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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2024.1501643</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The relationships of serum vitamin D concentration with linear speed and change of direction performance in soccer players</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Michalczyk</surname> <given-names>M. M.</given-names></name>
<xref ref-type="corresp" rid="c001">
<sup>&#x002A;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2852595/overview"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Ka&#x0142;u&#x017C;a</surname> <given-names>M.</given-names></name>
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</contrib>
<contrib contrib-type="author">
<name><surname>Zydek</surname> <given-names>G.</given-names></name>
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<contrib contrib-type="author">
<name><surname>Roczniok</surname> <given-names>R.</given-names></name>
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<contrib contrib-type="author">
<name><surname>Golas</surname> <given-names>A.</given-names></name>
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</contrib-group>
<aff><institution>Institute of Sport Sciences, The Jerzy Kukuczka Academy of Physical Education in Katowice</institution>, <addr-line>Katowice</addr-line>, <country>Poland</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Krista Austin, Performance &#x0026; Nutrition Coaching, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Israel Parra-Ortega, Federico G&#x00F3;mez Children&#x2019;s Hospital, Mexico</p>
<p>Florentina Nechita, Transilvania University of Bra&#x0219;ov, Romania</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: M. M. Michalczyk, <email>m.michalczyk@awf.katowice.pl</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1501643</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Michalczyk, Ka&#x0142;u&#x017C;a, Zydek, Roczniok and Golas.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Michalczyk, Ka&#x0142;u&#x017C;a, Zydek, Roczniok and Golas</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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.</p>
</license>
</permissions>
<abstract>
<p>The aim of the study was to establish whether the level of 25 hydroxyvitamin D (25(OH)D) in serum has an influence on speed (m/s) and change of direction (COD, s) performance. Twenty male soccer players from the top league participated in the study. All subjects were evaluated for the serum concentration of 25(OH)D at the beginning of the preseason. The linear sprint test was performed at 5&#x2009;m and 30&#x2009;m, and COD (time and deficit) at the beginning (BPP) and after (APP) 6&#x2009;weeks of the preparatory period. The results revealed that 20% of soccer players had a significant deficiency of 25(OH)D (&#x003C;20&#x2009;ng/mL) and 30% had insufficient 25(OH)D levels (between 20 and 30 ng/mL). Positive correlations were found between the training effect for the &#x2206;COD (BPP-APP) (<italic>p</italic>&#x2009;=&#x2009;0.003) and &#x2206;deficit (BPP-APP) (<italic>p</italic>&#x2009;=&#x2009;0.039). Significant differences were noticed for the &#x2206;COD (m&#x2009;=&#x2009;0.60 [s]) and &#x2206;deficit (m&#x2009;=&#x2009;0.56[s]) in the soccer players whose 25(OH)D concentration was &#x003C;=30&#x2009;ng/mL, and for the &#x2206;COD (<italic>p</italic>&#x2009;=&#x2009;0.002) and &#x2206;deficit (<italic>p</italic>&#x2009;=&#x2009;0.017) in the soccer players whose 25(OH)D concentration was &#x003E;30&#x2009;ng/mL. The training effect was significantly higher for the soccer players whose 25(OH)D concentration was above 30&#x2009;ng/mL. Soccer players with higher 25(OH)D levels achieved superior results in the COD test and demonstrated better deficit outcomes, affirming the positive influence of 25(OH)D on muscle metabolism.</p>
</abstract>
<kwd-group>
<kwd>vitamin D</kwd>
<kwd>soccer (football)</kwd>
<kwd>speed &#x2013; strength qualities</kwd>
<kwd>change of direction ability</kwd>
<kwd>muscle</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="59"/>
<page-count count="10"/>
<word-count count="6842"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Sport and Exercise Nutrition</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Over the years, numerous studies have been conducted on the effects of vitamin D on the human body (<xref ref-type="bibr" rid="ref1 ref2 ref3">1&#x2013;3</xref>). Previous research has revealed its significant impact on calcium-phosphate metabolism of the body&#x2019;s skeletal system (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref5">5</xref>). However, the discovery of the vitamin D receptor (VDR), which mediates the biological effect of vitamin D, has transformed the understanding of this vitamin (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref7">7</xref>). 25 hydroxyvitamin D (25(OH)D) is a fat-soluble vitamin that, when converted into its biologically-active form, 1,25-dihydroxyvitamin, influences the expression of over 900 genes (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref9">9</xref>). These genes impact a wide variety of health and performance aspects, such as the immune and endocrine systems, exercise-induced inflammation, cardiovascular health, cancer prevention, neurological function, glucose metabolism, as well as bone and muscle structure and metabolism (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>). Vitamin D also has a significant impact on mental health, including depression, cognitive disorders, and neurological impairments (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref12">12</xref>). The crucial impact of vitamin D on muscle cells results from its effects on calcium homeostasis, energy metabolism, phospholipid metabolism, cell proliferation and differentiation, protein synthesis, and mitochondrial function (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref13">13</xref>, <xref ref-type="bibr" rid="ref14">14</xref>). Vitamin D also plays an important role in the regulation of skeletal muscle tone and contraction, and it is necessary for a high oxygen consumption rate, muscle strength, power, and preventing muscle weakness and fatigue (<xref ref-type="bibr" rid="ref15 ref16 ref17 ref18 ref19 ref20">15&#x2013;20</xref>). Vitamin D also regulates the synthesis of testosterone and insulin-like growth factor-1, which critically influence muscle structure and function (<xref ref-type="bibr" rid="ref21 ref22 ref23">21&#x2013;23</xref>).</p>
