Vitamin D-related polymorphisms and vitamin D levels as risk biomarkers of COVID-19 infection severity
Ana Teresa Freitas, Conceição Calhau, Gonçalo Antunes, Beatriz Araújo, Matilde Bandeira, Sofia Barreira, Filipa Bazenga, Sandra Braz, Daniel Caldeira, Susana Constantino Rosa Santos, Ana Faria, Daniel Faria, Marta Fraga, Beatriz Nogueira-Garcia, Lúcia Gonçalves, Pavlo Kovalchuk, Luísa Lacerda, Hugo Lopes, Daniel Luís, Fábio Medeiros, Ana M P Melo, José Melo-Cristino, Ana Miranda, Clara Pereira, Ana Teresa Pinto, João Pinto, Helena Proença, Angélica Ramos, João P. R. Rato, Filipe Rocha, Júlio César Rocha, André Moreira-Rosário, Helena Vazão, Yuliya Volovetska, João-Tiago Guimarães, Fausto Pinto
doi:10.1101/2021.03.22.21254032
Biotechnology SA, declare that the company developed a genetic test, the MyVitDGenes®, that was used to evaluate all the polymorphisms under analysis in this work. All other authors have declared that no conflict of interest exists.
Data analysis. Clinical history, genotypic and phenotypic data was evaluated using statistical, machine learning and polygenic risk scores methodologies. Vitamin D polymorphisms prevalence in different populations was obtained from 1000 Genomes database (https://www.internationalgenome.org/) and from HeartGenetics's research database for the Portuguese population, with more than 8,000 Portuguese individuals. Regarding the methodological approach, the following steps were undertaken: 1. Data cleaning and validation: All variables were analysed for outliers and missing values. Some discrepancies, such as different units of measure and data entry errors, were identified and fixed. No imputation was made. Regarding data transformation, both disease severity and vitamin D levels were categorized in different levels, and the genetic variants were aggregated in PRSs.
Descriptive analysis: A complete, graphical descriptive analysis of the data was created for all variables of interest as univariate analysis. Data are presented as numbers or percentages for categorical variables, while continuous variables are shown as mean and standard deviation, and median and interquartile range (25th percentile -75th percentile).
Analysis of data distribution: The data normality was accessed using Shapiro-Wilk test and D'Agostino Pearson's test. Statistical normality testing is relevant in order to set up the category of statistical methods (parametric or non-parametric) used in further..
References
Coperchini, The cytokine storm in COVID-19: An overview of the involvement of the chemokine/chemokine-receptor system, Cytokine Growth Factor Rev,
doi:10.1016/j.cytogfr.2020.05.003
Daneshkhah, The Possible Role of Vitamin D in Suppressing Cytokine Storm and Associated Mortality in COVID-19 Patients, medRxiv,
doi:10.1101/2020.04.08.20058578
Delanghe, Behind the scenes of vitamin D binding protein: more than vitamin D binding, Best Pract Res Clin Endocrinol Metab,
doi:10.1016/j.beem.2015.06.006
Duarte, Prevalence of vitamin D deficiency and its predictors in the Portuguese population: a nationwide population-based study, Arch Osteoporos,
doi:10.1007/s11657-020-0695-x
Holick, Evaluation, treatment, and prevention of vitamin D deficiency: an Endocrine Society clinical practice guideline, J Clin Endocrinol Metab,
doi:10.1210/jc.2011-0385
Holick, The vitamin D deficiency pandemic: Approaches for diagnosis, treatment and prevention, Rev Endocr Metab Disord,
doi:10.1007/s11154-017-9424-1
Jiang, Genome-wide association study in 79,366 European-ancestry individuals informs the genetic architecture of 25-hydroxyvitamin D levels, Nat Commun,
