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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2025.1750040</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Vitamin D supplementation and selected metabolic parameters in patients with type 2 diabetes and obesity: a prospective observational study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Hoffmann</surname><given-names>Karolina</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<contrib contrib-type="author">
<name><surname>Bryl</surname><given-names>Wies&#x142;aw</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Bhongade</surname><given-names>Bhoomendra</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Avagimyan</surname><given-names>Ashot</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>El-Tanani</surname><given-names>Mohammed</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Rabbani</surname><given-names>Syed Arman</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name><surname>Talath</surname><given-names>Sirajunisa</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author">
<name><surname>Rangraze</surname><given-names>Imran Rashid</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
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<contrib contrib-type="author">
<name><surname>Wali</surname><given-names>Adil Farooq</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
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<contrib contrib-type="author">
<name><surname>Ibraheem</surname><given-names>Walaa</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3283592/overview"/>
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<contrib contrib-type="author">
<name><surname>Satyam</surname><given-names>Shakta Mani</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author">
<name><surname>Ispas</surname><given-names>Sorina</given-names></name>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
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<name><surname>Ilias</surname><given-names>Ioannis</given-names></name>
<xref ref-type="aff" rid="aff9"><sup>9</sup></xref>
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<name><surname>Maggio</surname><given-names>Viviana</given-names></name>
<xref ref-type="aff" rid="aff10"><sup>10</sup></xref>
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<name><surname>Rizzo</surname><given-names>Manfredi</given-names></name>
<xref ref-type="aff" rid="aff10"><sup>10</sup></xref>
<xref ref-type="aff" rid="aff11"><sup>11</sup></xref>
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<name><surname>Paczkowska</surname><given-names>Anna</given-names></name>
<xref ref-type="aff" rid="aff12"><sup>12</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department and Clinic of Internal Diseases and Metabolic Disorders, Poznan University of Medical Sciences</institution>, <city>Pozna&#x144;</city>,&#xa0;<country country="pl">Poland</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Pharmaceutical Chemistry, Ras Al Khaimah Medical and Health Sciences University</institution>, <city>Ras Al Khaimah</city>,&#xa0;<country country="ae">United Arab Emirates</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Internal Diseases Propedeutics, Yerevan State Medical University after M. Heratsi</institution>, <city>Yerevan</city>,&#xa0;<country country="am">Armenia</country></aff>
<aff id="aff4"><label>4</label><institution>Department of Clinical Pharmacy and Pharmacology, RAK College of Pharmacy, RAK Medical and Health Sciences University</institution>, <city>Ras Al Khaimah</city>,&#xa0;<country country="ae">United Arab Emirates</country></aff>
<aff id="aff5"><label>5</label><institution>Department of Pharmacology, RAK College of Medical Sciences, RAK Medical and Health Sciences University</institution>, <city>Ras Al Khaimah</city>,&#xa0;<country country="ae">United Arab Emirates</country></aff>
<aff id="aff6"><label>6</label><institution>Department of Internal Medicine, RAK College of Medicine, RAK Medical and Health Sciences University</institution>, <city>Ras Al Khaimah</city>,&#xa0;<country country="ae">United Arab Emirates</country></aff>
<aff id="aff7"><label>7</label><institution>RAK College of Pharmacy, RAK Medical and Health Sciences University</institution>, <city>Ras Al Khaimah</city>,&#xa0;<country country="ae">United Arab Emirates</country></aff>
<aff id="aff8"><label>8</label><institution>Department of Anatomy, Faculty of Medicine, Ovidius University</institution>, <city>Constanta</city>,&#xa0;<country country="ro">Romania</country></aff>
<aff id="aff9"><label>9</label><institution>Department of Endocrinology, Hippokration Hospital</institution>, <city>Athens</city>,&#xa0;<country country="gr">Greece</country></aff>
<aff id="aff10"><label>10</label><institution>School of Medicine, Promise Department, University of Palermo</institution>, <city>Palermo</city>,&#xa0;<country country="it">Italy</country></aff>
<aff id="aff11"><label>11</label><institution>Ras Al Khaimah Medical and Health Sciences University</institution>, <city>Ras Al Khaimah</city>,&#xa0;<country country="ae">United Arab Emirates</country></aff>
<aff id="aff12"><label>12</label><institution>Department of Pharmacoeconomics and Social Pharmacy, Poznan University of Medical Sciences</institution>, <city>Pozna&#x144;</city>,&#xa0;<country country="pl">Poland</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Karolina Hoffmann, <email xlink:href="mailto:karolinahoffmann@ump.edu.pl">karolinahoffmann@ump.edu.pl</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-14">