<p>The primary source of vitamin D, aside from the diet which provides small amounts, is skin synthesis during exposure to solar ultraviolet (UVB) radiation (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref22">22</xref>). Skin synthesis supplies over 90% of the vitamin to the body (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref24">24</xref>). Small amounts of this vitamin can be obtained from the diet by consuming fatty fish, egg yolks, mushrooms, or dairy products (<xref ref-type="bibr" rid="ref25">25</xref>). Unfortunately, despite two sources from which vitamin D can be replenished in the body, most inhabitants of countries located at an altitude of 35&#x2009;N are diagnosed with deficiencies of this vitamin, especially in autumn, winter, and early spring when the daily dose of sunlight is low (<xref ref-type="bibr" rid="ref1">1</xref>). On the other hand, recent studies revealed that inhabitants of equatorial countries, where daily sunshine is high all year round, are also diagnosed with vitamin D deficiency (<xref ref-type="bibr" rid="ref9">9</xref>). This discovery was a huge revelation.</p>
<p>According to the latest standards for serum vitamin D, a concentration below 20&#x2009;ng/mL indicates deficiency, between 20 to 30&#x2009;ng/mL is considered insufficiency, between 30 to 50&#x2009;ng/mL is categorized as sufficient, and between 50 to 100&#x2009;ng/mL is deemed optimal (<xref ref-type="bibr" rid="ref26">26</xref>). Concentrations above 100&#x2009;ng/mL indicate toxicity (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref27">27</xref>). By applying these standards, a number of different authors confirm that vitamin D deficiency in athletes can reach even 60&#x2013;90% (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref28 ref29 ref30">28&#x2013;30</xref>), especially in athletes who live at or above 35&#x00B0; latitude and train indoors or outdoors but use sunscreen in the summer and protect themselves from the cold in autumn and winter, putting them at risk for serum 25(OH)D insufficient levels or deficits (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref22">22</xref>). Among soccer players from England, Spain, and Poland, deficits were observed in more than 50% (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref31 ref32 ref33">31&#x2013;33</xref>). The greatest surprise was the results of serum vitamin D levels in soccer players from the Middle East. In Qatar, where daily sunshine is very high, over 80% of 342 soccer players were diagnosed as deficient in vitamin D (<xref ref-type="bibr" rid="ref34">34</xref>). Interestingly, even during strenuous training, a decline in vitamin D levels was recorded (<xref ref-type="bibr" rid="ref35">35</xref>). This decrease was significant, although training was performed outdoors in the summer and early autumn months. In athletes, low levels of vitamin D, lower than 30&#x2009;ng/mL, may decrease anaerobic and aerobic performance and increase frequent injuries and infections (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref19">19</xref>). It has been hypothesized that a serum 25(OH)D level above the normal reference range (up to 50&#x2009;ng/mL) could induce beneficial adaptations in skeletal muscle, such as enhanced aerobic performance, both strength and power production, and recovery (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref36 ref37 ref38 ref39">36&#x2013;39</xref>).</p>
<p>Soccer is a team sport where aerobic and anaerobic capacity, muscular strength, and speed are important factors for most of the actions during the match (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref40 ref41 ref42">40&#x2013;42</xref>). Due to the great demands of the game, soccer players must possess numerous skills to perform repetitive activities such as sprinting, jumping, accelerating, decelerating, changing direction (COD), which are interspersed with low to medium intensity, e.g., walking or jogging (<xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref44">44</xref>). Running with high speed in a straight line and in different directions is particularly important, and during the match, these abilities enable soccer players to make decisions faster (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref44">44</xref>). Speed and COD abilities require a rapid application of force. According to the latest research, vitamin D deficiency may reduce the ability of muscles to generate force (<xref ref-type="bibr" rid="ref15">15</xref>). Soccer players who are deficient in vitamin D showed a reduction in performance (<xref ref-type="bibr" rid="ref22">22</xref>). Studies have shown a correlation between serum 25(OH)D concentration, speed and power efficiency in young soccer players, and speed, endurance, and muscle strength in adult professional players (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref45 ref46 ref47">45&#x2013;47</xref>).</p>
<p>The relationship between vitamin D and muscle performance in soccer players has been studied by several researchers (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref47">47</xref>, <xref ref-type="bibr" rid="ref48">48</xref>). Some researchers confirm its influence (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref45">45</xref>), while others do not (<xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref48">48</xref>). Koundourakis et al. (<xref ref-type="bibr" rid="ref45">45</xref>) observed a positive correlation between vitamin D levels and muscle performance in a cohort of Greek football players. Michalczyk et al. (<xref ref-type="bibr" rid="ref22">22</xref>) also confirmed such a correlation. Similarly, a randomized study performed by Close et al. (<xref ref-type="bibr" rid="ref19">19</xref>) showed the beneficial effects of vitamin D on muscle strength and power, as well as better sprint and vertical jump test results. In contrast, Hamilton et al. (<xref ref-type="bibr" rid="ref17">17</xref>) found no significant association between serum 25(OH)D levels and muscle function. Similarly, Bezuglov et al. (<xref ref-type="bibr" rid="ref32">32</xref>) did not confirm such a correlation. Additionally, in a study by Jastrzebska et al. (<xref ref-type="bibr" rid="ref48">48</xref>), higher vitamin D levels in serum after supplementation did not significantly affect the measured performance parameters of soccer players.</p>
