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Eurasian Journal of
            Medicine and Oncology                                                Vitamin D and HNC: Causal association



            the within-family GWAS consortium, which includes   IVW approach was applied in the MVMR analysis for
            99,996 and 83,626 participants, respectively.  The GWAS   causal effect estimation.
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            datasets analyzed in this study exclusively encompassed   In this study, statistical analyses were performed using
            participants of European ancestry.                 the  “TwoSampleMR”  and “MRPRESSO”  packages  in  R
            2.3. IV selection                                  4.3.2, with p < 0.05 indicating statistical significance.
            To ensure the accuracy and reliability of the MR analysis,   3. Results
            this study employed a stringent screening process to select
            suitable IVs. First, SNPs exhibiting strong associations   3.1. Genetic instruments
            with exposure factors (p < 5 × 10 ) were extracted from   This study involved screening of eight SNPs as IVs to
                                       -8
            the pooled GWAS data. To avoid potential bias that   investigate the potential causality of Vitamin D for
            may  result  from  linkage  disequilibrium,  r   <  0.01  and   HNC (Table  1). Among them, two SNPs (rs11940196
                                                2
            kb = 10000 were set. Second, the screened SNPs were   and rs10745742) were missing in the genetic association
            further examined in the Phenoscanner database to rule   database for HNC. In addition, one SNP (rs8018720) was
            out known confounders linked with the IVs. Finally, the   excluded due to the presence of palindromic sequences.
            efficacy of the IVs was evaluated using the F-statistic,   In addition, the F-statistic of all SNPs included in the MR
            and only SNPs with F > 10 were retained to address the   analysis was >10, showing a low risk of weak IV bias.
            problem of weak IVs.  Simultaneously, palindromic
                                25
            SNPs with moderate allele frequencies were eliminated   3.2. Two-sample MR analysis
            to enhance robustness.                             The IVW method, used as the main analytical approach,
            2.4. MR analysis                                   suggested a possible causal relationship between Vitamin D
                                                               levels and HNC risk, indicating that higher Vitamin D levels
            The primary methodology employed was the inverse   may decrease the HNC risk (odds ratio [OR] = 0.9958, 95%
            variance weighted  (IVW) approach to assess the    confidence interval [CI] = 0.9934 – 0.9983, p = 0.0007). The
            possible causality of Vitamin D for HNC risk. The IVW   results from the weighted median analysis further support
            method is based on the premise that all IVs are valid and   the conclusion that Vitamin D lowers the HNC risk.
            estimates the causal effect by calculating the Wald ratio   Although the MR-Egger, weighted mode, and simple model
            for each SNP and combining these values. This method   analyses did not yield significant results, the direction of
            provides the advantage of a more stable estimation   their results was consistent with that of the IVW analysis.
            of causality.  In addition, to evaluate the robustness   The results are displayed in Figures 2-4.
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            of our findings, MR-Egger, weighted median, simple
            mode, and weighted mode were used as supplementary   Cochran’s Q test was utilized to evaluate heterogeneity,
            analytical methods.                                revealing the lack of notable heterogeneity in both
                                                               MR-Egger (Cochran  Q = 4.5369,  p = 0.6044)  and IVW
              To ensure the reliability of the MR analysis, several   (Cochran Q = 6.0413, p = 0.5349) analyses. The MR-Egger
            sensitivity analyses were performed. Cochran’s Q test   intercept  indicated  the  lack  of  significant  evidence  of
            was performed to evaluate the heterogeneity of the IVs.   horizontal pleiotropy (Egger intercept = −0.00012,
            In addition, the MR-Egger intercept method assesses   p = 0.2659), and the MR-PRESSO analysis did not detect
            horizontal pleiotropy, ascertaining its presence or absence   any substantial outliers (p = 0.6050). In addition, the leave-
            through the calculated intercept term.  The MR pleiotropy   one-out  analysis,  which  involved  sequentially  excluding
                                          27
            residual sum  and  outlier  (MR-PRESSO)  analysis  was   each SNP  to evaluate the effect of the remaining SNPs,
            employed to identify and rectify outliers in the MR   revealed that no single SNP significantly influence the
            analysis caused by pleiotropy.  Moreover, the leave-one-  overall results (Figure 5).
                                    28
            out analysis was employed to assess whether individual SN
            Ps biased the total causal effect. 29              3.3. Multivariate MR analysis
              To account for the possible effect of ever-smoking and   After adjustment for ever-smoking alone, a significant
            alcohol consumption on results and improve the precision   negative association between Vitamin D levels and HNC
            of  the causal effect,  this study  incorporated  these  two   risk was observed (OR = 0.9959, 95% CI = 0.9937 – 0.9982,
            variables into the MVMR analysis, as they are recognized   p = 0.0004). Similarly, this causality was confirmed when
            risk factors for HNC. This strategy aimed to minimize the   only alcohol consumption was considered (OR = 0. 9952,
            potential effect of lifestyle factors on causality estimation,   95% CI = 0.9926 – 0.9979, p = 0.0004). When both ever-
            thereby enabling a more accurate evaluation of the direct   smoking  and  alcohol  consumption  were  considered
            causal relationship between Vitamin D and HNC. The   (OR  =  0.9956,  95% CI =  0.9933  – 0.9979,  p =  0.0002),


            Volume 9 Issue 2 (2025)                        192                              doi: 10.36922/ejmo.7099
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