<day>14</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1750040</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>14</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Hoffmann, Bryl, Bhongade, Avagimyan, El-Tanani, Rabbani, Talath, Rangraze, Wali, Ibraheem, Satyam, Ispas, Ilias, Maggio, Rizzo and Paczkowska.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Hoffmann, Bryl, Bhongade, Avagimyan, El-Tanani, Rabbani, Talath, Rangraze, Wali, Ibraheem, Satyam, Ispas, Ilias, Maggio, Rizzo and Paczkowska</copyright-holder>
<license>
<ali:license_ref start_date="2026-01-14">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Vitamin D deficiency has been implicated in metabolic dysregulation, including insulin resistance and inflammation, commonly observed in patients with type 2 diabetes mellitus (T2DM) and obesity. Evidence on the metabolic impact of vitamin D supplementation in this population remains inconsistent.</p>
</sec>
<sec>
<title>Objective</title>
<p>To evaluate the effects of high-dose vitamin D3 supplementation on anthropometric and selected metabolic parameters in ambulatory obese patients with T2DM treated with metformin monotherapy.</p>
</sec>
<sec>
<title>Methods</title>
<p>This 12-week prospective cohort study included 200 patients with T2DM, allocated to a supplementation group (n = 100; vitamin D3 - 4,000 IU/day) or a control group (n = 100; no supplementation). Primary outcome was change in serum 25-hydroxyvitamin D [25(OH)D] concentration. Secondary outcomes included fasting serum glucose (FSG), glycated hemoglobin (HbA1c), blood pressure (BP), serum calcium, and body mass index (BMI). Predictors of failure to achieve target HbA1c &#x2264; 6.5% were identified using logistic regression.</p>
</sec>
<sec>
<title>Results</title>
<p>After 12 weeks, serum 25(OH)D significantly increased in the supplementation group compared with controls (&#x394; +23.7 vs +1.3 ng/mL; p &lt; 0.001). FSG and HbA1c decreased significantly in the intervention group (&#x394; &#x2013;0.4 mmol/L, p = 0.02; &#x394; &#x2013;0.6%, p = 0.01, respectively), while no significant changes were observed in systolic or diastolic BP, serum calcium, or BMI. Logistic regression identified higher baseline FSG (OR 1.34, 95% CI 1.12&#x2013;1.61), longer diabetes duration (OR 1.28, 95% CI 1.07&#x2013;1.54), and higher BMI (OR 1.21, 95% CI 1.01&#x2013;1.47) as independent predictors of suboptimal glycemic response.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>High-dose vitamin D3 supplementation significantly improved vitamin D status and was associated with modest improvements in glycemic control in obese patients with T2DM, without affecting blood pressure, calcium, or body weight. These findings support vitamin D repletion as a potential adjunctive strategy in diabetes management, while not allowing causal inference, and warrant further confirmation in randomized controlled trials with longer follow-up.</p>
</sec>
</abstract>
<kwd-group>
<kwd>glycemic control</kwd>
<kwd>metabolic parameters</kwd>
<kwd>obesity</kwd>
<kwd>type 2 diabetes</kwd>
<kwd>vitamin D deficiency</kwd>
<kwd>vitamin D supplementation</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="2"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="48"/>
<page-count count="9"/>
<word-count count="3860"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Clinical Diabetes</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Since the 1990s, observational studies have consistently shown that serum 25-hydroxyvitamin D [25(OH)D] concentrations are inversely associated with type 2 diabetes mellitus (T2DM) and features of the metabolic syndrome (MS), although the causal relationship remains uncertain, as later highlighted in several meta-analyses (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B3">3</xref>). Important findings come from &#x2018;The vitamin D and type 2 diabetes study (D2d)&#x201d;, which was a randomized clinical trial (RCT) of overweight/obese participants in a prediabetes state, randomized to vitamin D<sub>3&#x2013;</sub>4000 IU daily vs. placebo and followed for 2.5 years for the primary outcome of T2DM. This study revealed that an intra-trial mean serum 25 (OH) D level &#x2265; 40 ng/mL was associated with significantly reduced risk of T2DM, but only among participants with body mass index (BMI) &lt; 40 kg/m<sup>2</sup>. The researchers suggested that targeting a serum 25 (OH) D level &#x2265; 40 ng/mL would be one of the T2DM prevention strategy in a prediabetic population with body mass excess (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>Vitamin D deficiency exacerbates metabolic dysfunction through mechanisms involving insulin resistance (IR), inflammation, and dyslipidemia (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>). Vitamin D is crucial for the regulation of insulin secretion in response to glucose and the modulation of hepatic glucose and triglyceride (TG) synthesis. It also contributes to reducing inflammation associated with IR, thereby lowering the risk of developing T2DM and cardiovascular disease (<xref ref-type="bibr" rid="B8">8</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>). Moreover, vitamin D modulates intracellular calcium levels in pancreatic &#x3b2;-cells and hepatocytes, improving insulin sensitivity (<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>Deficiency of vitamin D exhibits pro-inflammatory activity and influences signaling pathways such as the receptor for advanced glycation end products (RAGE), promoting the development of both type 1 diabetes mellitus (T1DM) and T2DM (<xref ref-type="bibr" rid="B13">13</xref>). The discovery of 1,25(OH)<sub>2</sub>D<sub>3</sub> and 1-&#x3b1;-hydroxylase expression in pancreatic &#x3b2;-cells further supports