Covid-19: Fat, Obesity, Inflammation, Ethnicity, and Sex Differences
Abstract
:1. Introduction
2. Visceral Fat and Subcutaneous Fat
3. The Obesity Paradox
4. Ethnicity/Race/Population as a Risk Factor
5. Sex as a Risk Factor
6. Conclusions
Author Contributions
Funding
Conflicts of Interest
References
- Grasselli, G.; Zangrillo, A.; Zanella, A.; Antonelli, M.; Cabrini, L.; Castelli, A.; Cereda, D.; Coluccello, A.; Foti, G.; Fumagalli, R.; et al. Baseline characteristics and outcomes of 1591 patients infected with SARS-CoV-2 admitted to ICUs of the Lombardy Region, Italy. JAMA 2020. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Wu, Z.; McGoogan, J.M. Characteristics of and important lessons from the coronavirus disease 2019 (COVID-19) outbreak in china: Summary of a report of 72,314 cases from the Chinese Center for Disease Control and Prevention. JAMA 2020, 323, 1239–1242. [Google Scholar] [CrossRef] [PubMed]
- Guan, W.-J.; Ni, Z.-Y.; Hu, Y.; Liang, W.H.; Ou, C.Q.; He, J.X.; Liu, L.; Shan, H.; Lei, C.L.; Hui, D.S.; et al. Clinical Characteristics of Coronavirus Disease 2019 in China. N. Engl. J. Med. 2020. [Google Scholar] [CrossRef] [PubMed]
- Yang, J.; Zheng, Y.; Gou, X.; Pu, K.; Chen, Z.; Guo, Q.; Ji, R.; Wang, H.; Wang, Y.; Zhou, Y. Prevalence of comorbidities in the novel Wuhan coronavirus (COVID-19) infection: A systematic review and meta-analysis. Int. J. Infect. Dis. 2020. [Google Scholar] [CrossRef] [PubMed]
- Zhou, F.; Yu, T.; Du, R.; Fan, G.; Liu, Y.; Liu, Z.; Xiang, J.; Wang, Y.; Song, B.; Gu, X.; et al. Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: A retrospective cohort study. Lancet 2020, 395, 1054–1062. [Google Scholar] [CrossRef]
- Van Graal, L.F.; Mertens, I.L.; de Block, C.E. Mechanisms linking obesity with cardiovascular disease. Nature 2006, 444, 875–880. [Google Scholar] [CrossRef] [PubMed]
- Qiang, G.; Kong, H.W.; Fang, D.; McCann, M.; Yang, X.; Du, G.; Blüher, M.; Zhu, J.; Liew, C.W. The obesity-induced transcriptional regulator TRIP-Br2 mediates visceral fat endoplasmic reticulum stress-induced inflammation. Nat. Commun. 2016, 7, 11378. [Google Scholar] [CrossRef] [PubMed]
- Murugan, A.T.; Sharma, G. Obesity and respiratory diseases. Chron. Respir. Dis. 2008, 5, 233–242. [Google Scholar] [CrossRef] [Green Version]
- Maffetone, P.B.; Laursen, P.B. The perfect storm: Covid-19 pandemic meets overfat pandemic. Front. Public Health 2020, 8, 135. [Google Scholar] [CrossRef] [Green Version]
- Bornstein, S.R.; Dalan, R.; Hopkins, D.; Mingrone, G.; Boehm, B.O. Endocrine and metabolic link to coronavirus infection. Nat. Rev. Endocrinol. 2020. [Google Scholar] [CrossRef] [Green Version]
- Van Kerkhove, M.D.; Vandemaele, K.A.; Shinde, V.; Jaramillo-Gutierrez, G.; Koukounari, A.; Donnelly, C.A.; Carlino, L.O.; Owen, R.; Paterson, B.; Pelletier, L.; et al. Risk factors for severe outcomes following 2009 influenza A (H1N1) infection: A global pooled analysis. PLoS Med. 2011, 8, e100. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Moser, J.S.; Galindo-Fraga, A.; Ortiz-Hernandez, A.A.; Gu, W.; Hunsberger, S.; Galán-Herrera, J.F.; Guerrero, M.L.; Ruiz-Palacios, G.M.; Beigel, J.H. Underweight, overweight, and obesity as independent risk factors for hospitalization in adults and children from influenza and other respiratory viruses. Influenza Other Respir. Viruses 2019, 13, 3–9. [Google Scholar] [CrossRef] [PubMed]
- Rantala, M.J.; Coetzee, V.; Moore, F.R.; Skrinda, I.; Kecko, S.; Krama, T.; Kivleniece, I.; Krams, I. Adiposity, compared with masculinity, serves as a more valid cue to immunocompetence in human mate choice. Proc. R. Soc. B 2013, 280, 20122495. [Google Scholar] [CrossRef] [PubMed]
- Cai, Q.; Chen, F.; Wang, T.; Luo, F.; Liu, X.; Wu, Q.; He, Q.; Wang, Z.; Liu, Y.; Liu, L.; et al. Obesity and COVID-19 severity in a designated hospital in Shenzhen, China. Diabetes Care 2020. [Google Scholar] [CrossRef] [PubMed]
- Watanabe, M.; Caruso, D.; Tuccinardi, D.; Risi, R.; Zerunian, M.; Polici, M.; Pucciarelli, F.; Tarallo, M.; Strigari, L.; Manfrini, S.; et al. Visceral fat shows the strongest association with the need of intensive care in patients with COVID-19. Metabolism 2020, 111, 154319. [Google Scholar] [CrossRef] [PubMed]
- Simonnet, A.; Chetboun, M.; Poissy, J.; Raverdy, V.; Noulette, J.; Duhamel, A.; Labreuche, J.; Mathieu, D.; Pattou, F.; Jourdain, M.; et al. High prevalence of obesity in severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) requiring invasive mechanical ventilation. Obesity 2020. [Google Scholar] [CrossRef]
- Jones, D.S. History in a crisis—Lessons for Covid-19. N. Engl. J. Med. 2020. [Google Scholar] [CrossRef]
- Hamer, M.; Gale, C.R.; Kivimäki, M.; Batty, D. Overweight, obesity, and risk of hospitalization for COVID-19: A community-based cohort study of adults in the United Kingdom. Proc. Natl. Acad. Sci. USA 2020. [Google Scholar] [CrossRef]
- Chau, Y.-Y.; Bandiera, R.; Serrels, A.; Martínez-Estrada, O.M.; Qing, W.; Lee, M.; Slight, J.; Thornburn, A.; Berry, R.; McHaffie, S.; et al. Visceral and subcutaneous fat have different origins and evidence supports a mesothelial source. Nat. Cell Biol. 2014, 16, 367–375. [Google Scholar] [CrossRef] [Green Version]
- Neeland, I.J.; Ross, R.; Despres, J.-P.; Matsuzawa, Y.; Yamashita, S.; Shai, I.; Seidell, J.; Magni, P.; Santos, R.D.; Arsenault, B.; et al. Visceral and ectopic fat, atherosclerosis, and cardiometabolic disease: A position statement. Lancet Diabetes Endocrinol. 2019, 7, P715–P725. [Google Scholar] [CrossRef]
- Battisti, S.; Pedone, C.; Napoli, N.; Russo, E.; Agnoletti, V.; Nigra, S.G.; Dengo, C.; Mughetti, M.; Conte, C.; Pozzilli, P.; et al. Computed tomography highlights increased visceral adiposity associated with critical illness in COVID-19. Diabetes Care 2020, 43, e129–e130. [Google Scholar] [CrossRef] [PubMed]
- Malavazos, A.E.; Romanelli, M.M.C.; Bandera, F.; Iacobellis, G. Targeting the adipose tissue in COVID-19. Obesity 2020, 28, 1178–1179. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Coelho, M.; Oliveira, T.; Fernandes, R. Biochemistry of adipose tissue: An endocrine organ. Arch. Med. Sci. 2013, 9, 191–200. [Google Scholar] [CrossRef] [Green Version]
