groundwater arsenic concentrations and cancer incidence rates: a regional comparison in oregon...

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Groundwater Arsenic Concentrations Groundwater Arsenic Concentrations and and Cancer Incidence Rates: Cancer Incidence Rates: A Regional Comparison in Oregon A Regional Comparison in Oregon Harmony Fleming, MS Harmony Fleming, MS Anna K Harding, PhD Anna K Harding, PhD Department of Public Health Department of Public Health Oregon State University Oregon State University

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Page 1: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Groundwater Arsenic Concentrations Groundwater Arsenic Concentrations and and Cancer Incidence Rates: Cancer Incidence Rates: A Regional Comparison in OregonA Regional Comparison in Oregon

Harmony Fleming, MSHarmony Fleming, MSAnna K Harding, PhDAnna K Harding, PhD

Department of Public HealthDepartment of Public HealthOregon State UniversityOregon State University

Page 2: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Background:

Chronic exposure to arsenic in drinking water has been linked to both carcinogenic and non-carcinogenic health effects in humans.

Health effects associated with inorganic exposure include: – tumors of the bladder, kidney, liver, and lung;

blood vessel damage; – reproductive and developmental effects;

neurological effects; peripheral vascular and cardiovascular disease; diabetes mellitus; and

– dermal effects such spotted melanosis, leucomelanosis and keratosis and basal cell cancer of the skin.

Page 3: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Background:

Primary exposure route is ingestion from drinking water due to contamination in groundwater from dissolution of natural mineral deposits, industrial effluent and drainage problems.

Current MCL for public water systems is 10 ppb (2006) which was reduced from 50 ppb

Considerable proportion (25%) of Pacific NW population relies on private wells for domestic water supply—no enforceable MCL

Known “hot spots” for higher arsenic levels in at least two Known “hot spots” for higher arsenic levels in at least two geographic areas in Oregon—Willamette Valley and geographic areas in Oregon—Willamette Valley and southeastern Oregonsoutheastern Oregon

Interest in investigating if the population drawing Interest in investigating if the population drawing groundwater from these areas at higher risk of cancergroundwater from these areas at higher risk of cancer

Page 4: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Study Objectives:

1. Determine if there is a spatial relationship between arsenic concentrations in the Willamette Valley and Southeast Oregon and incidence rates of bladder, liver, lung, and kidney cancers

2. Contribute to the Centers for Disease Control and Prevention’s development of the Environmental Public Health Tracking network by using secondary data to investigate linkages of arsenic in groundwater and associated health effects

3. Serve as an exploratory tool for identifying a public health concern that can be followed up with comprehensive analytical studies of the region

Page 5: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Data sets used for analyses:

1. Oregon State Cancer Registry; bladder, liver, lung & kidney cancer data for the year 2000

2. Oregon Department of Human Services Drinking Water Program; community water system arsenic data

3. U.S. Geological Survey National Water Inventory System; groundwater arsenic data

4. U.S. Census Bureau; population data from 2000 Census

Page 6: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Limitations of Secondary Data:

Data sets used to answer research questions had not been collected for the purpose of identifying causal relationships between arsenic concentrations and cancer incidence.

Arsenic exposure is inferred by the presence of arsenic in groundwater that is known to supply domestic water supplies.

An implied surrogate exposure may not accurately represent the actual exposure of the population.

Cancer cases located in rural areas not always Cancer cases located in rural areas not always geocodable by state cancer registry (e.g. only geocodable by state cancer registry (e.g. only 58% of cases in Harney County were included)58% of cases in Harney County were included)

Page 7: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Methods:

Data were analyzed both statistically and spatially using SAS, Excel and ArcGIS.