vitamin D&#x2019;s role in glucose homeostasis (<xref ref-type="bibr" rid="B13">13</xref>). Vitamin D deficiency has also been linked to elevated inflammatory markers, including interleukin-6 (IL-6), tumor necrosis factor-&#x3b1; (TNF-&#x3b1;), and high-sensitivity C-reactive protein (hs-CRP), which contribute to T2DM pathogenesis. Vitamin D supplementation (VDS) has been shown to downregulate RAGE expression (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Previous studies have highlighted the difficulty of correcting vitamin D deficiency in obese individuals, who often exhibit reduced serum 25(OH)D concentrations as a result of adipose tissue sequestration, volumetric dilution, and decreased bioavailability (<xref ref-type="bibr" rid="B14">14</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>). Pharmacokinetic evidence suggests that individuals with obesity require higher doses of vitamin D to achieve sufficient serum concentrations (<xref ref-type="bibr" rid="B17">17</xref>). Findings from RCTs and meta-analyses regarding changes in fasting serum glucose (FSG), glycated hemoglobin (HbA1c), body weight, insulin resistance (IR), and lipid profiles following VDS remain inconsistent (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B18">18</xref>&#x2013;<xref ref-type="bibr" rid="B22">22</xref>). Chen et&#xa0;al. observed that young adults with vitamin D deficiency had a significantly higher risk of developing atherogenic dyslipidemia, indicating a potential role of vitamin D in the treatment of dyslipidemia (<xref ref-type="bibr" rid="B21">21</xref>). Similarly, it was highlighted that patients treated with statins who had low serum vitamin D levels had a higher risk of muscle pain (<xref ref-type="bibr" rid="B22">22</xref>).</p>
<p>Regarding oncological outcomes, meta-analyses of prospective cohort studies examining non-skeletal effects have demonstrated a significantly reduced risk of colorectal cancer among individuals with higher 25(OH)D concentrations, although this association has not been observed for most other malignancies (<xref ref-type="bibr" rid="B23">23</xref>). In an umbrella review, Liu et&#xa0;al. reported an association between vitamin D supplementation and lower all-cause mortality, but not with reduced risk of T2DM, Alzheimer&#x2019;s disease, arterial hypertension, or schizophrenia (<xref ref-type="bibr" rid="B24">24</xref>).</p>
<p>Lifestyle interventions&#x2014;particularly dietary counseling and structured physical activity&#x2014;remain the cornerstone of T2DM and obesity management. Both approaches independently improve anthropometric, glycemic, and lipid outcomes (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). One RCT in obese menopausal women reported that vitamin D<sub>3</sub> supplementation enhanced the effects of supervised aquatic aerobic training on physical fitness indices compared with training alone, suggesting a potential synergistic effect on functional outcomes (<xref ref-type="bibr" rid="B27">27</xref>). However, whether VDS exerts additive or synergistic effects when combined with lifestyle measures remains uncertain.</p>
<p>The aim of this study was to evaluate the association between VDS and changes in anthropometric and selected metabolic parameters in ambulatory obese patients with T2DM.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study design and population</title>
<p>This 12-week prospective cohort study was conducted in Poland during the autumn&#x2013;winter season (October 1, 2024 to March 31, 2025). Participants were recruited consecutively from a single outpatient metabolic clinic; all eligible patients attending routine follow-up visits during the recruitment period were screened and invited to participate, ensuring a non-selective recruitment process.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Attrition and follow-up</title>
<p>No participants were lost to follow-up. All 200 enrolled patients completed baseline and 12-week assessments and were included in the final analyses.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Seasonal control</title>
<p>Seasonal variability in endogenous vitamin D synthesis was minimized by conducting the entire study within a single autumn&#x2013;winter period, when cutaneous vitamin D production is minimal at the study latitude.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Adherence assessment</title>
<p>Adherence to vitamin D supplementation was assessed using pill counts and self-reports. In addition, adherence was indirectly supported by the marked and consistent increase in serum 25(OH)D concentrations observed in the supplementation group.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Missing data</title>
<p>No missing data were observed for primary or secondary endpoints; therefore, no imputation procedures were required and all analyses were performed on complete cases.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Protocol and registration</title>
<p>The study protocol was predefined and approved by the institutional bioethics committee (see: 2.7 Ethical Approval). However, the study was not prospectively registered in a public registry, reflecting its observational design. This is acknowledged as a limitation.</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Ethical approval</title>
<p>The decision to include a patient in the study was made by the attending physician. All recruited participants were fully informed about the study&#x2019;s aims and conditions and provided written informed consent to participate. The study protocol was approved by the Bioethics Committee of the Poznan University of Medical Sciences (approval no. KB-664/23, September 13, 2023).</p>
