Mathematical Models for Infectious Disease Statistics

Numerous mathematical models have been developed to gain better insight into the transmission and control of infectious diseases. Yet there are many unsolved problems, partly because the models are still too simple, partly because detailed epidemiologic records are notoriously lacking. The present survey concentrates on virus infections in humans. It is shown that available data do not allow a discrimination between various plausible models for the spread of common cold in households. Similar problems of model identification arise in the analysis of age-specific sero-prevalence-data of antibodies with so-called catalytic models. From such data alone one cannot derive contact rates between different age groups, although knowledge of these rates is needed in order to evaluate the effects of mass immunization and to describe the fluctuating infection incidence patterns. A new deterministic model is presented which takes into account increased infection transmission inside schools. This provides an explanation for one- and two-year periods of recurrent measles epidemics. The paper provides an outlook to future developments in this field.

[1]  Harvey V. Fineberg,et al.  The Swine Flu Affair: Decision-Making on a Slippery Disease , 1979 .

[2]  I M Longini,et al.  Estimating household and community transmission parameters for influenza. , 1982, American journal of epidemiology.

[3]  P E Sartwell Memoir on the Reed-Frost epidemic theory. , 1976, American journal of epidemiology.

[4]  Niels G. Becker,et al.  The infectiousness of a disease in a community of households , 1983 .

[5]  I. Gumowski,et al.  The Incidence of Infectious Diseases under the Influence of Seasonal Fluctuations — Periodic Modes , 1981 .

[6]  H. E. Soper The Interpretation of Periodicity in Disease Prevalence , 1929 .

[7]  J. Ord,et al.  Spatial Diffusion: An Historical Geography of Epidemics in an Island Community , 1981 .

[8]  Herbert W. Hethcote,et al.  Asymptotic Behavior and Stability in Epidemic Models , 1974 .

[9]  P. Fine,et al.  Measles in England and Wales--I: An analysis of factors underlying seasonal patterns. , 1982, International journal of epidemiology.

[10]  R. May,et al.  The population dynamics of malaria , 1982 .

[11]  J. Yorke,et al.  Recurrent outbreaks of measles, chickenpox and mumps. II. Systematic differences in contact rates and stochastic effects. , 1973, American journal of epidemiology.

[12]  A. Cliff,et al.  A stochastic model for measles epidemics in a multi-region setting , 1977 .

[13]  W J Hierholzer,et al.  Evidence for persistence of infectious agents in isolated human populations. , 1974, American journal of epidemiology.

[14]  H D Scott The elusiveness of measles eradication: insights gained from three years of intensive surveillance in Rhode Island. , 1971, American journal of epidemiology.

[15]  ALFRED J. LOTKA Martini's Equations for the Epidemiology of Immunising Diseases , 1923, Nature.

[16]  Klaus Dietz,et al.  Nonlinear hyperbolic partial differential equations for the dynamics of parasite populations , 1983 .

[17]  D. J. Bradley,et al.  Epidemiological models — theory and reality , 1982 .

[18]  H. Knolle The General Age‐Dependent Endemic with Age‐Specific Contact Rate , 1983 .

[19]  Mark Bartlett,et al.  The Critical Community Size for Measles in the United States , 1960 .

[20]  J. K. Ord,et al.  Elements of spatial structure : a quantitative approach , 1976 .

[21]  G. Macdonald,et al.  Theory of the eradication of malaria. , 1956, Bulletin of the World Health Organization.

[22]  L. Elveback,et al.  Stochastic Simulation Models for Two Immunization Problems , 1976 .

[23]  N. Ling The Mathematical Theory of Infectious Diseases and its applications , 1978 .

[24]  H. Hethcote,et al.  Measles and rubella in the United States. , 1983, American journal of epidemiology.

[25]  Jane Cronin,et al.  Some Mathematics of Biological Oscillations , 1977 .

[26]  D. A. Griffiths,et al.  The Effect of Measles Vaccination on the Incidence of Measles in the Community , 1973 .

[27]  WILLIAM GOFFMAN,et al.  Generalization of Epidemic Theory: An Application to the Transmission of Ideas , 1964, Nature.

[28]  Mark Bartlett,et al.  Deterministic and Stochastic Models for Recurrent Epidemics , 1956 .

[29]  Ingemar Nåsell,et al.  The transmission dynamics of schistosomiasis , 1973 .

[30]  K. Dietz,et al.  The population dynamics of onchocerciasis , 1982 .

[31]  O Horwitz,et al.  The epidemiology and natural history of measles in Denmark. , 1974, American Journal of Epidemiology.

[32]  P E Fine,et al.  A commentary on the mechanical analogue to the Reed-Frost epidemic model. , 1977, American journal of epidemiology.

[33]  R. May,et al.  Population Biology of Infectious Diseases , 1982, Dahlem Workshop Reports.

