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Kermack–McKendrick theory

Kermack–McKendrick theory is a hypothesis that predicts the number and distribution of cases of an infectious disease as it is transmitted through a population over time. Building on the research of Ronald Ross and Hilda Hudson, A. G. McKendrick and W. O. Kermack published their theory in a set of three articles from 1927, 1932, and 1933. While Kermack–McKendrick theory was indeed the source of SIR models and their relatives, Kermack and McKendrick were thinking of a more subtle and empirically useful problem than the simple compartmental models discussed here. The text is somewhat difficult to read, compared to modern papers, but the important feature is it was a model where the age-of-infection affected the transmission and removal rates.[citation needed]

Because of their seminal importance to the field of theoretical epidemiology, these articles were republished in the Bulletin of Mathematical Biology in 1991.[1][2][3]

Epidemic model (1927) edit

In its initial form, Kermack–McKendrick theory is a partial differential-equation model that structures the infected population in terms of age-of-infection, while using simple compartments for people who are susceptible (S), infected (I), and recovered/removed (R). Specified initial conditions would change over time according to

 
 
 
 

where   is a Dirac delta-function and the infection pressure

 

This formulation is equivalent to defining the incidence of infection  . Only in the special case when the removal rate   and the transmission rate   are constant for all ages can the epidemic dynamics be expressed in terms of the prevalence  , leading to the standard compartmental SIR model. This model only accounts for infection and removal events, which are sufficient to describe a simple epidemic, including the threshold condition necessary for an epidemic to start, but can not explain endemic disease transmission or recurring epidemics.

Endemic disease (1932, 1933) edit

In their subsequent articles, Kermack and McKendrick extended their theory to allow for birth, migration, and death, as well as imperfect immunity. In modern notation, their model can be represented as

 
 
 
 

where   is the immigration rate of susceptibles, bj is the per-capita birth rate for state j, mj is the per-capita mortality rate of individuals in state j,   is the relative-risk of infection to recovered individuals who are partially immune, and the infection pressure

 

Kermack and McKendrick were able to show that it admits a stationary solution where disease is endemic, as long as the supply of susceptible individuals is sufficiently large. This model is difficult to analyze in its full generality, and a number of open questions remain regarding its dynamics.

See also edit

References edit

  1. ^ Kermack, W; McKendrick, A (1991). "Contributions to the mathematical theory of epidemics – I". Bulletin of Mathematical Biology. 53 (1–2): 33–55. doi:10.1007/BF02464423. PMID 2059741. S2CID 123923690.
  2. ^ Kermack, W; McKendrick, A (1991). "Contributions to the mathematical theory of epidemics – II. The problem of endemicity". Bulletin of Mathematical Biology. 53 (1–2): 57–87. doi:10.1007/BF02464424. PMID 2059742.
  3. ^ Kermack, W; McKendrick, A (1991). "Contributions to the mathematical theory of epidemics – III. Further studies of the problem of endemicity". Bulletin of Mathematical Biology. 53 (1–2): 89–118. doi:10.1007/BF02464425. PMID 2059743. S2CID 24709533.

kermack, mckendrick, theory, hypothesis, that, predicts, number, distribution, cases, infectious, disease, transmitted, through, population, over, time, building, research, ronald, ross, hilda, hudson, mckendrick, kermack, published, their, theory, three, arti. Kermack McKendrick theory is a hypothesis that predicts the number and distribution of cases of an infectious disease as it is transmitted through a population over time Building on the research of Ronald Ross and Hilda Hudson A G McKendrick and W O Kermack published their theory in a set of three articles from 1927 1932 and 1933 While Kermack McKendrick theory was indeed the source of SIR models and their relatives Kermack and McKendrick were thinking of a more subtle and empirically useful problem than the simple compartmental models discussed here The text is somewhat difficult to read compared to modern papers but the important feature is it was a model where the age of infection affected the transmission and removal rates citation needed Because of their seminal importance to the field of theoretical epidemiology these articles were republished in the Bulletin of Mathematical Biology in 1991 1 2 3 Contents 1 Epidemic model 1927 2 Endemic disease 1932 1933 3 See also 4 ReferencesEpidemic model 1927 editIn its initial form Kermack McKendrick theory is a partial differential equation model that structures the infected population in terms of age of infection while using simple compartments for people who are susceptible S infected I and recovered removed R Specified initial conditions would change over time according to d S d t l S displaystyle frac dS dt lambda S nbsp i t i a d a l S g a i displaystyle frac partial i partial t frac partial i partial a delta a lambda S gamma a i nbsp I t 0 i a t d a displaystyle I t int 0 infty i a t da nbsp d R d t 0 g a i a t d a displaystyle frac dR dt int 0 infty gamma a i a t da nbsp where d a displaystyle delta a nbsp is a Dirac delta function and the infection pressure l 0 b a i a t d a displaystyle lambda int 0 infty beta a i a t da nbsp This formulation is equivalent to defining the incidence of infection i t 0 l S displaystyle i t 0 lambda S nbsp Only in the special case when the removal rate g a displaystyle gamma a nbsp and the transmission rate b a displaystyle beta a nbsp are constant for all ages can the epidemic dynamics be expressed in terms of the prevalence I t displaystyle I t nbsp leading to the standard compartmental SIR model This model only accounts for infection and removal events which are sufficient to describe a simple epidemic including the threshold condition necessary for an epidemic to start but can not explain endemic disease transmission or recurring epidemics Endemic disease 1932 1933 editIn their subsequent articles Kermack and McKendrick extended their theory to allow for birth migration and death as well as imperfect immunity In modern notation their model can be represented as d S d t b 0 b S S b I I b R R l S m S S displaystyle frac dS dt b 0 b S S b I I b R R lambda S m S S nbsp i t i a d a l S s R g a i m a i m i a i displaystyle frac partial i partial t frac partial i partial a delta a lambda S sigma R gamma a i mu a i m i a i nbsp I t 0 i a t d a displaystyle I t int 0 infty i a t da nbsp d R d t 0 g a i a t d a s l R m R R displaystyle frac dR dt int 0 infty gamma a i a t da sigma lambda R m R R nbsp where b 0 displaystyle b 0 nbsp is the immigration rate of susceptibles bj is the per capita birth rate for state j mj is the per capita mortality rate of individuals in state j s displaystyle sigma nbsp is the relative risk of infection to recovered individuals who are partially immune and the infection pressure l 0 b a i a t d a displaystyle lambda int 0 infty beta a i a t da nbsp Kermack and McKendrick were able to show that it admits a stationary solution where disease is endemic as long as the supply of susceptible individuals is sufficiently large This model is difficult to analyze in its full generality and a number of open questions remain regarding its dynamics See also editCompartmental models in epidemiology Integro differential equationReferences edit Kermack W McKendrick A 1991 Contributions to the mathematical theory of epidemics I Bulletin of Mathematical Biology 53 1 2 33 55 doi 10 1007 BF02464423 PMID 2059741 S2CID 123923690 Kermack W McKendrick A 1991 Contributions to the mathematical theory of epidemics II The problem of endemicity Bulletin of Mathematical Biology 53 1 2 57 87 doi 10 1007 BF02464424 PMID 2059742 Kermack W McKendrick A 1991 Contributions to the mathematical theory of epidemics III Further studies of the problem of endemicity Bulletin of Mathematical Biology 53 1 2 89 118 doi 10 1007 BF02464425 PMID 2059743 S2CID 24709533 Retrieved from https en wikipedia org w index php title Kermack McKendrick theory amp oldid 1171561633, wikipedia, wiki, book, books, library,

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