</sec>
<sec id="s2_8">
<label>2.8</label>
<title>Inclusion criteria</title>
<p>Participants were eligible if they met the following criteria:</p>
<list list-type="order">
<list-item>
<p>Age 18&#x2013;64 years (young adulthood 18&#x2013;39 years and middle adulthood 40&#x2013;64 years)</p></list-item>
<list-item>
<p>Diagnosis of T2DM for at least 6 months according to the Polish Diabetes Association guidelines (<xref ref-type="bibr" rid="B28">28</xref>).</p></list-item>
<list-item>
<p>Baseline HbA1c between 6.5% and 7.5%.</p></list-item>
<list-item>
<p>Stable metformin monotherapy (1,500&#x2013;2,000 mg/day) for at least 3 months before enrollment.</p></list-item>
<list-item>
<p>Serum calcium within the normal laboratory range.</p></list-item>
</list>
</sec>
<sec id="s2_9">
<label>2.9</label>
<title>Exclusion criteria</title>
<p>Patients were excluded for any of the following:</p>
<list list-type="order">
<list-item>
<p>Current or recent (&lt;6 months) use of vitamin D or calcium supplements.</p></list-item>
<list-item>
<p>Use of other antidiabetic agents (e.g., insulin, sulfonylureas, DPP-4 inhibitors, SGLT2 inhibitors, GLP-1 receptor agonists).</p></list-item>
<list-item>
<p>Advanced diabetic complications (e.g., nephropathy stage &#x2265;3, proliferative retinopathy, or severe neuropathy).</p></list-item>
<list-item>
<p>History of hypercalcemia, nephrolithiasis, or parathyroid disorders.</p></list-item>
<list-item>
<p>Severe hepatic or renal impairment (eGFR &lt;45 mL/min/1.73 m&#xb2;).</p></list-item>
<list-item>
<p>Participation in another research study within the past 6 months.</p></list-item>
<list-item>
<p>Pregnancy or lactation.</p></list-item>
<list-item>
<p>Active malignancy or chemotherapy within 6 months.</p></list-item>
<list-item>
<p>Chronic liver disease (Child-Pugh class B or C) use of medications affecting vitamin D metabolism (anticonvulsants, glucocorticoids)</p></list-item>
</list>
</sec>
<sec id="s2_10">
<label>2.10</label>
<title>Intervention</title>
<p>Participants in the supplementation group received oral vitamin D<sub>3</sub> - 4,000 IU daily for 12 weeks. The control group received no supplementation. Both cohorts continued stable metformin monotherapy throughout the study to ensure treatment uniformity. Adherence was verified by pill counts and self-reports.</p>
</sec>
<sec id="s2_11">
<label>2.11</label>
<title>Clinical endpoints</title>
<p>Primary endpoint:</p>
<p>&#x2022; Change in serum 25(OH)D levels after 12 weeks.</p>
<p>Secondary endpoints:</p>
<list list-type="bullet">
<list-item>
<p>Changes in FSG, HbA1c, systolic and diastolic blood pressure (SBP, DBP), serum calcium, and BMI.</p></list-item>
<list-item>
<p>Identification of predictors of failure to achieve HbA1c &#x2264;6.5% (&#x2264;48 mmol/mol) after 12 weeks.</p></list-item>
</list>
</sec>
<sec id="s2_12">
<label>2.12</label>
<title>Measurements</title>
<p>Fasting blood samples were collected at baseline and after 12 weeks.</p>
<p>Laboratory Methods: All laboratory analyses were performed at the hospital&#x2019;s certified clinical laboratory using standardized protocols.</p>
<p>Biochemical Measurements (<xref ref-type="bibr" rid="B29">29</xref>&#x2013;<xref ref-type="bibr" rid="B31">31</xref>):</p>
<list list-type="bullet">
<list-item>
<p>25-hydroxyvitamin D: Electrochemiluminescence immunoassay (Roche Cobas, Basel, Switzerland)</p></list-item>
<list-item>
<p>Glucose: Hexokinase method (Roche Cobas)</p></list-item>
<list-item>
<p>HbA1c: High-performance liquid chromatography (Bio-Rad Variant II, Hercules, CA)</p></list-item>
</list>
<p>Quality Control: Internal quality control samples were analyzed with each batch. External quality assurance was maintained through participation in national proficiency testing programs.</p>
<p>BP was measured in the seated position with an automated sphygmomanometer (average of three readings). BMI was calculated from measured weight and height.</p>
</sec>
<sec id="s2_13">
<label>2.13</label>
<title>Statistical analysis</title>
<p>Continuous variables are expressed as mean &#xb1; standard deviation (SD). Baseline group comparisons were performed with independent Student&#x2019;s t-tests or chi-square tests for categorical variables. Within-group changes were analyzed using paired t-tests, and between-group differences in mean change (&#x394;) were compared with independent t-tests.</p>
<p>Multiple logistic regression identified predictors of failure to achieve HbA1c &#x2264;6.5% at 12 weeks. Covariates included age (per 10 years), gender, FSG (per 2 mmol/L), BMI (per 5 kg/m&#xb2;), and duration of T2DM (per 6 months). Results are presented as odds ratios (OR) with 95% confidence intervals (CI).</p>
<p>A two-sided p-value &lt;0.05 was considered statistically significant. Analyses were performed using SPSS version 27.0 (IBM Corp., Armonk, NY, USA).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Baseline characteristics</title>
<p>The study cohort included 200 patients with T2DM (51% men, 49% women) with a mean age of 58.6 &#xb1; 7.35 years and a mean BMI of 30.1 &#xb1; 3.5 kg/m&#xb2;. In the entire study cohort, the mean duration of T2DM was 1.4 &#xb1; 0.6 years, the mean HbA1c level was 6.8 &#xb1; 0.9%, and the mean FSG level was 5.8 &#xb1; 0.2 mmol/l. At baseline, mean serum 25(OH)D concentrations in both groups (~21&#x2013;22 ng/mL) corresponded to vitamin D deficiency/insufficiency according to established clinical thresholds. The baseline clinical characteristics of the study participants and controls are presented in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>. No significant differences were observed between groups at baseline with respect to age, sex distribution, diabetes duration, serum 25(OH)D, FSG, HbA1c, BP, serum calcium, or BMI (all p &gt; 0.5). (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Baseline clinical characteristics of study and control participants.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Parameter</th>