[34]  P. Fine,et al.  Measles in England and Wales--II: The impact of the measles vaccination programme on the distribution of immunity in the population. , 1982, International journal of epidemiology.

[35]  W T Stille,et al.  Tautology in epidemic models. , 1978, The Journal of infectious diseases.

[36]  G. Macdonald The Epidemiology and Control of Malaria. , 1957 .

[37]  I M Longini,et al.  Simulation studies of influenza epidemics: assessment of parameter estimation and sensitivity. , 1984, International journal of epidemiology.

[38]  K Dietz,et al.  Antibody against hepatitis A in seven European countries. II. Statistical analysis of cross-sectional surveys. , 1979, American journal of epidemiology.

[39]  G. Stewart,et al.  A mathematical model of a heroin epidemic: implications for control policies. , 1979, Journal of epidemiology and community health.

[40]  E B Wilson,et al.  Contact and Measles. , 1941, Proceedings of the National Academy of Sciences of the United States of America.

[41]  J. Yorke,et al.  Seasonality and the requirements for perpetuation and eradication of viruses in populations. , 1979, American journal of epidemiology.

[42]  Niels G. Becker The infectiousness of a disease within households , 1981 .

[43]  A R Hinman,et al.  Measles and models. , 1983, International journal of epidemiology.

[44]  G. T. Stewart,et al.  Family Studies of Respiratory Infections , 1958, British medical journal.

[45]  D. Schenzle,et al.  Control of Virus Transmission in Age-Structured Populations , 1985 .

[46]  F. Black,et al.  Measles endemicity in insular populations: critical community size and its evolutionary implication. , 1966, Journal of theoretical biology.

[47]  B Cvjetanović,et al.  Epidemiological models of poliomyelitis and measles and their application in the planning of immunization programmes. , 1982, Bulletin of the World Health Organization.

[48]  R M May,et al.  Vaccination against rubella and measles: quantitative investigations of different policies , 1983, Journal of Hygiene.

[49]  A. Buck,et al.  Epidemiology of poly-parasitism. I. Occurrence, frequency and distribution of multiple infections in rural communities in Chad, Peru, Afghanistan, and Zaire. , 1978, Tropenmedizin und Parasitologie.

[50]  M J SNYDER,et al.  Observations on the seroepidemiology of measles. , 1962, American journal of diseases of children.

[51]  K Dietz,et al.  A malaria model tested in the African savannah. , 1974, Bulletin of the World Health Organization.

[52]  Georges b. Teissier,et al.  Symbiose, parasitisme et évolution : étude mathématique , 1934 .

[53]  Zuckerman Aj The three type of human viral hepatitis. , 1978 .

[54]  K. Wickwire Mathematical models for the control of pests and infectious diseases: a survey. , 1977, Theoretical population biology.

[55]  G Murphy,et al.  Airborne spread of measles in a suburban elementary school. , 1978, American journal of epidemiology.

[56]  I. Gumowski,et al.  THE INCIDENCE OF INFECTIOUS DISEASES UNDER THE INFLUENCE OF SEASONAL FLUCTUATIONS - ANALYTICAL APPROACH , 1977 .

[57]  B. Grab,et al.  Dynamics of acute bacterial diseases. Epidemiological models and their application in public health. Part I. Theory and practice of epidemiological models. , 1978, Bulletin of the World Health Organization.

[58]  D Schenzle,et al.  Epidemiology of hepatitis A and B in the Shanghai area: prevalence of serum markers. , 1984, American journal of epidemiology.

[59]  K Dietz,et al.  Epidemiologic interference of virus populations , 1979, Journal of mathematical biology.

[60]  P. Fine,et al.  Background paper: Applications of mathematical models to the epidemiology of influenza: a critique , 1982 .

[61]  P Skinhøj,et al.  Persistence of viral hepatitis A and B in an isolated Caucasian population. , 1980, American journal of epidemiology.

[62]  Charles DeLisi,et al.  Mathematics and Computers in Biomedical Applications , 1985 .

[63]  E B Wilson,et al.  Damping of Epidemic Waves. , 1945, Proceedings of the National Academy of Sciences of the United States of America.

[64]  Griffiths Da Maximum likelihood estimation for the beta-binomial distribution and an application to the household distribution of the total number of cases of a disease. , 1973 .

[65]  A. Buck,et al.  Epidemiology of poly-parasitism. II. Types of combinations, relative frequency and associations of multiple infections. , 1978, Tropenmedizin und Parasitologie.

[66]  Smith Ra,et al.  Development and Verification of a Schistosomiasis Transmission Model , 1977 .

[67]  Hiroshi Sugiyama,et al.  Some Statistical Contributions to the Health Sciences , 1960 .

[68]  J. Kranz Epidemics of plant diseases: mathematical analysis and modeling , 1974 .