<p>Therefore, two aims of this study were: first of all, to determine the level of 25(OH)D in serum in professional soccer players during winter, and secondly, to evaluate whether the serum level of 25(OH)D affects the speed and change of direction performance (COD) in soccer players on two different occasions, prior to the beginning and at the end of the winter preparatory period. Additionally, we examined whether soccer players whose vitamin D level was below 30&#x2009;ng/mL, i.e., insufficient concentrations, and those whose level was above 30&#x2009;ng/mL, i.e., sufficient concentrations, achieved the same results in these tests. We hypothesized that a higher 25(OH)D serum concentration positively correlates with soccer players&#x2019; sprint and COD results.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Study design</title>
<p>The experiment lasted for 6&#x2009;weeks and covered the preparation period for the summer season (<xref ref-type="fig" rid="fig1">Figure 1</xref>). The athletes trained on an everyday basis (approximately 2&#x2009;h/d) with an official soccer game on Saturday/Sunday. Additionally, twice a week, the players performed a strength and conditioning training session. After the end of the 6-weeks training period, a test protocol identical to the baseline one was administered. The participants who received vitamin D supplements 30&#x2009;days or less prior to blood sampling or suffered from acute respiratory viral infections or any other diseases that resulted in absence from three or more training sessions 30&#x2009;days or less prior to the examination were excluded from the study. The players were advised to adhere to their usual dietary routines throughout the study and refrain from the consumption of any supplements or stimulants throughout the experiment. Additional eligibility criteria to participate in the study were outlined as follows: (a) a minimum of 10&#x2009;years of training experience, (b) participation in a first-league team, (c) absence of injuries in the 6&#x2009;months leading up to the assessments, and (d) consistent engagement in training sessions a minimum of 5 times per week over the last 6&#x2009;months. All participants were informed verbally and in writing about the procedures, possible risks and benefits of the tests and provided written consent before the commencement of the study. All research procedures were reviewed and approved by the bioethical committee of the Academy of Physical Education in Katowice (ethic references KB-05/2017, December 5, 2017); furthermore, the study conformed to the tenets of the Declaration of Helsinki for medical research involving human subjects.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Diagram illustrating the course of the study.</p>
</caption>
<graphic xlink:href="fnut-11-1501643-g001.tif"/>
</fig>
<p>The experimental sessions were conducted between 8:00 and 10:00&#x2009;a.m. The session was preceded by a warm-up protocol, which included 5&#x2009;min of cycling, 5&#x2009;min of treadmill running, several upper and lower body exercise with targeted DROM Exercises (Dynamic Range of Motion Exercise) (<xref ref-type="bibr" rid="ref43">43</xref>), followed by 5&#x2009;m and 30&#x2009;m sprints, COD tests (90&#x00B0;) and two sets of running with submaximal speed. All sprint tests were performed on an indoor field with an artificial grass surface.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Subjects</title>
<p>Twenty male elite soccer players from the First Polish League (age&#x2009;=&#x2009;22.8&#x2009;&#x00B1;&#x2009;8.2&#x2009;years, body mass&#x2009;=&#x2009;75.1&#x2009;&#x00B1;&#x2009;15.3&#x2009;kg, body height&#x2009;=&#x2009;178.3&#x2009;&#x00B1;&#x2009;13.5&#x2009;cm, soccer training experience&#x2009;=&#x2009;12&#x2009;&#x00B1;&#x2009;3.4&#x2009;years) took part in this study. The participants were all full-time professionals who trained daily.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Sprint test</title>
<p>The running times were recorded by two pairs of dual-beam Witty Gate photocells (Microgate, Bolzano, Italy). Following the warm-up phase, participants executed two successive 30-m sprints with a 5-min rest interval in between the trials (<xref ref-type="fig" rid="fig2">Figures 2A</xref>,<xref ref-type="fig" rid="fig2">B</xref>). To avert premature activation of the starting gate, participants commenced with their leading foot positioned 0.5&#x2009;m behind the initial timing gate. The best time from the two trials, both at 5 and 30&#x2009;m, was preserved for further analysis.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Schematic presentation of the 5&#x2009;m (A) and 30&#x2009;m (B) sprint test. Circles represent the position of photocells.</p>
</caption>
<graphic xlink:href="fnut-11-1501643-g002.tif"/>
</fig>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Change of direction test</title>
<p>After the linear sprint test, participants rested for 5&#x2009;min and then performed the COD tests (<xref ref-type="fig" rid="fig3">Figure 3</xref>). Each participant performed tests with a 90&#x00B0; COD (ZigZag test). The participant&#x2019;s task&#x2019; was to cover a 30&#x2009;m section with designated cones with changes in direction and proper movement pattern (<xref ref-type="bibr" rid="ref44">44</xref>). The running test was performed twice with a 5-min rest interval between attempts. The fastest time from each COD test was retained for further analysis.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Schematic presentation of the 90&#x00B0; change of direction test. Circles represent the position of photocells.</p>
</caption>
<graphic xlink:href="fnut-11-1501643-g003.tif"/>
</fig>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Change of direction deficits</title>
<p>The COD deficit was calculated by the difference in run time in 30&#x2009;m COD test [s] and 30&#x2009;m linear sprint time.</p>
</sec>
<sec id="sec8">
<label>2.6</label>
<title>Vitamin D serum analysis</title>
<p>Serum 25OH-Vitamin D was determined by RIA-CT KIP1971/KIP1974 (DIAsource ImmunoAssays SA, Louvain-la-Neuve, Belgium). For statistical analysis participants were divided into two groups according to the concentration of 25(OH)D: inadequate levels of 25(OH)D (vitamin D deficiency/insufficiency, &#x003C;30&#x2009;mg/mL), and adequate levels of 25(OH)D (vitamin D sufficiency, &#x003E;30&#x2009;mg/mL).</p>