<th valign="middle" align="left">Study group (n=100)</th>
<th valign="middle" align="left">Control group (n=100)</th>
<th valign="middle" align="left">p-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Age (years)</td>
<td valign="middle" align="left">58.4 &#xb1; 7.2</td>
<td valign="middle" align="left">58.9 &#xb1; 7.5</td>
<td valign="middle" align="left">0.68</td>
</tr>
<tr>
<td valign="middle" align="left">Sex (male/female)</td>
<td valign="middle" align="left">52/48</td>
<td valign="middle" align="left">50/50</td>
<td valign="middle" align="left">0.77</td>
</tr>
<tr>
<td valign="middle" align="left">Duration of T2DM (years)</td>
<td valign="middle" align="left">1.5 &#xb1; 0.6</td>
<td valign="middle" align="left">1.3 &#xb1; 0.7</td>
<td valign="middle" align="left">0.72</td>
</tr>
<tr>
<td valign="middle" align="left">Serum 25(OH)D (ng/ml)</td>
<td valign="middle" align="left">21.5 &#xb1; 6.8</td>
<td valign="middle" align="left">22.1 &#xb1; 7.0</td>
<td valign="middle" align="left">0.54</td>
</tr>
<tr>
<td valign="middle" align="left">Fasting serum glucose (mmol/L)</td>
<td valign="middle" align="left">5.8 &#xb1; 0.2</td>
<td valign="middle" align="left">5.7 &#xb1; 0.2</td>
<td valign="middle" align="left">0.81</td>
</tr>
<tr>
<td valign="middle" align="left">HbA1c (%)</td>
<td valign="middle" align="left">6.9 &#xb1; 1.0</td>
<td valign="middle" align="left">6.7 &#xb1; 0.8</td>
<td valign="middle" align="left">0.65</td>
</tr>
<tr>
<td valign="middle" align="left">SBP (mmHg)</td>
<td valign="middle" align="left">136.4 &#xb1; 12.1</td>
<td valign="middle" align="left">135.9 &#xb1; 12.4</td>
<td valign="middle" align="left">0.74</td>
</tr>
<tr>
<td valign="middle" align="left">DBP (mmHg)</td>
<td valign="middle" align="left">84.7 &#xb1; 7.9</td>
<td valign="middle" align="left">84.9 &#xb1; 8.1</td>
<td valign="middle" align="left">0.83</td>
</tr>
<tr>
<td valign="middle" align="left">Serum calcium (mg/dL)</td>
<td valign="middle" align="left">9.1 &#xb1; 0.4</td>
<td valign="middle" align="left">9.2 &#xb1; 0.4</td>
<td valign="middle" align="left">0.41</td>
</tr>
<tr>
<td valign="middle" align="left">BMI (kg/m&#xb2;)</td>
<td valign="middle" align="left">30.2 &#xb1; 3.5</td>
<td valign="middle" align="left">30.1 &#xb1; 3.6</td>
<td valign="middle" align="left">0.82</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Changes in selected metabolic parameters after 12 weeks of vitamin D3 supplementation in patients with T2DM</title>
<p>After 12 weeks, the supplementation group achieved a mean serum 25(OH)D concentration of approximately 45 ng/mL, corresponding to vitamin D sufficiency, whereas the control group remained within the deficient/insufficient range. Significant improvements were also observed in FSG and HbA1c, with mean reductions of &#x2013;0.4 mmol/L and &#x2013;0.6%, respectively, in the supplementation group. Changes in SBP and DBP, serum calcium, and BMI were not statistically significant (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>; <xref ref-type="fig" rid="f1"><bold>Figures&#xa0;1</bold></xref>, <xref ref-type="fig" rid="f2"><bold>2</bold></xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Changes in selected metabolic parameters after 12 weeks of vitamin D3 supplementation in patients with T2DM.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Parameter</th>
<th valign="middle" align="left">Study group &#x2013; baseline</th>
<th valign="middle" align="left">Study group &#x2013; follow-up</th>
<th valign="middle" align="left">&#x394; (change)</th>
<th valign="middle" align="left">Control group &#x2013; baseline</th>
<th valign="middle" align="left">Control group &#x2013; follow-up</th>
<th valign="middle" align="left">&#x394; (change)</th>
<th valign="middle" align="left">p-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Serum 25(OH)D (ng/mL)</td>
<td valign="middle" align="left">21.5 &#xb1; 6.8</td>
<td valign="middle" align="left">45.2 &#xb1; 9.1</td>
<td valign="middle" align="left">+23.7</td>
<td valign="middle" align="left">22.1 &#xb1; 7.0</td>
<td valign="middle" align="left">23.4 &#xb1; 7.5</td>
<td valign="middle" align="left">+1.3</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">FSG (mmol/L)</td>
<td valign="middle" align="left">5.8 &#xb1; 0.2</td>
<td valign="middle" align="left">5.4 &#xb1; 0.2</td>
<td valign="middle" align="left">&#x2013;0.4</td>
<td valign="middle" align="left">5.7 &#xb1; 0.2</td>
<td valign="middle" align="left">5.6 &#xb1; 0.2</td>
<td valign="middle" align="left">&#x2013;0.1</td>
<td valign="middle" align="left">0.02</td>
</tr>
<tr>
<td valign="middle" align="left">HbA1c (%)</td>
<td valign="middle" align="left">6.9 &#xb1; 1.0</td>
<td valign="middle" align="left">6.3 &#xb1; 0.8</td>
<td valign="middle" align="left">&#x2013;0.6</td>
<td valign="middle" align="left">6.7 &#xb1; 0.8</td>
<td valign="middle" align="left">6.6 &#xb1; 0.9</td>
<td valign="middle" align="left">&#x2013;0.1</td>
<td valign="middle" align="left">0.01</td>
</tr>
<tr>
<td valign="middle" align="left">SBP (mmHg)</td>
<td valign="middle" align="left">136.4 &#xb1; 12.1</td>
<td valign="middle" align="left">132.1 &#xb1; 11.5</td>
<td valign="middle" align="left">&#x2013;4.3</td>
<td valign="middle" align="left">135.9 &#xb1; 12.4</td>
<td valign="middle" align="left">135.5 &#xb1; 12.6</td>
<td valign="middle" align="left">-0.4</td>