[69]  Alfred J. Lotka,et al.  CONTRIBUTION TO THE ANALYSIS OF MALARIA EPIDEMIOLOGY. V. SUMMARY , 1923 .

[70]  J. Yorke,et al.  Recurrent outbreaks of measles, chickenpox and mumps. I. Seasonal variation in contact rates. , 1973, American journal of epidemiology.

[71]  A. Langworthy,et al.  An influenza simulation model for immunization studies. , 1976, American journal of epidemiology.

[72]  George Macdonald,et al.  Dynamics of tropical disease: A selection of papers with biographical introduction and bibliography , 1973 .

[73]  D. Stirzaker,et al.  A Perturbation Method for the Stochastic Recurrent Epidemic , 1975 .

[74]  W. H. Frost,et al.  SOME CONCEPTIONS OF EPIDEMICS IN GENERAL , 1976 .

[75]  K. Dietz,et al.  The Incidence of Infectious Diseases under the Influence of Seasonal Fluctuations , 1976 .

[76]  G Macdonald,et al.  The dynamics of helminth infections, with special reference to schistosomes. , 1965, Transactions of the Royal Society of Tropical Medicine and Hygiene.

[77]  D D REID,et al.  Theory and Observation in Family Epidemics of the Common Cold , 1961, British journal of preventive & social medicine.

[78]  Bernard G. Greenberg,et al.  CATALYTIC MODELS IN EPIDEMIOLOGY , 1960 .

[79]  H L Smith,et al.  Multiple stable subharmonics for a periodic epidemic model , 1983, Journal of mathematical biology.

[80]  I. Longini,et al.  An optimization model for influenza A epidemics , 1978 .

[81]  J S Koopman Models of transmission of infectious agents. , 1979, The Journal of infectious diseases.

[82]  T K Sundaresan,et al.  The use of simple epidemiological models in the evaluation of disease control programmes: a case study of trachoma. , 1973, Bulletin of the World Health Organization.

[83]  J L Hopper,et al.  Assessing the heterogeneity of disease spread through a community. , 1983, American journal of epidemiology.

[84]  Robert May,et al.  The logic of vaccination. , 1982, New scientist.

[85]  W. O. Kermack,et al.  A contribution to the mathematical theory of epidemics , 1927 .

[86]  N. Becker,et al.  A general chain binomial model for infectious diseases. , 1981, Biometrics.

[87]  Juan J. Angulo,et al.  On estimating the contagiousness of a disease transmitted from person to person , 1981 .

[88]  I M Longini,et al.  Statistical procedures for estimating the community probability of illness in family studies: rhinovirus and influenza. , 1984, International journal of epidemiology.

[89]  P. Fine,et al.  THE RECURRENCE OF WHOOPING COUGH: POSSIBLE IMPLICATIONS FOR ASSESSMENT OF VACCINE EFFICACY , 1982, The Lancet.

[90]  H. P. Hudson,et al.  An application of the theory of probabilities to the study of a priori pathometry.—Part I , 1917 .

[91]  O. Aalen Nonparametric Inference for a Family of Counting Processes , 1978 .

[92]  Roy M. Anderson,et al.  Population dynamics of human helminth infections: control by chemotherapy , 1982, Nature.

[93]  Horst R. Thieme,et al.  Some Mathematical Considerations of How to Stop the Spatial Spread of a Rabies Epidemic , 1980 .

[94]  P. Fine,et al.  John Brownlee and the Measurement of Infectiousness: An Historical Study in Epidemic Theory , 1979 .

[95]  F. Stohlman,et al.  The kinetics of cellular proliferation , 1961 .

[96]  John Cunningham,et al.  A Deterministic Model for Measles , 1979, Zeitschrift fur Naturforschung. Section C, Biosciences.

[97]  M. Bartlett Measles Periodicity and Community Size , 1957 .

[98]  K Dietz,et al.  Characteristics of the spread of a wildlife rabies epidemic in Europe. , 1976, Bulletin of the World Health Organization.

[99]  I. Gust,et al.  A seroepidemiologic study of infection with HAV and HBV in five Pacific Islands. , 1979, American journal of epidemiology.

[100]  N. Bailey,et al.  The Biomathematics of Malaria , 1984 .

[101]  R. May,et al.  Directly transmitted infections diseases: control by vaccination. , 1982, Science.

[102]  H. Muench,et al.  Derivation of Rates from Summation Data by the Catalytic Curve , 1934 .

[103]  B Cvjetanović,et al.  Dynamics of acute bacterial diseases. Epidemiological models and their application in public health. Part I. Theory and practice of epidemiological models. , 1978, Bulletin of the World Health Organization.

[104]  Norman T. J. Bailey,et al.  Spatial models in the epidemiology of infectious diseases , 1980, Advances in Applied Probability.

[105]  C. C. Spicer,et al.  Catalytic Models in Epidemiology. , 1959 .