</sec>
<sec id="sec9">
<label>2.7</label>
<title>Statistical analysis</title>
<p>All statistical analyses were performed using Statistica 13.1. The Shapiro&#x2013;Wilk test was used in order to verify the normality of the distribution. Pearson&#x2019;s correlation and regression analysis were used to analyze the relationships between variables. Student&#x2019;s t-test was used to verify the significance of differences for paired values. For pairwise comparisons, effect sizes were determined by Cohen&#x2019;s d which was characterized as large (d&#x2009;&#x003E;&#x2009;0.8), moderate (d between 0.8 and 0.5), small (d between 0.49 and 0.20) and trivial (d&#x2009;&#x003C;&#x2009;0.05). Percent changes with 95% confidence intervals (95CI) were also calculated. Statistical significance was set at <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05.</p>
</sec>
</sec>
<sec sec-type="results" id="sec10">
<label>3</label>
<title>Results</title>
<p><xref ref-type="table" rid="tab1">Table 1</xref> presents basic descriptive statistics for the analyzed variables. Further analysis aimed to verify whether there were significant correlations between the level of vitamin D and variables illustrating the effects of the experiment. Between 25(OH)D and &#x0394;5&#x2009;m [s]<sub>BPP-APP</sub> R&#x2009;=&#x2009;0.12; <italic>p</italic>&#x2009;=&#x2009;0.61 and between 25(OH)D and &#x0394;30&#x2009;m [s]<sub>BPP-APP</sub> R&#x2009;=&#x2009;0.06; <italic>p</italic>&#x2009;=&#x2009;0.81 no significant correlations were found. Statistically significant correlations were found between vitamin D level and the effect of the experiment in the case of the variables &#x0394;COD [s]<sub>BPP-APP</sub> R&#x2009;=&#x2009;0.62; <italic>p</italic>&#x2009;=&#x2009;0.0035 (strong correlation) and &#x0394;Deficit [s]<sub>BPP-APP</sub> R&#x2009;=&#x2009;0.46; <italic>p</italic>&#x2009;=&#x2009;0.039 (average correlation).It was found that the increasing trend was also statistically significant <italic>F</italic>(1,18)&#x2009;=&#x2009;13.25, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.0018, SE&#x2009;=&#x2009;0.28 and &#x0394;Deficit [s]<sub>BPP-APP</sub> R&#x2009;=&#x2009;0.46, <italic>p</italic>&#x2009;=&#x2009;0.039 (average correlation). It was also found that the increasing trend was statistically significant F(1,18)&#x2009;=&#x2009;6.91, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.017, SE&#x2009;=&#x2009;0.39. In both cases, positive correlations were found, which indicates that with an increase in the concentration of vitamin D, a significantly higher training effect was found, i.e., a improvement of the test time in the case of COD and a reduction in the size of the deficit. These results are confirmed by <xref ref-type="fig" rid="fig4">Figures 4</xref>, <xref ref-type="fig" rid="fig5">5</xref> (see <xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Basic descriptive statistics for the analyzed variables.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top">M</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">&#x2212;95%CI</th>
<th align="center" valign="top">95%CI</th>
<th align="center" valign="top">Me</th>
<th align="center" valign="top">Min</th>
<th align="center" valign="top">Max</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">5&#x2009;m [s] &#x2013; BPP</td>
<td align="center" valign="top">1.05</td>
<td align="center" valign="top">0.07</td>
<td align="center" valign="top">1.02</td>
<td align="center" valign="top">1.08</td>
<td align="center" valign="top">1.06</td>
<td align="center" valign="top">0.92</td>
<td align="center" valign="top">1.18</td>
</tr>
<tr>
<td align="left" valign="top">5&#x2009;m [s] &#x2013; APP</td>
<td align="center" valign="top">1.02</td>
<td align="center" valign="top">0.06</td>
<td align="center" valign="top">0.99</td>
<td align="center" valign="top">1.04</td>
<td align="center" valign="top">1.01</td>
<td align="center" valign="top">0.94</td>
<td align="center" valign="top">1.12</td>
</tr>
<tr>
<td align="left" valign="top">30&#x2009;m [s] &#x2013; BPP</td>
<td align="center" valign="top">4.16</td>
<td align="center" valign="top">0.14</td>
<td align="center" valign="top">4.10</td>
<td align="center" valign="top">4.23</td>
<td align="center" valign="top">4.16</td>
<td align="center" valign="top">3.89</td>
<td align="center" valign="top">4.47</td>
</tr>
<tr>
<td align="left" valign="top">30&#x2009;m [s] &#x2013; APP</td>
<td align="center" valign="top">4.13</td>
<td align="center" valign="top">0.19</td>
<td align="center" valign="top">4.04</td>
<td align="center" valign="top">4.22</td>
<td align="center" valign="top">4.08</td>
<td align="center" valign="top">3.91</td>
<td align="center" valign="top">4.50</td>
</tr>
<tr>
<td align="left" valign="top">COD [s] &#x2013; BPP</td>
<td align="center" valign="top">6.12</td>
<td align="center" valign="top">0.26</td>
<td align="center" valign="top">5.99</td>
<td align="center" valign="top">6.24</td>
<td align="center" valign="top">6.16</td>
<td align="center" valign="top">5.60</td>
<td align="center" valign="top">6.48</td>
</tr>
<tr>
<td align="left" valign="top">COD [s] &#x2013; APP</td>
<td align="center" valign="top">5.29</td>
<td align="center" valign="top">0.34</td>
<td align="center" valign="top">5.13</td>
<td align="center" valign="top">5.45</td>
<td align="center" valign="top">5.13</td>
<td align="center" valign="top">4.92</td>
<td align="center" valign="top">5.99</td>
</tr>
<tr>
<td align="left" valign="top">DEFICIT [s] &#x2013; BPP</td>
<td align="center" valign="top">1.96</td>
<td align="center" valign="top">0.29</td>
<td align="center" valign="top">1.82</td>
<td align="center" valign="top">2.09</td>
<td align="center" valign="top">1.93</td>
<td align="center" valign="top">1.40</td>
<td align="center" valign="top">2.50</td>
</tr>
<tr>
<td align="left" valign="top">DEFICIT [s] &#x2013; APP</td>
<td align="center" valign="top">1.16</td>
<td align="center" valign="top">0.32</td>
<td align="center" valign="top">1.01</td>
<td align="center" valign="top">1.31</td>
<td align="center" valign="top">1.14</td>
<td align="center" valign="top">0.54</td>
<td align="center" valign="top">1.72</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;5&#x2009;m [s]<sub>BPP-APP</sub></td>
<td align="center" valign="top">0.031</td>
<td align="center" valign="top">0.093</td>
<td align="center" valign="top">&#x2212;0.012</td>
<td align="center" valign="top">0.074</td>
<td align="center" valign="top">0.045</td>
<td align="center" valign="top">&#x2212;0.140</td>
<td align="center" valign="top">0.180</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;30&#x2009;m [s]<sub>BPP-APP</sub></td>
<td align="center" valign="top">0.032</td>
<td align="center" valign="top">0.182</td>
<td align="center" valign="top">&#x2212;0.053</td>
<td align="center" valign="top">0.118</td>
<td align="center" valign="top">0.105</td>
<td align="center" valign="top">&#x2212;0.290</td>
<td align="center" valign="top">0.240</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;COD [s]<sub>BPP-APP</sub></td>
<td align="center" valign="top">0.827</td>
<td align="center" valign="top">0.359</td>
<td align="center" valign="top">0.659</td>
<td align="center" valign="top">0.995</td>
<td align="center" valign="top">0.785</td>
<td align="center" valign="top">0.320</td>
<td align="center" valign="top">1.530</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;Deficit [s]<sub>BPP-APP</sub></td>
<td align="center" valign="top">0.795</td>
<td align="center" valign="top">0.457</td>
<td align="center" valign="top">0.581</td>
<td align="center" valign="top">1.008</td>
<td align="center" valign="top">0.770</td>
<td align="center" valign="top">0.190</td>
<td align="center" valign="top">1.820</td>
</tr>
<tr>
<td align="left" valign="top">25(OH)D</td>
<td align="center" valign="top">31.90</td>
<td align="center" valign="top">12.57</td>
<td align="center" valign="top">26.02</td>
<td align="center" valign="top">37.78</td>
<td align="center" valign="top">31.50</td>
<td align="center" valign="top">15.00</td>
<td align="center" valign="top">63.00</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;5&#x2009;m [s]<sub>BPP-APP</sub> 25(OH)D&#x2009;&#x2264;&#x2009;30</td>
<td align="center" valign="top">0.027</td>
<td align="center" valign="top">0.061</td>
<td align="center" valign="top">&#x2212;0.017</td>
<td align="center" valign="top">0.071</td>
<td align="center" valign="top">0.045</td>
<td align="center" valign="top">&#x2212;0.080</td>
<td align="center" valign="top">0.120</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;5&#x2009;m [s]<sub>BPP-APP</sub> 25(OH)D&#x2009;&#x003E;&#x2009;30</td>
<td align="center" valign="top">0.035</td>
<td align="center" valign="top">0.119</td>
<td align="center" valign="top">&#x2212;0.050</td>
<td align="center" valign="top">0.120</td>
<td align="center" valign="top">0.050</td>
<td align="center" valign="top">&#x2212;0.140</td>
<td align="center" valign="top">0.180</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;30&#x2009;m [s]<sub>BPP-APP</sub> 25(OH)D&#x2009;&#x2264;&#x2009;30</td>
<td align="center" valign="top">0.039</td>
<td align="center" valign="top">0.171</td>
<td align="center" valign="top">&#x2212;0.083</td>
<td align="center" valign="top">0.161</td>
<td align="center" valign="top">0.090</td>
<td align="center" valign="top">&#x2212;0.240</td>
<td align="center" valign="top">0.220</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;30&#x2009;m [s]<sub>BPP-APP</sub> 25(OH)D&#x2009;&#x003E;&#x2009;30</td>
<td align="center" valign="top">0.026</td>
<td align="center" valign="top">0.203</td>
<td align="center" valign="top">&#x2212;0.119</td>
<td align="center" valign="top">0.171</td>
<td align="center" valign="top">0.110</td>
<td align="center" valign="top">&#x2212;0.290</td>
<td align="center" valign="top">0.240</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;COD [s]<sub>BPP-APP</sub> 25(OH)D&#x2009;&#x2264;&#x2009;30</td>
<td align="center" valign="top">0.599</td>
<td align="center" valign="top">0.189</td>
<td align="center" valign="top">0.464</td>
<td align="center" valign="top">0.734</td>
<td align="center" valign="top">0.600</td>
<td align="center" valign="top">0.320</td>
<td align="center" valign="top">0.820</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;COD [s]<sub>BPP-APP</sub> (OH)D&#x2009;&#x003E;&#x2009;30</td>
<td align="center" valign="top">1.055</td>
<td align="center" valign="top">0.348</td>
<td align="center" valign="top">0.806</td>
<td align="center" valign="top">1.304</td>
<td align="center" valign="top">1.105</td>
<td align="center" valign="top">0.330</td>
<td align="center" valign="top">1.530</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;Deficit [s]<sub>BPP-APP</sub> 25(OH)D&#x2009;&#x2264;&#x2009;30</td>
<td align="center" valign="top">0.560</td>
<td align="center" valign="top">0.289</td>
<td align="center" valign="top">0.354</td>
<td align="center" valign="top">0.766</td>
<td align="center" valign="top">0.660</td>
<td align="center" valign="top">0.190</td>
<td align="center" valign="top">0.960</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;Deficit [s]<sub>BPP-APP</sub> 25(OH)D&#x2009;&#x003E;&#x2009;30</td>
<td align="center" valign="top">1.029</td>
<td align="center" valign="top">0.485</td>
<td align="center" valign="top">0.682</td>
<td align="center" valign="top">1.376</td>
<td align="center" valign="top">1.015</td>
<td align="center" valign="top">0.250</td>
<td align="center" valign="top">1.820</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>M, mean; SD, standard deviation; 95%CI, confidence interval; Me, median; BPP, before the preparation period of the summer season; APP, after the preparation period of the summer season.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Scatterplot with regression function for the analyzed variables 25(OH)D and &#x0394;COD [s]<sub>BPP-APP.</sub></p>
</caption>
<graphic xlink:href="fnut-11-1501643-g004.tif"/>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Scatterplot with regression function for the analyzed variables 25(OH)D and &#x0394;Deficit [s]<sub>BPP-APP.</sub></p>
</caption>
<graphic xlink:href="fnut-11-1501643-g005.tif"/>
</fig>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Pearson&#x2019;s correlation 25(OH)D and dependent variables.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">25(OH)D</th>
<th align="center" valign="top">r(X,Y)</th>
<th align="center" valign="top">
<italic>r</italic>
<sup>2</sup>
</th>
<th align="center" valign="top">
<italic>t</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">&#x0394;5&#x2009;m <sub>BPP-APP</sub></td>
<td align="center" valign="top">0.12</td>
<td align="center" valign="top">0.01</td>
<td align="center" valign="top">0.51</td>
<td align="center" valign="top">0.61</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;30&#x2009;m <sub>BPP-APP</sub></td>
<td align="center" valign="top">0.06</td>
<td align="center" valign="top">0.00</td>
<td align="center" valign="top">0.25</td>
<td align="center" valign="top">0.81</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;COD <sub>BPP-APP</sub></td>
<td align="center" valign="top">0.62</td>
<td align="center" valign="top">0.39</td>
<td align="center" valign="top">3.36</td>
<td align="center" valign="top">0.0035</td>
</tr>
<tr>
<td align="left" valign="top">&#x0394;Deficit <sub>BPP-APP</sub></td>
<td align="center" valign="top">0.46</td>
<td align="center" valign="top">0.22</td>
<td align="center" valign="top">2.23</td>
<td align="center" valign="top">0.039</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In further analyses, it was verified whether the level of 25(OH)D&#x2009;&#x2264;&#x2009;30 or 25(OH)D&#x2009;&#x003E;&#x2009;30 significantly differentiated the results of training effects. For this purpose, the Student&#x2019;s <italic>t</italic> test for independent samples was used. The level of 25(OH)D&#x2009;&#x2264;&#x2009;30 or 25(OH)D&#x2009;&#x003E;&#x2009;30 did not significantly differentiate training effects for the variables &#x0394;5&#x2009;m [s]<sub>BPP-APP</sub> T&#x2009;=&#x2009;&#x2212;0.19; df&#x2009;=&#x2009;18; <italic>p</italic>&#x2009;=&#x2009;0.85 and &#x0394;30&#x2009;m [s]<sub>BPP-APP</sub> T&#x2009;=&#x2009;0.15; df&#x2009;=&#x2009;18; <italic>p</italic>&#x2009;=&#x2009;0.87. A significantly higher training effect &#x0394;COD [s]<sub>BPP-APP</sub> was found in the 25(OH)D&#x2009;&#x003E;&#x2009;30 group M&#x2009;=&#x2009;1.055&#x2009;&#x00B1;&#x2009;0.35; compared to the 25(OH)D group &#x2264;30&#x2009;M&#x2009;=&#x2009;0.60&#x2009;&#x00B1;&#x2009;0.19; T&#x2009;=&#x2009;&#x2212;3.64; df&#x2009;=&#x2009;18; <italic>p</italic>&#x2009;=&#x2009;0.0019; d&#x2009;=&#x2009;1.63. A significantly higher training effect was also found in case of the &#x0394;Deficit [s]<sub>BPP-APP</sub> in the 25(OH)D&#x2009;&#x003E;&#x2009;30 group M&#x2009;=&#x2009;1.029&#x2009;&#x00B1;&#x2009;0.49; compared to the 25(OH)D group &#x2264;30&#x2009;M&#x2009;=&#x2009;0.56&#x2009;&#x00B1;&#x2009;0.29; T&#x2009;=&#x2009;&#x2212;2.63; df&#x2009;=&#x2009;18; <italic>p</italic>&#x2009;=&#x2009;0.017; d&#x2009;=&#x2009;1.13. These results are also confirmed by <xref ref-type="fig" rid="fig6">Figures 6</xref>, <xref ref-type="fig" rid="fig7">7</xref>.</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>&#x0394;COD [s]<sub>BPP-APP</sub> results due to 25(OH)D levels.</p>
</caption>
<graphic xlink:href="fnut-11-1501643-g006.tif"/>
</fig>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>&#x0394;Deficit [s]<sub>BPP-APP</sub> results due to 25(OH)D levels.</p>
</caption>
<graphic xlink:href="fnut-11-1501643-g007.tif"/>
</fig>
</sec>
<sec sec-type="discussion" id="sec11">
<label>4</label>
<title>Discussion</title>
<p>In our study, we focused on two main aspects. Firstly, we measured the levels of 25(OH)D in soccer players&#x2019; serum during winter and compared the number of participants with insufficient and sufficient concentrations. The results revealed that 50% of soccer players had an insufficient level or deficit of 25(OH)D (&#x2264; 30&#x2009;ng/mL), with 20% having a deficiency of 25(OH)D (&#x003C;20&#x2009;ng/mL) and 30% having insufficient 25(OH)D levels (between 20&#x2013;30 ng/mL). The remaining 50% had sufficient 25(OH)D levels (&#x003E; 30&#x2009;ng/mL).</p>
<p>Similar results of serum vitamin D concentration, as measured in our study, were also reported by other authors (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref47">47</xref>). Gilic et al. (<xref ref-type="bibr" rid="ref20">20</xref>) found that among the studied youth Croatia soccer players, 54% of 52 had 25(OH)D insufficient concentrations, even though they were living at a southern latitude. Bezuglov et al. (<xref ref-type="bibr" rid="ref32">32</xref>) reported low 25(OH)D levels in 42.8% of 131 youth Russian soccer players residing in Moscow at a north latitude of 55.9&#x00B0;. Bezuglov and colleagues (<xref ref-type="bibr" rid="ref32">32</xref>) explained this by lower training loads during winter compared to the summer.</p>
<p>In our previous study (<xref ref-type="bibr" rid="ref22">22</xref>), we observed that during winter, 12 out of 28 soccer players had 25(OH)D serum concentrations below 20&#x2009;ng/mL, and 14 out of 28 had concentrations below 30&#x2009;ng/mL. Jastrzebska and co-authors (<xref ref-type="bibr" rid="ref47">47</xref>) observed lower 25(OH)D concentration during periods of low sunlight exposure with 24 young soccer players. Conversely, Kondurakis et al. (<xref ref-type="bibr" rid="ref45">45</xref>) observed significantly higher vitamin D concentrations following the six-week off-season period.</p>
<p>These results align with other studies measuring vitamin D concentration in soccer players, indicating a high prevalence of insufficiency and deficiency even in regions with sufficient sunlight (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref48">48</xref>). In addition to disturbed skin synthesis in the winter, authors suggest that intense soccer training affects vitamin D levels (<xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref49">49</xref>). Morton et al. (<xref ref-type="bibr" rid="ref31">31</xref>) observed much lower vitamin D levels during training periods compared to the six-week detraining period, despite the fact that both periods happened in the summer (<xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref49">49</xref>). Kondurakis et al. (<xref ref-type="bibr" rid="ref45">45</xref>) proposed that intense training sessions, by inducing stress, weaken the athletes&#x2019; immune system and play a regulatory role in vitamin D levels (<xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref50">50</xref>, <xref ref-type="bibr" rid="ref51">51</xref>). They supported their hypothesis by testing soccer players during the pre-season and at the beginning of the season, periods of high training and frequent soccer matches (<xref ref-type="bibr" rid="ref45">45</xref>). Vitamin D status is strongly associated with geographic location, season, outdoor or indoor training, and the intensity of training (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref52">52</xref>, <xref ref-type="bibr" rid="ref53">53</xref>). According to recent scientific reports, the increased utilization of 25(OH)D by cells of the immune system for the synthesis of defence substances against stress induced by daily high training loads is a crucial factor (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref50">50</xref>). Additionally, during winter, immune cells use vitamin D more frequently due to the particularly intense period of infections (<xref ref-type="bibr" rid="ref19">19</xref>).</p>
<sec id="sec12">
<label>4.1</label>
<title>Vitamin D and performance</title>
<p>In the second aspect of our study, we investigated whether serum concentration of 25(OH)D affects speed and change of direction performance (COD) in professional soccer players. The main finding was that serum 25(OH)D concentration did not correlate with 5&#x2009;m and 30&#x2009;m linear sprint times, but it did correlate with COD performance. Comparisons between the level of 25(OH)D and &#x0394;5&#x2009;m [s] before-after and between 25(OH)D and &#x0394;30&#x2009;m [s] before-after did not reveal any significant associations. Significant correlations were found between the level of vitamin D and the effect of training on &#x0394;COD [s] before-after (<italic>p</italic>&#x2009;=&#x2009;0.0035) (strong correlation) and &#x0394;deficit [s] before-after (<italic>p</italic>&#x2009;=&#x2009;0.039) (average correlation). In both cases, positive correlations were found, indicating that with an increase in the level of vitamin D, a significantly higher training effect was found. This resulted in a improvement of COD performance and a reduction in the deficit value. We also examined whether soccer players with a vitamin D level below 30&#x2009;ng/mL (insufficient concentration) and those with a level above 30&#x2009;ng/mL (sufficient concentration) experienced the same training effects and achieved similar results in the speed and COD tests. The level of 25(OH)D&#x2009;&#x2264;&#x2009;30 or 25(OH)D&#x2009;&#x003E;&#x2009;30 did not significantly differentiate training effects for the variables &#x0394;5&#x2009;m [s] before-after and &#x0394;30&#x2009;m [s] before-after. However, a significantly higher training effect in the &#x0394;COD [s] before-after was found in soccer players with 25(OH)D&#x2009;&#x003E;&#x2009;30 compared to soccer players with 25(OH)D&#x2009;&#x2264;&#x2009;30 (<italic>p</italic>&#x2009;=&#x2009;0.0019). Also, a significantly higher training effect was found in case of &#x0394;deficit [s] before-after in soccer players with 25(OH)D&#x2009;&#x003E;&#x2009;30 compared to soccer players with 25(OH)D&#x2009;&#x2264;&#x2009;30 (<italic>p</italic>&#x2009;=&#x2009;0.017). The results presented by other authors on the effect of vitamin D levels on performance are inconsistent. Most researchers studying soccer players confirm a positive correlation between vitamin D levels and speed and strength (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref45">45</xref>). In Gilic et al.&#x2019;s (<xref ref-type="bibr" rid="ref20">20</xref>) study with 52 young Croatian soccer players, better results were observed in speed tests over distances of 10&#x2009;m and 20&#x2009;m, as well as in COD tests in players with higher 25(OH)D. In our previous study (<xref ref-type="bibr" rid="ref22">22</xref>) with 28 soccer players, we observed that the level of vitamin D at different times of the year influenced the results of speed tests over distances of 5&#x2009;m and 30&#x2009;m. Significant differences in 25(OH)D and 5&#x2009;m speed test results were observed following summer compared with winter. Our results are consistent with the data presented by Jastrzebska et al. (<xref ref-type="bibr" rid="ref42">42</xref>), Koundourakis et al. (<xref ref-type="bibr" rid="ref45">45</xref>), and Ksi&#x0105;&#x017C;ek et al. (<xref ref-type="bibr" rid="ref30">30</xref>). In our research, similar to Jastrzebska et al. (<xref ref-type="bibr" rid="ref42">42</xref>), soccer players with higher concentrations of 25(OH)D achieved better results in COD tests. They also achieved significantly better results on the deficit variable, which determines the differences in time over a distance of 30&#x2009;m in a straight line and 30&#x2009;m in a zig-zag manner. Unlike in our research, Jastrzebska and colleagues (<xref ref-type="bibr" rid="ref42">42</xref>) found significant positive correlations between 25(OH)D concentration and sprint results over distances of 10&#x2009;m and 30&#x2009;m. The authors confirmed that players with a higher vitamin D level reached better results in the speed tests. They explained this by stating that the vitamin D resources stored in athletes&#x2019; bodies effectively influence the level of their anaerobic fitness. However, they concluded that it is still unclear whether the observed changes are due to differences in 25(OH)D concentration or applied training loads. In their opinion, the changes in speed and explosive power demonstrated in their study were caused by the applied training loads rather than by changes in 25(OH)D concentration. In turn, Skalska et al. (<xref ref-type="bibr" rid="ref54">54</xref>) suggested that a higher 25(OH)D concentration with the same training load can effectively improve the level of anaerobic fitness. Also, Ksi&#x0105;&#x017C;ek and colleagues (<xref ref-type="bibr" rid="ref29">29</xref>) determined the relationship between 25-(OH)D concentration and performance in 24 soccer players. These authors showed a significant association between 3-epi-25-(OH)D3 and handgrip strength and vertical jump variables in soccer players and concluded that vitamin D metabolites might be involved in skeletal muscle function (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref55">55</xref>). Contrary to the previous study, some authors did not confirm an association between vitamin D serum concentrations and strength performance in soccer players (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref29">29</xref>). Ksi&#x0105;&#x017C;ek et al. (<xref ref-type="bibr" rid="ref29">29</xref>) did not find any correlations between 25(OH)D concentration and muscle strength or maximum oxygen uptake in Polish youth soccer players. Also, Branstrom et al. (<xref ref-type="bibr" rid="ref5">5</xref>) in a study with Swedish female soccer players did not confirm a correlation between 25(OH)D and muscle performance assessed through isokinetic knee extension and flexion, countermovement jump, and sprint running.</p>