doi:10.1038/s41467-017-02662-2
Kew, The Vitamin D Binding Protein and Inflammatory Injury: A Mediator or Sentinel of Tissue Damage?, Front. Endocrinol,
doi:10.3389/fendo.2019.00470
Lips, Current vitamin D status in European and Middle East countries and strategies to prevent vitamin D deficiency: a position statement of the European Calcified Tissue Society, Eur. J. Endocrinol,
doi:10.1530/EJE-18-0736
Manousaki, Genome-wide Association Study for Vitamin D Levels Reveals
Rhodes, Editorial: low population mortality from COVID-19 in countries south of latitude 35 degrees North supports vitamin D as a factor determining severity, Aliment. Pharmacol. Ther,
doi:10.1111/apt.15777
Stagi, Vitamin D levels and effects of vitamin D replacement in children with periodic fever, aphthous stomatitis, pharyngitis, and cervical adenitis (PFAPA) syndrome, Int J Pediatr Otorhinolaryngol,
doi:10.1016/j.ijporl.2014.03.026
Vimaleswaran, Association of vitamin D status with arterial blood pressure and hypertension risk: a mendelian randomisation study, Lancet Diabetes Endocrinol,
doi:10.1016/S2213-8587
Xu, The importance of vitamin d metabolism as a potential prophylactic, immunoregulatory and neuroprotective treatment for COVID-19, J Transl Med,
doi:10.1186/s12967-020-02488-5
Yao, Effects of Genetic and Nongenetic Factors on Total and Bioavailable 25(OH)D Responses to Vitamin D Supplementation, J Clin Endocrinol Metab,
doi:10.1210/jc.2016-2930
{ 'institution': [{'name': 'medRxiv'}],
'indexed': {'date-parts': [[2023, 6, 13]], 'date-time': '2023-06-13T17:50:22Z', 'timestamp': 1686678622125},
'posted': {'date-parts': [[2021, 3, 26]]},
'group-title': 'Infectious Diseases (except HIV/AIDS)',
'reference-count': 20,
'publisher': 'Cold Spring Harbor Laboratory',
'content-domain': {'domain': [], 'crossmark-restriction': False},
'accepted': {'date-parts': [[2021, 3, 26]]},
'abstract': '<jats:title>Abstract</jats:title><jats:sec><jats:title>Background</jats:title><jats:p>Vitamin '
'D is a fundamental regulator of host defences by activating genes related to innate and '
'adaptive immunity. Previous research shows a correlation between the levels of vitamin D in '
'patients infected with SARS-CoV-2 and the degree of disease severity. This work investigates '
'the impact of the genetic background related to vitamin D pathways on COVID-19 severity. For '
'the first time, the Portuguese population was characterized regarding the prevalence of high '
'impact variants in genes associated with the vitamin D '
'pathways.</jats:p></jats:sec><jats:sec><jats:title>Methods</jats:title><jats:p>This study '
'enrolled 517 patients admitted to two tertiary Portuguese hospitals. The serum concentration '
'of 25 (OH)D, was measured in the hospital at the time of patient admission. Genetic variants, '
'18 variants, in the genes <jats:italic>AMDHD1, CYP2R1, CYP24A1, DHCR7, GC, '
'SEC23A</jats:italic>, and <jats:italic>VDR</jats:italic> were '
'analysed.</jats:p></jats:sec><jats:sec><jats:title>Results</jats:title><jats:p>The results '
'show that polymorphisms in the vitamin D binding protein encoded by the '
'<jats:italic>GC</jats:italic> gene are related to the infection severity '
'(<jats:italic>p</jats:italic> = 0.005). There is an association between vitamin D polygenic '
'risk score and the serum concentration of 25 (OH)D (<jats:italic>p</jats:italic> = 0.042). '
'There is an association between 25 (OH)D levels and the survival and fatal outcomes '
'(<jats:italic>p</jats:italic> = 1.5e-4). The Portuguese population has a higher prevalence of '