The three independent variables; arsenic concentration, age and sex were grouped into intervals for the analyses:

CategoryCategory ValuesValues

AgeAge 1 - 40-49 (reference 1 - 40-49 (reference group)group)2 - 50-592 - 50-593 - 60-69 3 - 60-69 4 - 70-79 4 - 70-79 5 - 80+5 - 80+

SexSex 1 - male1 - male2 - female 2 - female (reference group)(reference group)

Census Tract QuintileCensus Tract Quintile 1 - quintile 1 (0-0.9 1 - quintile 1 (0-0.9 ppb) (reference ppb) (reference group)group)2 - quintile 2 (1-10 2 - quintile 2 (1-10 ppb)ppb)3 - quintile 3 (10.1-3 - quintile 3 (10.1-30ppb)30ppb)4 - quintile 4 (30.1-50 4 - quintile 4 (30.1-50 ppb)ppb)5 - quintile 5 5 - quintile 5 (≥50.1ppb)(≥50.1ppb)

Page 8: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Statistical Methods:

• A spatial representation of the data was created with ArcGIS by linking the arsenic concentration and census tract attributes of the study area.

Use Chi-square to compare the observed cancer cases (for each cancer type) to the expected cancer case count for the five census tract groups for both genders.

Poisson regression was used to attempt to determine if significant differences of observed cancer occurrence exist within the three categories; age, gender and census tract quintile groups.

Spatial Display:

Page 9: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Maps of Aggregate Arsenic Concentration Data

Page 10: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

The Maps show that:

Arsenic in groundwater is widely distributed throughout the regions.

Arsenic concentration levels vary greatly between census tracts located in close proximity

Aggregated values of arsenic are the mean of all arsenic samples within a census tract from both the USGS data and DWP community water system data.

Aggregated concentration values in some cases were considerably lower than the highest sample value. Obvious limitation to accurately estimating arsenic concentrations in groundwater.

Page 11: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Results:

Cancer Type: Bladder Kidney Liver Lung Overall

df = 4 df = 4

df = 4

df = 4

df = 4

Sex & Quintile(all age intervals) Chi-

squareP

valueChi-

squareP

value

Chi-squar

e

P value

Chi-square

P value

Chi-square

P value

Male Quintile 1 0.210.21 0.990.99 0.440.44 0.980.98 0.610.61 0.960.96 1.351.35 0.850.85 0.320.32 0.980.98

Male Quintile 2 0.850.85 0.930.93 0.030.03 0.990.99 0.800.80 0.940.94 0.060.06 0.990.99 0.630.63 0.950.95

Male Quintile 3 6.226.22 0.180.18 0.570.57 0.960.96 0.170.17 0.990.99 0.630.63 0.960.96 0.130.13 0.990.99

Male Quintile 4 0.410.41 0.980.98 0.230.23 0.990.99 0.120.12 0.990.99 0.010.01 11 0.030.03 0.990.99

Male Quintile 5 0.130.13 0.990.99 1.201.20 0.870.87 0.820.82 0.940.94 0.090.09 0.990.99 0.010.01 11

Female Quintile 1 0.170.17 0.990.99 0.020.02 11 0.020.02 0.990.99 0.110.11 0.990.99 0.250.25 0.990.99

Female Quintile 2 0.080.08 0.990.99 0.480.48 0.970.97 2.062.06 0.720.72 0.990.99 0.910.91 0.970.97 0.910.91

Female Quintile 3 1.081.08 0.890.89 0.000.00 11 0.760.76 0.940.94 0.900.90 0.920.92 1.171.17 0.880.88

Female Quintile 4 0.370.37 0.980.98 0.000.00 11 0.210.21 0.990.99 0.650.65 0.950.95 1.361.36 0.850.85

Female Quintile 5 0.120.12 0.990.99 0.550.55 0.960.96 0.110.11 0.990.99 0.450.45 0.980.98 0.180.18 0.990.99

Table 1. Chi-square Values for Age & Sex-specific Incidence Rates: Differences between Observed & Expected Cancer Counts

Page 12: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Results:Results:

The Chi-square values among all the individual cancer types resulted in non-significant values suggesting arsenic concentration did not contribute to differences between the observed and expected cancer counts within the study area.