<p>Mechanisms by which vitamin D can influence speed performance are still hypothetical (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref36">36</xref>). Vitamin D controls and regulates the expression of muscle proteins and other cellular proteins synthesis, which are involved in calcium signaling and phosphate-dependent cellular metabolism, including energy resynthesis from ATP and phosphocreatine (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref38">38</xref>, <xref ref-type="bibr" rid="ref56">56</xref>). Also, vitamin D influences muscle cellular calcium concentrations, which directly impact muscle contraction (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref57">57</xref>). Vitamin D increases the influx of calcium into the cytoplasm by activating cellular kinases, empowering calcium to bind to the troponin-tropomyosin complex, resulting in exposure to active binding sites and allowing muscle contraction (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref58">58</xref>). The more calcium ions are released into the cytoplasmic area, the more efficient the movement of myosin fibers through actin filaments, which may result in greater muscle contractile force and directly impact results in sprint and change of direction performance (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref56">56</xref>). Additionally, VDR receptors present in myofibrils suggest a vitamin D genomic effect in their area by increasing the synthesis of muscle fibers (<xref ref-type="bibr" rid="ref57">57</xref>). Vitamin D influences the size of fast-twitch fibers (<xref ref-type="bibr" rid="ref37">37</xref>), which are important for the explosive type of human movement. Fast-twitch muscles can increase the muscle&#x2019;s ability to generate energy very fast, resulting in higher speed and better neuromuscular coordination (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref59">59</xref>). Vitamin D also increases the expression of IGF-1, which has an important role in muscle remodeling and hypertrophy (<xref ref-type="bibr" rid="ref31">31</xref>). It is also worth adding that a higher level of vitamin D affects the synthesis of testosterone, which increases the synthesis of muscle proteins and indirectly affects muscle cellular metabolism and, finally, muscular speed and strength (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref37">37</xref>).</p>
<p>Due to the high use of vitamin D by athletes&#x2019; bodies every day, its level should be monitored throughout the year (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref22">22</xref>). In the case of football players whose blood tests show a deficit or low level of 25(OH)D, it should be supplemented (<xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref45">45</xref>). Our results confirmed previous studies that in soccers whose 25(OH)D level was above 30&#x2009;ng/mL at the beginning of the preparatory period, training loads significantly improved speed (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref45">45</xref>). However, much research still needs to be done in this area to clearly confirm our results.</p>
<p>Our study has several limitations. Firstly, the absence of a control group impacts the robustness of our findings. Additionally, we did not measure dietary vitamin D intake and serum vitamin D concentration after the preparatory period. The study also did not assess other molecules such as 1.25(OH)D, Vitamin D Binding Protein (VDBP), or molecular variables such as vitamin D receptor (VDR) polymorphism or its mutations. These omissions limit the accuracy of interpreting potential mechanisms influencing vitamin D&#x2019;s impact on performance. Furthermore, the study&#x2019;s small sample size, limited to professional soccer players, restricts the generalizability of our results to other sports. Exploring the effects of various training stresses on vitamin D status could yield interesting insights but was not addressed in this study. In turn the strengths of our study include the research group, which consisted of professional Premier League soccers, and the project&#x2019;s assumptions, which require minimal financial resources and are easy to implement by coaches in most soccer clubs. In the future, we plan to conduct similar studies with other groups of athletes, incorporating vitamin D supplementation.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec13">
<label>5</label>
<title>Conclusion</title>
<p>In summary, we conclude that participants with higher 25(OH)D levels achieved superior results in the COD test and demonstrated better outcomes in the deficit measures, affirming the positive influence of 25(OH)D on muscle metabolism. The practical implications of our findings suggest that low vitamin D levels may impair muscle function, which could be reflected in poorer performance test results.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec14">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="sec15">
<title>Ethics statement</title>
<p>The studies involving humans were approved by The Bioethical Committee of the Academy of Physical Education in Katowice. 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. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec sec-type="author-contributions" id="sec16">
<title>Author contributions</title>
<p>MM: Conceptualization, Project administration, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. MK: Data curation, Writing &#x2013; review &#x0026; editing. GZ: Methodology, Resources, Writing &#x2013; review &#x0026; editing. RR: Formal analysis, Writing &#x2013; review &#x0026; editing. AG: Project administration, Supervision, Visualization, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec17">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec18">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="AI-statement" id="sec018">
<title>Generative AI statement</title>
<p>The authors declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec19">
<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>
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