; p = 0.17r2 = −0.30; p = 0.51
Age0.09 (0.04)−0.00 (0.03)0.22 (0.04)−0.08 (0.05)
Sex−3.48 (1.16) *−0.11 (0.71)NANA
BMI0.05 (0.15)0.00 (0.08)0.00 (0.13)0.11 (0.18)
Neoadjuvant therapy−0.07 (1.01)−0.16 (0.78)0.13 (0.86)−0.15 (1.67)
LINE1 methylation: tumor arear2 = 0.51; p = 0.03 *r2 = 0.18; p = 0.01 *r2 = 0.64; p = 0.03 *r2 = 0.32; p = 0.46
Age0.05 (0.10)0.03 (0.07)0.07 (0.12)0.12 (0.16)
Sex2.63 (2.80)−0.57 (1.65)NANA
BMI−0.85 (0.39)0.16 (0.18)−0.88 (0.43)−1.53 (1.61)
Neoadjuvant therapy7.80 (1.99) *5.99 (1.87) *7.87 (2.12) *8.92 (5.91)
Lineal regression analysis with LINE1 methylation in PBMCs, VAT and tumor area as dependent variable and neoadjuvant therapy as independent variables and corrected for age, sex and BMI. Low and high vitamin B12 groups are divided under the 25th percentile of vitamin B12. Data are expressed as β (SE)of methylation (%). Asterisk indicates significant difference between low and high vitamin B12 groups, according to the linear regression analysis (* p < 0.05). Abbreviations: CRC, Colorectal cancer; PBMCs, peripheral blood mononuclear cell; LINE1, Long interspersed nuclear element-1; SE, Standard error; BMI, body mass index; r2: coefficient of determination; NA, not applicable.
Table 4. Factors associated with vitamin B12 variation in CRC patients.
Table 4. Factors associated with vitamin B12 variation in CRC patients.
VariablesBoth SexesMen Only
OR (CI 95%)
r2 = 0.22
OR (CI 95%)
r2 = 0.35
Age1.01 (0.94–1.07)0.98 (0.91–1.06)
Sex2.15 (0.51–11.91)NA
Tumor LINE1 methylation0.82 * (0.70–0.95) *0.74 (0.57–0.90) *
CEA0.96 (0.91–1.03)0.90 (0.77–1.00)
Vitamin B12 was used as dependent variable (the value below the 25th percentile of vitamin B12 (0) vs. value above the 25th percentile of vitamin B12 (1)). Data are expressed as OR (CI 95%). Asterisk (*) indicates significant value according to the logistic regression analysis. Abbreviations: CRC, Colorectal cancer; OR, odds ratio; CI, confidence interval; CEA, carcinoembryonic antigen; LINE1, Long interspersed nuclear element-1; NA, not applicable.
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Share and Cite

MDPI and ACS Style

Boughanem, H.; Hernandez-Alonso, P.; Tinahones, A.; Babio, N.; Salas-Salvadó, J.; Tinahones, F.J.; Macias-Gonzalez, M. Association between Serum Vitamin B12 and Global DNA Methylation in Colorectal Cancer Patients. Nutrients 2020, 12, 3567. https://0-doi-org.brum.beds.ac.uk/10.3390/nu12113567

AMA Style

Boughanem H, Hernandez-Alonso P, Tinahones A, Babio N, Salas-Salvadó J, Tinahones FJ, Macias-Gonzalez M. Association between Serum Vitamin B12 and Global DNA Methylation in Colorectal Cancer Patients. Nutrients. 2020; 12(11):3567. https://0-doi-org.brum.beds.ac.uk/10.3390/nu12113567

Chicago/Turabian Style

Boughanem, Hatim, Pablo Hernandez-Alonso, Alberto Tinahones, Nancy Babio, Jordi Salas-Salvadó, Francisco J. Tinahones, and Manuel Macias-Gonzalez. 2020. "Association between Serum Vitamin B12 and Global DNA Methylation in Colorectal Cancer Patients" Nutrients 12, no. 11: 3567. https://0-doi-org.brum.beds.ac.uk/10.3390/nu12113567

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop