Socio-demographic and health factors drive the epidemic progression and should guide vaccination strategies for best COVID-19 containment
被引:69
作者:
Markovic, Rene
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机构:
Univ Maribor, Fac Nat Sci & Math, Maribor, Slovenia
Univ Maribor, Fac Elect Engn & Comp Sci, Maribor, SloveniaUniv Maribor, Fac Nat Sci & Math, Maribor, Slovenia
Markovic, Rene
[1
,2
]
Sterk, Marko
论文数: 0引用数: 0
h-index: 0
机构:
Univ Maribor, Fac Nat Sci & Math, Maribor, Slovenia
Univ Maribor, Fac Med, Maribor, SloveniaUniv Maribor, Fac Nat Sci & Math, Maribor, Slovenia
Sterk, Marko
[1
,3
]
论文数: 引用数:
h-index:
机构:
Marhl, Marko
[1
,3
,4
]
Perc, Matjaz
论文数: 0引用数: 0
h-index: 0
机构:
Univ Maribor, Fac Nat Sci & Math, Maribor, Slovenia
China Med Univ, China Med Univ Hosp, Dept Med Res, Taichung, Taiwan
Complex Sci Hub Vienna, Vienna, Austria
Alma Mater Europaea, Maribor, SloveniaUniv Maribor, Fac Nat Sci & Math, Maribor, Slovenia
Perc, Matjaz
[1
,5
,6
,7
]
Gosak, Marko
论文数: 0引用数: 0
h-index: 0
机构:
Univ Maribor, Fac Nat Sci & Math, Maribor, Slovenia
Univ Maribor, Fac Med, Maribor, SloveniaUniv Maribor, Fac Nat Sci & Math, Maribor, Slovenia
Gosak, Marko
[1
,3
]
机构:
[1] Univ Maribor, Fac Nat Sci & Math, Maribor, Slovenia
Epidemic model;
COVID-19;
Vaccination strategy;
Population heterogeneity;
Socio-demographic structure;
Metabolic disease;
Social network;
Agent-based simulation;
MODEL;
DYNAMICS;
SARS-COV-2;
IMMUNITY;
SPREAD;
D O I:
10.1016/j.rinp.2021.104433
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
We propose and study an epidemiological model on a social network that takes into account heterogeneity of the population and different vaccination strategies. In particular, we study how the COVID-19 epidemics evolves and how it is contained by different vaccination scenarios by taking into account data showing that older people, as well as individuals with comorbidities and poor metabolic health, and people coming from economically depressed areas with lower quality of life in general, are more likely to develop severe COVID-19 symptoms, and quicker loss of immunity and are therefore more prone to reinfection. Our results reveal that the structure and the spatial arrangement of subpopulations are important epidemiological determinants. In a healthier society the disease spreads more rapidly but the consequences are less disastrous as in a society with more prevalent chronic comorbidities. If individuals with poor health are segregated within one community, the epidemic outcome is less favorable. Moreover, we show that, contrary to currently widely adopted vaccination policies, prioritizing elderly and other higher-risk groups is beneficial only if the supply of vaccine is high. If, however, the vaccination availability is limited, and if the demographic distribution across the social network is homogeneous, better epidemic outcomes are achieved if healthy people are vaccinated first. Only when higher-risk groups are segregated, like in elderly homes, their prioritization will lead to lower COVID-19 related deaths. Accordingly, young and healthy individuals should view vaccine uptake as not only protecting them, but perhaps even more so protecting the more vulnerable socio-demographic groups.
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[1]
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机构:
Stanford Univ, Sch Med, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
Arthur, Ronan F.
;
Jones, James H.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Earth Syst Sci, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
Jones, James H.
;
Bonds, Matthew H.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Dept Global Hlth & Social Med, Cambridge, MA USAStanford Univ, Sch Med, Stanford, CA 94305 USA
Bonds, Matthew H.
;
Ram, Yoav
论文数: 0引用数: 0
h-index: 0
机构:
Interdisciplinary Ctr Herzliya, Sch Comp Sci, Herzliyya, Israel
Tel Aviv Univ, Fac Life Sci, Sch Zool, Tel Aviv, Israel
Tel Aviv Univ, Sagol Sch Neurosci, Tel Aviv, IsraelStanford Univ, Sch Med, Stanford, CA 94305 USA
Ram, Yoav
;
Feldman, Marcus W.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Biol, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
机构:
King Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
Mansoura Univ, Dept Math, Fac Sci, Mansoura 35516, EgyptKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
Askar, S. S.
;
Ghosh, Dipankar
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Technol Puducherry, Dept Math, Karaikal 609609, IndiaKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
Ghosh, Dipankar
;
Santra, P. K.
论文数: 0引用数: 0
h-index: 0
机构:
Abada Nsup Sch, Howrah, W Bengal, IndiaKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
Santra, P. K.
;
Elsadany, Abdelalim A.
论文数: 0引用数: 0
h-index: 0
机构:
Suez Canal Univ, Fac Comp & Informat, Dept Basic Sci, Ismailia 41522, EgyptKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
Elsadany, Abdelalim A.
;
Mahapatra, G. S.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Technol Puducherry, Dept Math, Karaikal 609609, IndiaKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
机构:
Beth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Harvard Med Sch, Boston, MA 02115 USABeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Belanger, Matthew J.
;
Hill, Michael A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Dalton Cardiovasc Res Ctr, Columbia, MO USA
Univ Missouri, Dept Med Pharmacol & Physiol, Columbia, MO USABeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Hill, Michael A.
;
Angelidi, Angeliki M.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Harvard Med Sch, Boston, MA 02115 USABeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Angelidi, Angeliki M.
;
Dalamaga, Maria
论文数: 0引用数: 0
h-index: 0
机构:
Natl & Kapodistrian Univ Athens, Sch Med, Dept Biol Chem, Athens, GreeceBeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Dalamaga, Maria
;
Sowers, James R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Dalton Cardiovasc Res Ctr, Columbia, MO USA
Univ Missouri, Dept Med Pharmacol & Physiol, Columbia, MO USA
Univ Missouri, Diabet & Cardiovasc Res Ctr, Columbia, MO USABeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Sowers, James R.
;
Mantzoros, Christos S.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Harvard Med Sch, Boston, MA 02115 USA
VA Boston Healthcare Syst, Endocrinol Sect, Boston, MA USABeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
机构:
CNR, Inst Complex Syst, Italy Unmanned Syst Res Inst, Via Madonna Piano 10, I-50019 Sesto Fiorentino, Italy
Northwestern Polytech Univ, Xian 710072, Peoples R China
Natl Res Univ, Moscow Inst Phys & Technol, 9 Inst Skiy Per, Dolgoprudnyi 141701, Moscow Region, RussiaCNR, Inst Complex Syst, Italy Unmanned Syst Res Inst, Via Madonna Piano 10, I-50019 Sesto Fiorentino, Italy
Boccaletti, Stefano
;
Ditto, William
论文数: 0引用数: 0
h-index: 0
机构:
Univ N Carolina, Dept Phys, Nonlinear Artificial Intelligence Lab, Raleigh, NC 27695 USACNR, Inst Complex Syst, Italy Unmanned Syst Res Inst, Via Madonna Piano 10, I-50019 Sesto Fiorentino, Italy
Ditto, William
;
Mindlin, Gabriel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Buenos Aires, IFIBA, CONICET, Dept Phys,FCEyN, Buenos Aires, DF, ArgentinaCNR, Inst Complex Syst, Italy Unmanned Syst Res Inst, Via Madonna Piano 10, I-50019 Sesto Fiorentino, Italy
机构:
Stanford Univ, Sch Med, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
Arthur, Ronan F.
;
Jones, James H.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Earth Syst Sci, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
Jones, James H.
;
Bonds, Matthew H.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Dept Global Hlth & Social Med, Cambridge, MA USAStanford Univ, Sch Med, Stanford, CA 94305 USA
Bonds, Matthew H.
;
Ram, Yoav
论文数: 0引用数: 0
h-index: 0
机构:
Interdisciplinary Ctr Herzliya, Sch Comp Sci, Herzliyya, Israel
Tel Aviv Univ, Fac Life Sci, Sch Zool, Tel Aviv, Israel
Tel Aviv Univ, Sagol Sch Neurosci, Tel Aviv, IsraelStanford Univ, Sch Med, Stanford, CA 94305 USA
Ram, Yoav
;
Feldman, Marcus W.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Biol, Stanford, CA 94305 USAStanford Univ, Sch Med, Stanford, CA 94305 USA
机构:
King Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
Mansoura Univ, Dept Math, Fac Sci, Mansoura 35516, EgyptKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
Askar, S. S.
;
Ghosh, Dipankar
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Technol Puducherry, Dept Math, Karaikal 609609, IndiaKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
Ghosh, Dipankar
;
Santra, P. K.
论文数: 0引用数: 0
h-index: 0
机构:
Abada Nsup Sch, Howrah, W Bengal, IndiaKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
Santra, P. K.
;
Elsadany, Abdelalim A.
论文数: 0引用数: 0
h-index: 0
机构:
Suez Canal Univ, Fac Comp & Informat, Dept Basic Sci, Ismailia 41522, EgyptKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
Elsadany, Abdelalim A.
;
Mahapatra, G. S.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Technol Puducherry, Dept Math, Karaikal 609609, IndiaKing Saud Univ, Dept Stat & Operat Res, Coll Sci, Riyadh 11451, Saudi Arabia
机构:
Beth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Harvard Med Sch, Boston, MA 02115 USABeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Belanger, Matthew J.
;
Hill, Michael A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Dalton Cardiovasc Res Ctr, Columbia, MO USA
Univ Missouri, Dept Med Pharmacol & Physiol, Columbia, MO USABeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Hill, Michael A.
;
Angelidi, Angeliki M.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Harvard Med Sch, Boston, MA 02115 USABeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Angelidi, Angeliki M.
;
Dalamaga, Maria
论文数: 0引用数: 0
h-index: 0
机构:
Natl & Kapodistrian Univ Athens, Sch Med, Dept Biol Chem, Athens, GreeceBeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Dalamaga, Maria
;
Sowers, James R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Dalton Cardiovasc Res Ctr, Columbia, MO USA
Univ Missouri, Dept Med Pharmacol & Physiol, Columbia, MO USA
Univ Missouri, Diabet & Cardiovasc Res Ctr, Columbia, MO USABeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Sowers, James R.
;
Mantzoros, Christos S.
论文数: 0引用数: 0
h-index: 0
机构:
Beth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
Harvard Med Sch, Boston, MA 02115 USA
VA Boston Healthcare Syst, Endocrinol Sect, Boston, MA USABeth Israel Deaconess Med Ctr, Dept Med, Boston, MA 02215 USA
机构:
CNR, Inst Complex Syst, Italy Unmanned Syst Res Inst, Via Madonna Piano 10, I-50019 Sesto Fiorentino, Italy
Northwestern Polytech Univ, Xian 710072, Peoples R China
Natl Res Univ, Moscow Inst Phys & Technol, 9 Inst Skiy Per, Dolgoprudnyi 141701, Moscow Region, RussiaCNR, Inst Complex Syst, Italy Unmanned Syst Res Inst, Via Madonna Piano 10, I-50019 Sesto Fiorentino, Italy
Boccaletti, Stefano
;
Ditto, William
论文数: 0引用数: 0
h-index: 0
机构:
Univ N Carolina, Dept Phys, Nonlinear Artificial Intelligence Lab, Raleigh, NC 27695 USACNR, Inst Complex Syst, Italy Unmanned Syst Res Inst, Via Madonna Piano 10, I-50019 Sesto Fiorentino, Italy
Ditto, William
;
Mindlin, Gabriel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Buenos Aires, IFIBA, CONICET, Dept Phys,FCEyN, Buenos Aires, DF, ArgentinaCNR, Inst Complex Syst, Italy Unmanned Syst Res Inst, Via Madonna Piano 10, I-50019 Sesto Fiorentino, Italy