[106]  D. Griffiths,et al.  A Catalytic Model of Infection for Measles , 1974 .

[107]  J. Kranz,et al.  Epidemics of Plant Diseases , 1975, Ecological Studies.

[108]  H. P. Hudson,et al.  An Application of the Theory of Probabilities to the Study of a Priori Pathometry.--Part III , 1917 .

[109]  P E Fine,et al.  Ross's a priori pathometry - a perspective. , 1975, Proceedings of the Royal Society of Medicine.

[110]  M Greenwood,et al.  On the Statistical Measure of Infectiousness , 1931, Journal of Hygiene.

[111]  J Leeuwenburg,et al.  Machakos Project studies. Agents affecting health of mother and child in a rural area of Kenya. XIII. Spatial contagion in measles epidemics. , 1979, Tropical and geographical medicine.

[112]  John J. Tyson,et al.  Properties of two‐component bimolecular and trimolecular chemical reaction systems , 1973 .

[113]  J. T. Kemper,et al.  Error sources in the evaluation of secondary attack rates. , 1980, American journal of epidemiology.

[114]  J. Brownlee,et al.  An Investigation into the Periodicity of Measles Epidemics in London from 1703 to the Present Day by the Method of the Periodogram , 1918 .

[115]  K S Warren,et al.  Regulation of the prevalence and intensity of schistosomiasis in man: immunology or ecology? , 1973, The Journal of infectious diseases.

[116]  Z. Grossman,et al.  Oscillatory phenomena in a model of infectious diseases. , 1980, Theoretical population biology.

[117]  M J Ferrari,et al.  Seroepidemiology of infection with hepatitis A virus and hepatitis B virus in the Seychelles. , 1982, American journal of epidemiology.

[118]  I. Longini,et al.  Household and community transmission parameters from final distributions of infections in households. , 1982, Biometrics.

[119]  F. C. Hoppensteadt,et al.  Threshold analysis of a drug use epidemic model , 1981 .

[120]  H L Smith,et al.  Subharmonic bifurcation in an S-I-R epidemic model , 1983, Journal of mathematical biology.

[121]  Peter Haggett,et al.  Hybridizing alternative models of an epidemic diffusion process , 1976 .

[122]  S. D. Collins,et al.  Age Incidence of the Common Communicable Diseases of Children. A Study of Case Rates among all Children and among Children not previously attacked and of Death Rates and the Estimated Case Fatality. , 1929 .

[123]  Robinson Do,et al.  Models of a heroin epidemic. , 1979 .

[124]  M. Goldenberg,et al.  A TEXTBOOK OF MALARIA ERADICATION (2nd ed.) , 1971 .

[125]  N. Becker,et al.  An epidemic chain model. , 1980, Biometrics.

[126]  Roy M. Anderson,et al.  The population dynamics and control of hookworm and roundworm infections , 1982 .

[127]  M. Goddard,et al.  On Macdonald's model for schistosomiasis. , 1979, Transactions of the Royal Society of Tropical Medicine and Hygiene.

[128]  J F Boisvieux,et al.  [Mathematical model of the propagation of a vulpine rabies epizootic (author's transl)]. , 1978, Revue d'epidemiologie et de sante publique.

[129]  P. Waggoner,et al.  Models of Plant Disease , 1981 .

[130]  Norman T. J. Bailey,et al.  The simulation of stochastic epidemics in two dimensions , 1967 .

[131]  R. May,et al.  Population biology of infectious diseases: Part II , 1979, Nature.

[132]  C. I. Bliss,et al.  The analysis of seasonal variation in measles. , 1959, American journal of hygiene.

[133]  Roy M. Anderson,et al.  The Population Dynamics of Infectious Diseases: Theory and Applications , 1982, Population and Community Biology.

[134]  R H Purcell,et al.  Prevalence of antibody to hepatitis A and hepatitis B viruses in selected populations of the South Pacific. , 1979, American journal of epidemiology.

[135]  D. Schenzle An age-structured model of pre- and post-vaccination measles transmission. , 1984, IMA journal of mathematics applied in medicine and biology.

[136]  D Schenzle,et al.  Problems in drawing epidemiological inferences by fitting epidemic chain models to lumped data. , 1982, Biometrics.

[137]  A. J. Lotka Contribution to the Theory of Periodic Reactions , 1909 .

[138]  N. Becker,et al.  Estimation for discrete time branching processes with application to epidemics. , 1977, Biometrics.

[139]  A. M'Kendrick Applications of Mathematics to Medical Problems , 1925, Proceedings of the Edinburgh Mathematical Society.

[140]  I. Nåsell,et al.  On transmission and control of schistosomiasis, with comments on Macdonald's model. , 1977, Theoretical population biology.

[141]  N. Becker,et al.  The uses of epidemic models. , 1979, Biometrics.