210 likes | 218 Views
This study proposes a new statistical method to estimate cancer mortality rates based on immigration status. An illustrative example comparing cancer mortality rates among foreign-born Hispanics and US-born Hispanics is provided. The impact on related cancer statistics is discussed, as well as the potential for applying this method to calculate cancer incidence rates for small geographic areas and correcting for hysterectomy.
E N D
A New Statistical Method for Estimating Cancer Mortality Rates by Immigration Status Mandi Yu, PhD NCI/DCCPS/SRP June 12, 2019
Collaborators • National Cancer Institute: Dr. Rocky Feuer, Dr. Benmei Liu, and Dr. Li Zhu • University of California at Davis: Dr. Jiming Jiang • Information Management Services (IMS), Inc.: Mr. Todd Gibson, Mr. Steve Scoppa, and Mr. Joe Zou
Agenda • History and Background • Proposed Bias-corrected Estimators of Age-adjusted Rate • Illustrative Example – Comparing Cancer Mortality Rates between foreign-born Hispanics and US-born Hispanics • Impact on Related Cancer Statistics • Cancer Incidence Rate for small geographic areas • Hysterectomy-corrected Incidence Rate
William M. Haenszel (1910-1998) • Developed the first national system to track cancer cases and their possible causes, i.e. NCI’s SEER program. • Hankey, Benjamin (1997). "A conversation with William M. Haenszel". Stat Sci. - JNCI, 1961
Haenszel 1961 Study is the first report of age-adjusted mortality rates for whites born in foreign countries in the US Cancer Deaths in 1950 from 35 States in the US
Foreign-Born Population and Percentage of Total Population, for the United States: 1970 to 2010 Source: U.S. Census Bureau, Census of Population, 1970 to 2000, and the American Community Survey, 2010.
Numerator • For the first time, death counts were broken down by cancer cause and birth place • For only 35 states • Available from the National Office of Vital Statistics(NOVS), the predecessor of National Vital Statistics System (NVSS) • We evaluated death data for 1979-2015 • % of missing birthplace data <2% for most states and years • Exceptions: • Georgia in 2008 and 2009 (~60% and ~97% of missing) • New Jersey in 1989 and 1990 (~14% of missing) • Birth-place question was asked to everyone who is counted by the decennial census • 100% of population • After 2000, long-form census no longer exists and replaced by American Community Survey (ACS) • ACS starts from 2006 with ~2.5% sample annually • Sample records with bridged single race variable obtained from IPUMS program of Univ. of Minnesota • Only several demographic questions were asked to everyone • Birth-place question was moved to the long-form survey that is administered at the same time of the census • 5%~25% of population 1960 ~ 2000 1950 2006 + Denominator
Categories of Birth Place Data Collected • Numerator - Death count from Death Certificate • City and State for US-Born, Foreign Country • Denominator: Census surveys • State for US-born, Write out option for names of foreign countries
Category of Birth Place for Analysis • Both numerator and denominator are recoded in the same way for calculating rates • Recoded to Nativity according to US Census definition • US-born – Anyone who is a U.S. citizen at birth • Foreign born – Anyone who is not a U.S. citizen at birth • SEER have obtained permission from the NCHS to release mortality by nativity
Current Methods Used for Calculating Mortality Rates • Numerator (D): death count by cancer cause for estimating mortality rate • Denominator (N): Annual population size × number of years observed and is assumed fixed in variance estimation • Age-standardized Rate (ASR) = denote age standardization group
Population Estimates of Foreign-born Hispanics and US-born Hispanics, California, ACS 2010
Coefficient of Variation (CV) of Population Estimates of Foreign-born Hispanics and US-born Hispanics, California, ACS 2010 *CV=Population Estimate/Standard Error
Population Estimates of Foreign-born Hispanics and US-born Hispanics, New Mexico, ACS 2010
Coefficient of Variation (CV) of Population Estimates of Foreign-born Hispanics and US-born Hispanics, New Mexico, ACS 2010 *CV=Population Estimate/Standard Error
A Natural Rate Estimator – Simple Ratio Estimator (SRE) • , • D: death Count; • : ACS-based population. • , • denote age group. 1/mean(x)=0.001 ≥ Mean(1/x)=0.00104 • However, SRE estimator is upward biased, and size of bias increases as the precision of decreases.
Proposed Bias-Corrected Estimator (BCE) • We also derived the variance of that considers the sampling error in the denominators
All Cancer Cause Morality Rate among Hispanics-- California Foreign-born US-born
All Cancer Cause Morality Rate among Hispanics– New Mexico Foreign-born US-born
Broader Impact • Incidence rates for small geographic areas • Connecticut registry: Towns (~5000 populations) • Louisiana registry: Authorized by law to report Census tract level rates in 2017 • California registries: groups of tracts or census blocks • NCHS: Census tract level life expectancy statistics • More accurate rates corrected for hysterectomy • Hysterectomy eliminates women’s risk of developing cervical, uterine, ovaries etc. • Population estimates by hysterectomy status can be obtained form National Health Surveys, such as NHIS or BRFSS