- Moore, J.B.; June, C.H. Cytokine release syndrome in severe COVID-19. Science 2020, eabb8925. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Spalding, K.L.; Bernard, S.; Näslund, E.; Salehpour, M.; Possnert, G.; Appelsved, L.; Fu, K.Y.; Alkass, K.; Druid, H.; Thorell, A.; et al. Impact of fat mass and distribution on lipid turnover in human adipose tissue. Nat. Comm. 2017, 8, 15253. [Google Scholar] [CrossRef]
- Lavie, C.L.; Alpert, M.A.; Arena, R.; Milani, R.V.; Ventura, H.O. Impact of obesity and the obesity paradox on prevalence and prognosis in heart failure. JACC Heart Fail. 2013, 1, 93–102. [Google Scholar] [CrossRef]
- Singanayagam, A.; Singanayagam, A.; Chalmers, J.D. Obesity is associated with improved survival in community-acquired pneumonia. Eur. Resp. J. 2013, 42, 180–187. [Google Scholar] [CrossRef] [Green Version]
- Speakman, J.R. The evolution of body fatness: Trading off disease and predation risk. J. Exp. Biol. 2018, 221, jeb167254. [Google Scholar] [CrossRef] [Green Version]
- Fontana, L.; Eagon, J.C.; Trujillo, M.E.; Scherer, P.E.; Klein, S. Visceral fat adipokine secretion is associated with systemic inflammation in obese humans. Diabetes 2007, 56, 1010–1013. [Google Scholar] [CrossRef] [Green Version]
- Krams, I.; Rantala, M.J.; Luoto, S.; Krama, T. Fat is not just an energy store. J. Exp. Biol. 2018, 221, jeb183756. [Google Scholar] [CrossRef] [Green Version]
- Honce, R.; Schultz-Cherry, S. Impact of obesity on influenza A virus pathogenesis, immune response, and evolution. Front. Immunol. 2019, 10, 1071. [Google Scholar] [CrossRef]
- Okabe, Y.; Medzhitov, R. Tissue-specific signals control reversible program of localization and functional polarization of macrophages. Cell 2014, 157, 832–844. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Han, S.-J.; Glatman Zaretsky, A.; Andrade-Oliveira, V.; Collins, N.; Dzutsev, A.; Shaik, J.; da Fonseca, D.M.; Harrison, O.J.; Tamoutounour, S.; Byrd, A.L.; et al. White adipose tissue is a reservoir for memory T cells and promotes protective memory responses to infection. Immunity 2017, 47, 1154–1168. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Jones, D.D.; Racine, R.; Wittmer, S.T.; Harston, L.; Papillion, A.M.; Dishaw, L.M.; Randall, T.D.; Woodland, D.L.; Winslow, G.M. The omentum is a site of protective IgM production during intracellular bacterial infection. Infect. Immun. 2015, 83, 2138–2147. [Google Scholar] [CrossRef] [Green Version]
- Rangel-Moreno, J.; Moyron-Quiroz, J.E.; Carragher, D.M.; Kusser, K.; Hartson, L.; Moquin, A.; Randall, T.D. Omental milky spots develop in the absence of lymphoid tissue-inducer cells and support B and T cell responses to peritoneal antigens. Immunity 2009, 30, 731–743. [Google Scholar] [CrossRef] [Green Version]
- Zhang, Y.; Somers, K.R.; Becari, C.; Polonis, K.; Pfeifer, M.A.; Allen, A.M.; Kellogg, T.A.; Covassini, N.; Singh, P. Comparative expression of renin-angiotensin pathway proteins in visceral versus subcutaneous fat. Front. Physiol. 2018, 9, 1370. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Li, W.; Moore, M.J.; Vasilieva, N.; Sui, J.; Wong, S.K.; Berne, M.A.; Somasundaran, M.; Sullivan, J.L.; Luzuriaga, K.; Greenough, T.C.; et al. Angiotensin-converting enzyme 2 is a functional receptor for the SARS coronavirus. Nature 2003, 426, 450–454. [Google Scholar] [CrossRef] [Green Version]
- Al Heialy, S.; Hachim, M.Y.; Senok, A.; Gaudet, M.; Abou Tayoun, A.; Hamoudi, R.; Alsheikh-Ali, A.; Hamid, Q. Regulation of angiotensin-converting enzyme 2 in obesity: Implications for COVID-19. Front. Physiol. 2020, 11, 555039. [Google Scholar] [CrossRef]
- Spiegel, M.; Pichlmair, A.; Martínez-Sobrido, L.; Cros, J.; García-Sastre, A.; Haller, O.; Weber, F. Inhibition of Beta interferon induction by severe acute respiratory syndrome coronavirus suggests a two-step model for activation of interferon regulatory factor 3. J. Virol. 2005, 79, 2079–2086. [Google Scholar] [CrossRef] [Green Version]
- Hoffmann, M.; Kleine-Weber, H.; Schroeder, S.; Kruger, N.; Herrler, T.; Erichsen, S.; Schiergens, T.S.; Herrler, G.; Wu, N.H.; Nitsche, A.; et al. SARS-CoV-2 cell entry depends on ACE2 and TMPRSS2 and is blocked by a clinically proven protease inhibitor. Cell 2020, 181, 271–280. [Google Scholar] [CrossRef]
- Vaduganathan, M.; Vardeny, O.; Michel, T.; McMurray, J.J.V.; Pfeffer, M.A.; Solomon, S.D. Renin-angiotensin-aldosterone system inhibitors in patients with Covid-19. N. Engl. J. Med. 2020, 382, 1653–1659. [Google Scholar] [CrossRef]
- Liu, P.P.; Blet, A.; Smyth, D.; Li, H. The science underlying COVID-19 implications for the cardiovascular system. Circulation 2020, 142, 68–78. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- AlGhatrif, M.; Cingolani, O.; Lakatta, E.G. The dilemma of Coronavirus Disease 2019, aging, and cardiovascular disease insights from cardiovascular aging science. JAMA Cardiol. 2020. [Google Scholar] [CrossRef] [Green Version]
- Cao, Y.; Li, L.; Feng, Z.; Wan, S.; Huang, P.; Sun, X.; Wen, F.; Huang, X.; Ning, G.; Wang, W. Comparative genetic analysis of the novel coronavirus (2019-nCoV/SARS-CoV-2) receptor ACE2 in different populations. Cell Discov. 2020, 6, 11. [Google Scholar] [CrossRef] [Green Version]
- Jo, J.; Gavrilova, O.; Pack, S.; Jou, W.; Mullen, S.; Sumner, A.E.; Cushman, S.W.; Periwal, V. Hypertrophy and/or hyperplasia: Dynamics of adipose tissue growth. PLoS Comput. Biol. 2009, 5, e1000324. [Google Scholar] [CrossRef]
- Al-Benna, S. Association of high level gene expression of ACE2 in adipose tissue with mortality of COVID-19 infection in obese patients. Obes. Med. 2020, 19, 100283. [Google Scholar] [CrossRef]
- Rush, E.; Plank, L.; Chandu, V.; Laulu, M.; Simmons, D.; Swinburn, B.; Yajnik, C. Body size, body composition, and fat distribution: A comparison of young New Zealand men of European, Pacific Island, and Asian Indian ethnicities. N. Z. Med. J. 2004, 117, U1203. [Google Scholar] [PubMed]
- Kopel, J.; Persisetti, A.; Roghani, A.; Aziz, M.; Gajendran, M.; Goyal, H. Racial and gender-based differences in COVID-19. Front. Public Health 2020. [Google Scholar] [CrossRef] [PubMed]
- Wells, J.C.K. Ethnic variability in adiposity and cardiovascular risk: The variable disease selection hypothesis. Int. J. Epidemiol. 2009, 38, 63–71. [Google Scholar] [CrossRef]
- Nazare, J.-A.; Smith, J.D.; Borel, A.-L.; Haffner, S.M.; Balkau, B.; Ross, R.; Massien, C.; Alméras, N.; Després, J.P. Ethnic influences on the relations between abdominal subcutaneous and visceral adiposity, liver fat, and cardiometabolic risk profile: The international study of prediction of intra-abdominal adiposity and its relationship with cardiometabolic risk/intra-abdominal adiposity. Am. J. Clin. Nutr. 2012, 96, 714–726. [Google Scholar] [CrossRef] [Green Version]
- Carroll, J.F.; Fulda, K.G.; Chiapa, A.L.; Rodriquez, M.; Phelps, D.R.; Cardarelli, K.M.; Vishwanatha, J.K.; Cardarelli, R. Impact of race/ethnicity on the relationship between visceral fat and inflammatory biomarkers. Obesity 2009, 17, 1420–1427. [Google Scholar] [CrossRef]
- Pareek, M.; Bangash, M.N.; Pareek, N.; Pan, D.; Sze, S.; Minhas, J.S.; Hanif, W.; Khunti, K. Ethnicity and COVID-19: An urgent public health research priority. Lancet 2020. [Google Scholar] [CrossRef]
- Yancy, C.W. COVID-19 and African Americans. JAMA 2020. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Khramtsova, E.A.; Davis, L.K.; Stranger, B.E. The role of sex in the genomics of human complex traits. Nat. Rev. Gen. 2019, 20, 173–190. [Google Scholar] [CrossRef]
- Goedecke, J.H.; Evans, J.; Keswell, D.; Stimson, R.H.; Livingstone, D.E.W.; Hayes, P.; Adams, K.; Dave, J.A.; Victor, H.; Levitt, N.S.; et al. Reduced gluteal expression of adipogenic and lipogenic genes in black South African women is associated with obesity-related insulin resistance. J. Clin. Endocrinol. Metab. 2011, 20, E2029–E2033. [Google Scholar] [CrossRef]
- Ar Gouilh, M.; Puechmaille, S.J.; Gonzalez, J.-P.; Teeling, E.; Kittayapong, P.; Manuguerra, J.-C. SARS-Coronavirus ancestor’s foot-prints in South-East Asian bat colonies and the refuge theory. Infect. Genet. Evol. 2011, 11, 1690–1702. [Google Scholar] [CrossRef]
- Fan, Y.; Zhao, K.; Shi, Z.-L.; Zhou, P. Bat coronaviruses in China. Viruses 2019, 11, 210. [Google Scholar] [CrossRef] [Green Version]
- Tittelbach, T.T.; Berman, D.M.; Nicklas, B.J.; Ryan, A.S.; Goldberg, A.P. Racial differences in adipocyte size and relationship to the metabolic syndrome in obese women. Obes. Res. 2004, 12, 990–998. [Google Scholar] [CrossRef]
- Balakrishnan, P.; Grundy, S.M.; Islam, A.; Dunn, F.; Vega, L.G. Influence of upper and lower body adipose tissue on insulin sensitivity in South Asian men. J. Investig. Med. 2012, 60, 999–11004. [Google Scholar] [CrossRef] [Green Version]
- Jin, J.M.; Bai, P.; He, W.; Wu, F.; Liu, X.F.; Han, D.M.; Liu, S.; Yang, J.K. Gender differences in patients with COVID-19: Focus on severity and mortality. Front. Public Health 2020. [Google Scholar] [CrossRef]
- Iannelli, A.; Favre, G.; Frey, S.; Esnault, V.; Gugenheim, J.; Bouam, S.; Schiavo, L.; Tran, A.; Alifano, M. Obesity and COVID-19: ACE 2, the missing tile. Obes. Surg. 2020. [Google Scholar] [CrossRef] [PubMed]
- Staiano, A.E.; Broyles, S.T.; Gupta, A.K.; Katzmarzyk, P.T. Ethnic and sex differences in visceral, subcutaneous, and total body fat in children and adolescents. Obesity 2013, 21, 1251–1255. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Gagliardi, M.C.; Tieri, P.; Ortona, E.; Ruggieri, A. ACE2 expression and sex disparity in COVID-19. Cell Death Discov. 2020, 6, 1–2. [Google Scholar] [CrossRef] [PubMed]