<td valign="middle" align="left">0.06</td>
</tr>
<tr>
<td valign="middle" align="left">DBP (mmHg)</td>
<td valign="middle" align="left">84.7 &#xb1; 7.9</td>
<td valign="middle" align="left">82.3 &#xb1; 7.5</td>
<td valign="middle" align="left">&#x2013;2.4</td>
<td valign="middle" align="left">84.9 &#xb1; 8.1</td>
<td valign="middle" align="left">84.4 &#xb1; 7.9</td>
<td valign="middle" align="left">-0.5</td>
<td valign="middle" align="left">0.07</td>
</tr>
<tr>
<td valign="middle" align="left">Serum calcium (mg/dL)</td>
<td valign="middle" align="left">9.1 &#xb1; 0.4</td>
<td valign="middle" align="left">9.3 &#xb1; 0.5</td>
<td valign="middle" align="left">+0.2</td>
<td valign="middle" align="left">9.2 &#xb1; 0.4</td>
<td valign="middle" align="left">9.2 &#xb1; 0.4</td>
<td valign="middle" align="left">0.0</td>
<td valign="middle" align="left">0.09</td>
</tr>
<tr>
<td valign="middle" align="left">BMI (kg/m&#xb2;)</td>
<td valign="middle" align="left">30.2 &#xb1; 3.5</td>
<td valign="middle" align="left">29.9 &#xb1; 3.4</td>
<td valign="middle" align="left">&#x2013;0.3</td>
<td valign="middle" align="left">30.1 &#xb1; 3.6</td>
<td valign="middle" align="left">30.2 &#xb1; 3.5</td>
<td valign="middle" align="left">+0.1</td>
<td valign="middle" align="left">0.12</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Baseline and follow-up clinical parameter levels in both groups.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1750040-g001.tif">
<alt-text content-type="machine-generated">Bar chart showing changes in clinical parameters: 25(OH)D, FSG, and HbA1c, comparing study versus control groups. Study group shows a large increase in 25(OH)D at 23.7. Control group changes are minimal, with 1.3 for 25(OH)D, and negative changes for FSG and HbA1c.</alt-text>
</graphic></fig>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Comparative changes (&#x394;) in key clinical parameters: study vs. control group.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1750040-g002.tif">
<alt-text content-type="machine-generated">Bar chart titled “Clinical Parameter Changes - Study vs Control Groups” showing values for 25(OH)D, FSG, and HbA1c. The study follow-up for 25(OH)D shows the highest value at 45.2. The other parameters display smaller changes between baseline and follow-up. The legend distinguishes study and control groups by baseline and follow-up.</alt-text>
</graphic></fig>
<p>Multiple logistic regression identified predictors of failure to achieve target HbA1c &#x2264; 6.5% (&#x2264; 48 mmol/mol). Higher baseline FSG and longer T2DM duration were strongly associated with suboptimal glycemic control, with odds ratios (OR) of 1.34 (95% CI: 1.12&#x2013;1.61; p = 0.001) and 1.28 (95% CI: 1.07&#x2013;1.54; p = 0.006), respectively. Elevated BMI was also significantly associated with poor glycemic control (OR 1.21; 95% CI: 1.01&#x2013;1.47; p = 0.04). In contrast, age and sex were not significant predictors (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Multiple logistic regression analysis of predictors associated with failure to achieve target HbA1c &#x2264; 6.5% (&#x2264; 48 mmol/mol).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Predictor</th>
<th valign="middle" align="center">Odds Ratio (OR)</th>
<th valign="middle" align="center">95% CI</th>
<th valign="middle" align="center">p-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">Age (per 10 years)</td>
<td valign="middle" align="center">1.12</td>
<td valign="middle" align="center">0.89 &#x2013; 1.41</td>
<td valign="middle" align="center">0.33</td>
</tr>
<tr>
<td valign="middle" align="center">Gender<break/>(male vs female)</td>
<td valign="middle" align="center">0.96</td>
<td valign="middle" align="center">0.62 &#x2013; 1.48</td>
<td valign="middle" align="center">0.82</td>
</tr>
<tr>
<td valign="middle" align="center">FSG<break/>(per 2 mmol/L)</td>
<td valign="middle" align="center">1.34</td>
<td valign="middle" align="center">1.12 &#x2013; 1.61</td>
<td valign="middle" align="center">0.001</td>
</tr>
<tr>
<td valign="middle" align="center">BMI<break/>(per 5 kg/m&#xb2;)</td>
<td valign="middle" align="center">1.21</td>
<td valign="middle" align="center">1.01 &#x2013; 1.47</td>
<td valign="middle" align="center">0.04</td>
</tr>
<tr>
<td valign="middle" align="center">Duration of T2DM (per 6 months)</td>
<td valign="middle" align="center">1.28</td>
<td valign="middle" align="center">1.07 &#x2013; 1.54</td>
<td valign="middle" align="center">0.006</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In this 12-week prospective ambulatory cohort of patients with T2DM, high-dose VDS was associated with a marked rise in serum 25(OH)D concentrations and modest but statistically significant improvements in glycemic control (FSG and HbA1c), without significant effects on SBP, DBP, serum calcium, or BMI. Logistic regression confirmed that higher baseline FSG, longer T2DM duration, and higher BMI independently predicted failure to reach the HbA1c target &#x2264; 6.5%, whereas age and sex did not.</p>
<sec id="s4_1">
<label>4.1</label>
<title>Interpretation of glycemic effects</title>
<p>The substantial increase in serum 25(OH)D among supplemented participants confirms effective absorption and bioavailability of the administered high-dose regimen. The observed reductions in FSG and HbA1c indicate that VDS was associated with modest improvements in glycemic parameters in patients with T2DM managed on stable metformin therapy.</p>