'the <jats:italic>DHCR7</jats:italic> RS12785878 variant when compared with its prevalence in '
'the European population (19% versus '
'10%).</jats:p></jats:sec><jats:sec><jats:title>Conclusion</jats:title><jats:p>This study '
'shows a genetic susceptibility for vitamin D deficiency that might explain higher severity '
'degrees in COVID-19 patients. These results reinforce the relevance of personalized '
'strategies in the context of viral diseases.</jats:p></jats:sec><jats:sec><jats:title>Trial '
'registration</jats:title><jats:p>NCT04370808</jats:p></jats:sec>',
'DOI': '10.1101/2021.03.22.21254032',
'type': 'posted-content',
'created': {'date-parts': [[2021, 3, 26]], 'date-time': '2021-03-26T17:47:41Z', 'timestamp': 1616780861000},
'source': 'Crossref',
'is-referenced-by-count': 2,
'title': 'Vitamin D-related polymorphisms and vitamin D levels as risk biomarkers of COVID-19 infection '
'severity',
'prefix': '10.1101',
'author': [ { 'ORCID': 'http://orcid.org/0000-0002-2997-5990',
'authenticated-orcid': False,
'given': 'Ana Teresa',
'family': 'Freitas',
'sequence': 'first',
'affiliation': []},
{ 'ORCID': 'http://orcid.org/0000-0001-9567-3379',
'authenticated-orcid': False,
'given': 'Conceição',
'family': 'Calhau',
'sequence': 'additional',
'affiliation': []},
{'given': 'Gonçalo', 'family': 'Antunes', 'sequence': 'additional', 'affiliation': []},
{'given': 'Beatriz', 'family': 'Araújo', 'sequence': 'additional', 'affiliation': []},
{'given': 'Matilde', 'family': 'Bandeira', 'sequence': 'additional', 'affiliation': []},
{'given': 'Sofia', 'family': 'Barreira', 'sequence': 'additional', 'affiliation': []},
{'given': 'Filipa', 'family': 'Bazenga', 'sequence': 'additional', 'affiliation': []},
{'given': 'Sandra', 'family': 'Braz', 'sequence': 'additional', 'affiliation': []},
{ 'ORCID': 'http://orcid.org/0000-0002-2520-5673',
'authenticated-orcid': False,
'given': 'Daniel',
'family': 'Caldeira',
'sequence': 'additional',
'affiliation': []},
{ 'ORCID': 'http://orcid.org/0000-0002-5711-1292',
'authenticated-orcid': False,
'given': 'Susana Constantino Rosa',
'family': 'Santos',
'sequence': 'additional',
'affiliation': []},
{'given': 'Ana', 'family': 'Faria', 'sequence': 'additional', 'affiliation': []},
{'given': 'Daniel', 'family': 'Faria', 'sequence': 'additional', 'affiliation': []},
{'given': 'Marta', 'family': 'Fraga', 'sequence': 'additional', 'affiliation': []},
{'given': 'Beatriz', 'family': 'Nogueira-Garcia', 'sequence': 'additional', 'affiliation': []},
{'given': 'Lúcia', 'family': 'Gonçalves', 'sequence': 'additional', 'affiliation': []},
{'given': 'Pavlo', 'family': 'Kovalchuk', 'sequence': 'additional', 'affiliation': []},
{'given': 'Luísa', 'family': 'Lacerda', 'sequence': 'additional', 'affiliation': []},
{'given': 'Hugo', 'family': 'Lopes', 'sequence': 'additional', 'affiliation': []},
{'given': 'Daniel', 'family': 'Luís', 'sequence': 'additional', 'affiliation': []},
{'given': 'Fábio', 'family': 'Medeiros', 'sequence': 'additional', 'affiliation': []},
{ 'ORCID': 'http://orcid.org/0000-0003-0695-3817',
'authenticated-orcid': False,
'given': 'Ana M. P.',
'family': 'Melo',
'sequence': 'additional',
'affiliation': []},
{'given': 'José', 'family': 'Melo-Cristino', 'sequence': 'additional', 'affiliation': []},
{'given': 'Ana', 'family': 'Miranda', 'sequence': 'additional', 'affiliation': []},
{'given': 'Clara', 'family': 'Pereira', 'sequence': 'additional', 'affiliation': []},
{'given': 'Ana Teresa', 'family': 'Pinto', 'sequence': 'additional', 'affiliation': []},
{'given': 'João', 'family': 'Pinto', 'sequence': 'additional', 'affiliation': []},
{'given': 'Helena', 'family': 'Proença', 'sequence': 'additional', 'affiliation': []},
{'given': 'Angélica', 'family': 'Ramos', 'sequence': 'additional', 'affiliation': []},
{'given': 'João', 'family': 'P. R. Rato', 'sequence': 'additional', 'affiliation': []},
{'given': 'Filipe', 'family': 'Rocha', 'sequence': 'additional', 'affiliation': []},
{'given': 'Júlio', 'family': 'César Rocha', 'sequence': 'additional', 'affiliation': []},
{'given': 'André', 'family': 'Moreira-Rosário', 'sequence': 'additional', 'affiliation': []},
{'given': 'Helena', 'family': 'Vazão', 'sequence': 'additional', 'affiliation': []},
{'given': 'Yuliya', 'family': 'Volovetska', 'sequence': 'additional', 'affiliation': []},
{'given': 'João-Tiago', 'family': 'Guimarães', 'sequence': 'additional', 'affiliation': []},
{ 'ORCID': 'http://orcid.org/0000-0002-8034-4529',
'authenticated-orcid': False,
'given': 'Fausto',
'family': 'Pinto',
'sequence': 'additional',
'affiliation': []}],
'member': '246',
'reference': [ { 'key': '2021032806501663000_2021.03.22.21254032v1.1',
'doi-asserted-by': 'crossref',
'first-page': '25',
'DOI': '10.1016/j.cytogfr.2020.05.003',
'article-title': 'The cytokine storm in COVID-19: An overview of the involvement of the '
'chemokine/chemokine-receptor system',
'volume': '53',
'year': '2020',
'journal-title': 'Cytokine Growth Factor Rev'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.2',
'doi-asserted-by': 'crossref',
'unstructured': 'Daneshkhah A , et al. The Possible Role of Vitamin D in Suppressing '
'Cytokine Storm and Associated Mortality in COVID-19 atients. medRxiv '
'2020.04.08.20058578. https://doi.org/10.1101/2020.04.08.20058578',
'DOI': '10.1101/2020.04.08.20058578'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.3',
'doi-asserted-by': 'publisher',
'DOI': '10.2310/JIM.0b013e31821b8755'},
{ 'issue': '9',
'key': '2021032806501663000_2021.03.22.21254032v1.4',
'doi-asserted-by': 'crossref',
'first-page': '719',
'DOI': '10.1016/S2213-8587(14)70113-5',
'article-title': 'Association of vitamin D status with arterial blood pressure and '
'hypertension risk: a mendelian randomisation study',
'volume': '2',
'year': '2014',
'journal-title': 'Lancet Diabetes Endocrinol'},
{ 'issue': '4',
'key': '2021032806501663000_2021.03.22.21254032v1.5',
'doi-asserted-by': 'crossref',
'first-page': '23',
'DOI': '10.1530/EJE-18-0736',
'article-title': 'Current vitamin D status in European and Middle East countries and '
'strategies to prevent vitamin D deficiency: a position statement of the '
'European Calcified Tissue Society',
'volume': '180',
'year': '2019',
'journal-title': 'Eur. J. Endocrinol'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.6',
'doi-asserted-by': 'crossref',
'first-page': 'x260',
'DOI': '10.1038/s41467-017-02662-2',
'article-title': 'Genome-wide association study in 79,366 European-ancestry individuals '
'informs the genetic architecture of 25-hydroxyvitamin D levels',
'volume': '9',
'year': '2018',
'journal-title': 'Nat Commun'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.7',
'doi-asserted-by': 'publisher',
'DOI': '10.1016/j.ajhg.2020.01.017'},
{ 'issue': '1',
'key': '2021032806501663000_2021.03.22.21254032v1.8',
'doi-asserted-by': 'crossref',
'first-page': '100',
'DOI': '10.1210/jc.2016-2930',
'article-title': 'Effects of Genetic and Nongenetic Factors on Total and Bioavailable '
'25(OH)D Responses to Vitamin D Supplementation',
'volume': '102',
'year': '2017',
'journal-title': 'J Clin Endocrinol Metab'},
{ 'issue': '12',
'key': '2021032806501663000_2021.03.22.21254032v1.9',
'first-page': '1434',
'article-title': 'Editorial: low population mortality from COVID-19 in countries south of '
'latitude 35 degrees North supports vitamin D as a factor determining '
'severity',
'volume': '52',
'year': '2020',
'journal-title': 'Aliment. Pharmacol. Ther'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.10',
'doi-asserted-by': 'crossref',
'first-page': '36',
'DOI': '10.1007/s11657-020-0695-x',
'article-title': 'Prevalence of vitamin D deficiency and its predictors in the Portuguese '
'population: a nationwide population-based study',
'volume': '15',
'year': '2020',
'journal-title': 'Arch Osteoporos'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.11',
'doi-asserted-by': 'publisher',
'DOI': '10.1016/S1473-3099(20)30483-7'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.12',
'doi-asserted-by': 'publisher',
'DOI': '10.1136/thx.2010.140921'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.13',
'doi-asserted-by': 'publisher',
'DOI': '10.1002/cbf.2835'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.14',
'doi-asserted-by': 'publisher',
'DOI': '10.1016/j.beem.2015.06.006'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.15',
'doi-asserted-by': 'crossref',
'first-page': '470',
'DOI': '10.3389/fendo.2019.00470',
'article-title': 'The Vitamin D Binding Protein and Inflammatory Injury: A Mediator or '
'Sentinel of Tissue Damage?',
'volume': '10',
'year': '2019',
'journal-title': 'Front. Endocrinol'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.16',
'doi-asserted-by': 'crossref',
'first-page': '322',
'DOI': '10.1186/s12967-020-02488-5',
'article-title': 'The importance of vitamin d metabolism as a potential prophylactic, '
'immunoregulatory and neuroprotective treatment for COVID-19',
'volume': '18',
'year': '2020',
'journal-title': 'J Transl Med'},
{ 'issue': '2',
'key': '2021032806501663000_2021.03.22.21254032v1.17',
'doi-asserted-by': 'crossref',
'first-page': '153',
'DOI': '10.1007/s11154-017-9424-1',
'article-title': 'The vitamin D deficiency pandemic: Approaches for diagnosis, treatment '
'and prevention',
'volume': '18',
'year': '2017',
'journal-title': 'Rev Endocr Metab Disord'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.18',
'doi-asserted-by': 'publisher',
'DOI': '10.1210/jc.2011-0385'},
{ 'issue': '6',
'key': '2021032806501663000_2021.03.22.21254032v1.19',
'doi-asserted-by': 'crossref',
'first-page': '964',
'DOI': '10.1016/j.ijporl.2014.03.026',
'article-title': 'Vitamin D levels and effects of vitamin D replacement in children with '
'periodic fever, aphthous stomatitis, pharyngitis, and cervical adenitis '
'(PFAPA) syndrome',
'volume': '78',
'year': '2014',
'journal-title': 'Int J Pediatr Otorhinolaryngol'},
{ 'key': '2021032806501663000_2021.03.22.21254032v1.20',
'first-page': '103',
'article-title': 'The REDCap consortium: Building an international community of software '
'platform partners',
'volume': '95',
'year': '2019',
'journal-title': 'J Biomed Inform'}],
'container-title': [],
'original-title': [],
'link': [ { 'URL': 'https://syndication.highwire.org/content/doi/10.1101/2021.03.22.21254032',
'content-type': 'unspecified',
'content-version': 'vor',
'intended-application': 'similarity-checking'}],
'deposited': { 'date-parts': [[2021, 3, 28]],
'date-time': '2021-03-28T13:50:31Z',
'timestamp': 1616939431000},
'score': 1,
'resource': {'primary': {'URL': 'http://medrxiv.org/lookup/doi/10.1101/2021.03.22.21254032'}},
'subtitle': [],
'short-title': [],
'issued': {'date-parts': [[2021, 3, 26]]},
'references-count': 20,
'URL': 'http://dx.doi.org/10.1101/2021.03.22.21254032',
'relation': {},
'published': {'date-parts': [[2021, 3, 26]]},
'subtype': 'preprint'}