- Hanff, T.C.; Harhay, M.O.; Brown, T.S.; Cohen, J.B.; Mohareb, A.M. Is there an association between COVID-19 mortality and the renin-angiotensin system—A call for epidemiologic investigations. Clin. Infect. Dis. 2020. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Lönnqvist, F.; Thörne, A.; Large, V.; Arner, P. Sex differences in visceral fat lipolysis and metabolic complications of obesity. Arterioscler. Thromb. Vasc. Biol. 1997, 17, 1472–1480. [Google Scholar] [CrossRef]
- Sama, I.E.; Ravera, A.; Santema, B.T.; van Goor, H.; Ter Maaten, J.M.; Cleland, J.G.; Rienstra, M.; Friedrich, A.W.; Samani, N.J.; Ng, L.L.; et al. Circulating plasma concentrations of angiotensin-converting enzyme 2 in men and women with heart failure and effects of renin-angiotensin-aldosterone inhibitors. Eur. Heart J. 2020, ehaa373. [Google Scholar] [CrossRef] [PubMed]
- Klein, S.L.; Flanagan, K.L. Sex differences in immune responses. Nat. Rev. Immunol. 2016, 16, 626. [Google Scholar] [CrossRef]
- Majdic, G. Could sex/gender differences in ACE2 expression in the lungs contribute to the large gender disparity in the morbidity and mortality of patients infected with the SARS-CoV-2 virus? Front. Cell Infect. Microbiol. 2020, 10, 327. [Google Scholar] [CrossRef]
- Takahashi, T.; Ellingson, M.K.; Wong, P.; Israelow, B.; Lucas, C.; Klein, J.; Silva, J.; Mao, T.; Oh, J.E.; Tokuyama, M.; et al. Sex differences in immune responses that underlie COVID-19 disease outcomes. Nature 2020. [Google Scholar] [CrossRef]
- Kim, J.H.; Doo, S.W.; Cho, K.S.; Yang, W.J.; Song, Y.S.; Hwang, J.; Hong, S.S.; Kwon, S.S. Which anthropometric measurements including visceral fat, subcutaneous fat, body mass index, and waist circumference could predict the urinary stone composition most? BMC Urol. 2015, 15, 17. [Google Scholar] [CrossRef] [Green Version]
- Katzmarzyk, P.T.; Bray, G.A.; Greenway, F.L.; Johnson, W.D.; Newton, R.L., Jr.; Ravussin, E.; Ryan, D.H.; Smith, S.R.; Bouchard, C. Racial differences in abdominal depot–specific adiposity in white and African American adults. Am. J. Clin. Nutr. 2010, 91, 7–15. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Kahlon, S.; Eurich, D.T.; Padwal, R.S.; Malhotra, A.; Minhas-Sandhu, J.K.; Marrie, T.J.; Majumdar, S.R. Obesity and outcomes in patients hospitalized with pneumonia. Clin. Microbiol. Infect. 2012, 19, 709–716. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Nie, W.; Zhang, Y.; Jee, S.H.; Jung, K.I.; Li, B.; Xiu, Q. Obesity survival paradox in pneumonia: A meta-analysis. BMC Med. 2014, 12, 61. [Google Scholar] [CrossRef] [Green Version]
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
Share and Cite
Krams, I.A.; Luoto, S.; Rantala, M.J.; Jõers, P.; Krama, T. Covid-19: Fat, Obesity, Inflammation, Ethnicity, and Sex Differences. Pathogens 2020, 9, 887. https://doi.org/10.3390/pathogens9110887
Krams IA, Luoto S, Rantala MJ, Jõers P, Krama T. Covid-19: Fat, Obesity, Inflammation, Ethnicity, and Sex Differences. Pathogens. 2020; 9(11):887. https://doi.org/10.3390/pathogens9110887
Chicago/Turabian StyleKrams, Indrikis A., Severi Luoto, Markus J. Rantala, Priit Jõers, and Tatjana Krama. 2020. "Covid-19: Fat, Obesity, Inflammation, Ethnicity, and Sex Differences" Pathogens 9, no. 11: 887. https://doi.org/10.3390/pathogens9110887