<p>These findings are consistent with several meta-analyses reporting modest but significant improvements in glycemic indices following VDS in diabetic or prediabetic populations. For example, Musazadeh et&#xa0;al. (2023) observed mean reductions in FSG (&#x2013;3.08 mg/dL; 95% CI &#x2013;3.97 to &#x2013;2.19) and HbA1c (&#x2013;0.05%; 95% CI &#x2013;0.10 to &#x2013;0.01) across 14 studies (17,136 participants) (<xref ref-type="bibr" rid="B32">32</xref>). Similarly, Farahmand et&#xa0;al. (2023) demonstrated significant decreases in FSG, HbA1c, and fasting insulin in RCTs, although the magnitude of effect was modest and heterogeneity was noted (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>Conversely, other trials have failed to demonstrate significant HbA1c reductions, particularly in cohorts with sufficient baseline vitamin D levels or when using lower doses or shorter durations of therapy (<xref ref-type="bibr" rid="B33">33</xref>). Results of meta-analysis conducted by Qi et&#xa0;al. (2022) showed that VDS had no impact on HbA1c level and serum lipids, but reduced IR and BP values (<xref ref-type="bibr" rid="B34">34</xref>).</p>
<p>Although modest in magnitude, the observed HbA1c reduction (&#x2013;0.6%) exceeds expected short-term biological variability and occurred in a population with relatively well-controlled T2DM at baseline, suggesting potential clinical relevance when interpreted as an adjunctive effect.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Interpretation of blood pressure results</title>
<p>In the present study, both SBP and DBP declined modestly in the intervention group but the changes were not statistically significant. Evidence regarding vitamin D&#x2019;s influence on BP remains inconsistent. Lee and Lee (2016) reported reductions in DBP among patients with T2DM receiving vitamin D, whereas Jafari et&#xa0;al. (2018) found a significant reduction in SBP but not DBP (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>). As it was mentioned above, meta-analysis by Qi et&#xa0;al. (2022) showed the improvement in hypertension control in patients with VDS (<xref ref-type="bibr" rid="B34">34</xref>). In contrast, analyses in the general population have shown minimal or no effect of VDS on BP, suggesting limited causal influence (<xref ref-type="bibr" rid="B37">37</xref>). An umbrella meta-analysis by Meng et&#xa0;al. (2023) reported that the overall effects of vitamin D supplementation on blood pressure were modest (<xref ref-type="bibr" rid="B38">38</xref>).</p>
<p>Mechanistically, vitamin D may modulate BP through regulation of the renin&#x2013;angiotensin&#x2013;aldosterone system (RAAS), improvement of endothelial function, and enhanced vascular smooth muscle tone. These mechanisms may underlie variable BP responses among susceptible individuals (<xref ref-type="bibr" rid="B38">38</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Interpretation of body mass index results</title>
<p>Numerous systematic reviews, meta-analyses, and an umbrella review have examined the relationship between vitamin D and obesity, combining data from RCTs and cohort studies (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B39">39</xref>). The findings vary depending on factors such as population characteristics, initial vitamin D status, dosage, and accompanying interventions. Overall, meta-analytic and umbrella evidence suggests modest reductions in BMI and weight circumference (WC), though the effects on body weight and fat mass remain inconsistent. Multimodal strategies involving exercise, protein supplementation, or caloric restriction achieve more substantial and consistent improvements in body composition and function (<xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>In the present study there was no significant change in BMI. One of the key factor is a short study period. In the meta-analysis conducted by Musazadeh et&#xa0;al. (2022), the effects of vitamin D on body weight and fat mass were not considerable, but VDS significantly improved BMI, and WC (<xref ref-type="bibr" rid="B39">39</xref>). Similarly, Hu et&#xa0;al. in an umbrella meta-analysis reported small pooled reductions in BMI and WC, but no meaningful weight or fat&#x2212;mass change overall (<xref ref-type="bibr" rid="B26">26</xref>).</p>
<p>In turn, Aquino et&#xa0;al. (2023) did not show a decrease of WC in patients with MS (<xref ref-type="bibr" rid="B41">41</xref>). Roth et&#xa0;al. (2022) reported that the effect of VDS on the preservation of free fat mass (FFM) during non-surgical and surgical weight loss remains controversial (<xref ref-type="bibr" rid="B40">40</xref>).</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Predictors of glycemic non-response</title>
<p>Logistic regression analysis identified higher baseline FSG, longer disease duration, and higher BMI as significant predictors of failure to achieve target HbA1c levels. These findings are physiologically plausible and consistent with clinical experience, as patients with more pronounced baseline hyperglycemia, longer disease duration, or obesity typically exhibit reduced responsiveness to metabolic interventions. The lack of association with age and sex suggests that metabolic factors, rather than demographic characteristics, primarily determine glycemic response.</p>
</sec>
<sec id="s4_5">
<label>4.5</label>
<title>Strengths and limitations</title>
<p>This study offers several methodological strengths. The use of a standardized high-dose vitamin D regimen achieved robust improvement in serum 25(OH)D concentrations, enabling clear evaluation of metabolic effects. Homogeneous treatment with metformin monotherapy minimized pharmacologic confounding. The prospective, ambulatory design enhances external validity and clinical relevance, while multivariable modeling accounted for key covariates, strengthening internal validity. Seasonal variation in 25(OH)D concentrations could not have influenced the results, as the study was conducted during the autumn&#x2013;winter 2024/2025 season.</p>