Page 13: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Results:

Combined Bladder Kidney

Risk Ratio

95%CI

P value

Risk Ratio

95%CI

P value

Risk Ratio

95%CI

P value

Quintile 5 (≥50.1 ppb)Quintile 5 (≥50.1 ppb) 1.071.07 0.66 1.750.66 1.75 0.760.76 0.880.88 0.28 2.790.28 2.79 0.840.84 2.062.06 0.31 5.190.31 5.19 0.750.75

Quintile 4 (30.1-50 ppb)Quintile 4 (30.1-50 ppb) 1.121.12 0.59 1.330.59 1.33 0.560.56 1.311.31 0.63 2.710.63 2.71 0.460.46 0.720.72 0.17 2.960.17 2.96 0.650.65

Quintile 3 (10.1-30 ppb)Quintile 3 (10.1-30 ppb) 0.940.94 0.71 1.250.71 1.25 0.680.68 1.451.45 0.87 2.410.87 2.41 0.150.15 0.690.69 0.25 1.930.25 1.93 0.480.48

Quintile 2 (1-10 ppb)Quintile 2 (1-10 ppb) 1.051.05 0.92 1.190.92 1.19 0.470.47 1.081.08 0.82 1.430.82 1.43 0.560.56 1.021.02 0.67 1.530.67 1.53 0.940.94

Quintile 1 (0-0.9ppb)Quintile 1 (0-0.9ppb)Reference GroupReference Group 1.01.0 N/AN/A N/AN/A 1.01.0 N/AN/A N/AN/A 1.01.0 N/AN/A N/AN/A

Liver Lung

Risk Ratio

95%CI

P value

Risk Ratio

95%CI

P value

Quintile 5 (≥50.1 ppb)Quintile 5 (≥50.1 ppb) 2.382.38 0.31 18.460.31 18.46 0.400.40 1.041.04 0.57 1.910.57 1.91 0.880.88

Quintile 4 (30.1-50 ppb)Quintile 4 (30.1-50 ppb) 1.381.38 0.18 10.750.18 10.75 0.750.75 0.850.85 0.51 1.410.51 1.41 0.520.52

Quintile 3 (10.1-30 ppb)Quintile 3 (10.1-30 ppb) 1.281.28 0.28 5.80.28 5.8 0.740.74 0.810.81 0.56 1.180.56 1.18 0.280.28

Quintile 2 (1-10 ppb)Quintile 2 (1-10 ppb) 1.281.28 0.6 2.740.6 2.74 0.510.51 1.031.03 0.88 1.210.88 1.21 0.710.71

Quintile 1 (0-0.9ppb)Quintile 1 (0-0.9ppb)Reference GroupReference Group 1.01.0 N/AN/A N/AN/A 1.01.0 N/AN/A N/AN/A

Table 2. Risk Ratios and Confidence Intervals for Arsenic Concentration

Page 14: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Results:Results:

The individual regression analysis of each cancer type and the combined group resulted in non-significant results indicating that higher arsenic concentrations did not increase the incidence rate of the four cancers (bladder, kidney, liver and lung) after adjusting for age and sex.

Page 15: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Conclusions:

The use of geographic information systems (GIS) provides the platform to analyze health effects in proximity to environmental hazards, which is important for public health intervention & prevention activities—great potential for EH studies.

Spatial study of groundwater arsenic and associated health outcomes had not been previously done in Oregon—secondary data had definite limitations

The results contradicted numerous epidemiologic studies that have found a positive association between arsenic ingestion and increased cancer incidence.

Page 16: Groundwater Arsenic Concentrations and Cancer Incidence Rates: A Regional Comparison in Oregon Harmony Fleming, MS Anna K Harding, PhD Department of Public

Conclusions:

The statistical and spatial analytical problems inherent to substituting individual-level data with aggregate data may not have identified the actual risk to individuals. – Surrogate exposure levels are not the optimal

measurement for analysis but when used with a GIS, they may give a better understanding of associations between environmental contaminants and disease rates.

Majority of census tracts fall into Quintiles 1 and 2, which are below MCL

Missing cases in rural areas might contribute to underestimation of cancer incidence rates in these census tracts