Investigator

Giada Minelli

Director · Istituto Superiore di Sanità, Servizio di Statistica

GMGiada Minelli
Papers(1)
Spatial Analysis of S…
Collaborators(5)
Giorgia StoppaLucia FazzoCarolina MensiDario ConsonniDolores Catelan
Institutions(3)
Istituto Superiore Di…University Of PaduaFondazione IRCCS Ca' …

Papers

Spatial Analysis of Shared Risk Factors between Pleural and Ovarian Cancer Mortality in Lombardy (Italy)

Background: Asbestos exposure is a recognized risk factor for ovarian cancer and malignant mesothelioma. There are reports in the literature of geographical ecological associations between the occurrence of these two diseases. Our aim was to further explore this association by applying advanced Bayesian techniques to a large population (10 million people). Methods: We specified a series of Bayesian hierarchical shared models to the bivariate spatial distribution of ovarian and pleural cancer mortality by municipality in the Lombardy Region (Italy) in 2000–2018. Results: Pleural cancer showed a strongly clustered spatial distribution, while ovarian cancer showed a less structured spatial pattern. The most supported Bayesian models by predictive accuracy (widely applicable or Watanabe–Akaike information criterion, WAIC) provided evidence of a shared component between the two diseases. Among five municipalities with significant high standardized mortality ratios of ovarian cancer, three also had high pleural cancer rates. Wide uncertainty was present when addressing the risk of ovarian cancer associated with pleural cancer in areas at low background risk of ovarian cancer. Conclusions: We found evidence of a shared risk factor between ovarian and pleural cancer at the small geographical level. The impact of the shared risk factor can be relevant and can go unnoticed when the prevalence of other risk factors for ovarian cancer is low. Bayesian modelling provides useful information to tailor epidemiological surveillance.

64Works
1Papers
5Collaborators

Positions

Director

Istituto Superiore di Sanità · Servizio di Statistica

2023–

Director

Istituto Superiore di Sanità · Servizio di Statistica

2019–

Acting Director

Istituto Superiore di Sanità · Servizio di Statistica

2006–

Researcher

Istituto Superiore di Sanità · Servizio di Statistica

1999–

Research Collaborator

Istituto Superiore di Sanità · Servizio di Statistica

Education

2004

Master di Secondo Livello in Biostatistica

Università di Bologna · Facoltà di Statistica

2000

Statistics, Demographic and Social Sciences

Sapienza University of Rome · Statistics

Country

IT

Keywords
data analysisbiostatisticsepidemiology