<p>Nonetheless, limitations must be acknowledged. The non-randomized design introduces potential residual confounding, including behavioral and unmeasured factors. The 12-week duration limits assessment of long-term outcomes. The sample size, although moderate, may have been underpowered to detect small changes in calcium or BMI. Finally, findings may not generalize to patients using complex or combination antidiabetic regimens.</p>
<p>The observational design precludes causal inference. Potential residual confounding, lack of placebo control, reliance on pragmatic adherence measures, and absence of prospective registration are acknowledged limitations. Observational designs often underestimate the true effect of vitamin D due to seasonal and temporal variability in serum levels. As emphasized by Pilz et&#xa0;al. (2022), large RCTs have generally failed to demonstrate consistent reductions in adverse outcomes, possibly owing to study design and dosing heterogeneity (<xref ref-type="bibr" rid="B42">42</xref>). Observational studies allowing variable supplementation and repeated 25(OH)D measurements may provide broader insight into dose&#x2013;response relationships and health outcomes (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>).</p>
<p>Proposed biological mechanisms discussed herein are derived from prior experimental and clinical studies and were not directly investigated in the present study. They are included to provide biological plausibility and should be considered hypothesis-generating.</p>
</sec>
<sec id="s4_6">
<label>4.6</label>
<title>Implications and future directions</title>
<p>The present findings support the hypothesis that high-dose VDS may offer adjunctive benefits in glycemic control among obese T2DM patients with baseline deficiency. However, due to the observational nature of this study, causality cannot be inferred. Future RCTs with longer follow-up, uniform treatment regimens, and stratification by baseline vitamin D status and body composition are warranted. Mechanistic studies exploring effects on insulin sensitivity, &#x3b2;-cell function, inflammation, RAAS activity, and endothelial function would further elucidate the metabolic and cardiovascular implications of vitamin D in T2DM and obesity.</p>
<p>Recent research suggests that vitamin D supplementation may offer beneficial effects on oxidative stress as well as on reproductive, endocrine, and metabolic functions (<xref ref-type="bibr" rid="B45">45</xref>). In Hashimoto&#x2019;s thyroiditis VDS shows promise in influencing immune activity, reducing symptom severity, and enhancing overall quality of life (<xref ref-type="bibr" rid="B46">46</xref>). Further investigation is needed to clarify the full range of potential therapeutic applications of VDS in diabetic neuropathy and statin-associated muscle symptoms (SAMS) (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>). So far, evidence suggest that vitamin D may support fertility and overall metabolic well-being by modulating hormone concentrations and key metabolic indicators (<xref ref-type="bibr" rid="B45">45</xref>). Despite these encouraging findings, additional studies are required to clarify the most effective dosage, treatment length, and timing for supplementation. It is essential for scientists, healthcare professionals, and policy leaders to work together to develop clear, evidence-based recommendations for the use of vitamin D in above mentioned indications (<xref ref-type="bibr" rid="B45">45</xref>&#x2013;<xref ref-type="bibr" rid="B48">48</xref>).</p>
</sec>
<sec id="s4_7" sec-type="conclusions">
<label>4.7</label>
<title>Conclusions</title>
<p>High-dose VDS was associated with improved vitamin D status and modest improvements in glycemic control in obese patients with T2DM. These findings should be interpreted as associative rather than causal and support further investigation in randomized, placebo-controlled trials with extended follow-up and mechanistic endpoints.</p>
</sec>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p></sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by The Bioethics Committee of the Poznan University of Medical Sciences (approval no. KB-664/23, September 13, 2023). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>KH: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Project administration, Validation, Writing &#x2013; original draft. WB: Conceptualization, Methodology, Resources, Supervision, Writing &#x2013; review &amp; editing. BB: Methodology, Writing &#x2013; review &amp; editing. AA: Methodology, Writing &#x2013; review &amp; editing. ME-T: Visualization, Writing &#x2013; review &amp; editing. SR: Visualization, Writing &#x2013; review &amp; editing. ST: Visualization, Writing &#x2013; review &amp; editing. IR: Visualization, Writing &#x2013; review &amp; editing. AW: Visualization, Writing &#x2013; review &amp; editing. WI: Visualization, Writing &#x2013; review &amp; editing. SS: Visualization, Writing &#x2013; review &amp; editing. SI: Methodology, Writing &#x2013; review &amp; editing. II: Methodology, Writing &#x2013; review &amp; editing. VM: Project administration, Writing &#x2013; review &amp; editing. MR: Supervision, Writing &#x2013; review &amp; editing. AP: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Software, Supervision, Validation, Writing &#x2013; review &amp; editing.</p></sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
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