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Patterns of colorectal cancer incidence, risk factors, and screening in Kentucky.


Background: Colorectal cancer colorectal cancer

Malignant tumour of the large intestine (colon) or rectum. Risk factors include age (after age 50), family history of colorectal cancer, chronic inflammatory bowel diseases, benign polyps, physical inactivity, and a diet high in fat.
 incidence rates are higher in Kentucky than in the United States United States, officially United States of America, republic (2005 est. pop. 295,734,000), 3,539,227 sq mi (9,166,598 sq km), North America. The United States is the world's third largest country in population and the fourth largest country in area.  in general, and there are regional variations within the state.

Methods: This study investigates these variations in relation to life-style and health behaviors, combining data from the Kentucky Behavioral Risk Factor Surveillance System The Behavioral Risk Factor Surveillance System (BRFSS) is a United States national health survey that looks at behavioral risk factors. It is run by Centers for Disease Control and Prevention and conducted by the individual states.  (BRFSS BRFSS Behavioral Risk Factor Surveillance System ), and from the Kentucky Cancer Registry A cancer registry is a systematic collection of data about cancer and tumor diseases. The data is collected by Cancer Registrars. Cancer Registrars capture a complete summary of patient history, diagnosis, treatment, and status for every cancer patient in the United States, and . We used Kentucky's fifteen Area Development Districts (ADDs) as units of analysis across a five-year period from 1993 to 97.

Results: Differences were observed across ADDs. ADDs with a higher prevalence of risk factors, with the exception of chronic alcohol drinking, had lower CRC (Cyclical Redundancy Checking) An error checking technique used to ensure the accuracy of transmitting digital data. The transmitted messages are divided into predetermined lengths which, used as dividends, are divided by a fixed divisor.  rates. ADDs with a higher proportion of respondents having had recent routine check-ups had higher CRC incidence rates.

Conclusions: In general, healthier lifestyles and positive health-related behaviors were associated with increased colorectal cancer incidence. This may be explained by the tendency for healthier individuals to receive regular check-ups and screening, thus increasing the detection rate of colorectal cancer.

Key Words: colorectal cancer, Kentucky, Behavioral Risk Factor Surveillance System, behavioral risk factors, screening

**********

Colorectal cancer (CRC), ranks third in cancer incidence in the United States and constitutes the second leading cause of cancer death for both sexes combined, with approximately 57,100 deaths predicted to occur nationwide in 2003. (1) The risk of developing CRC increases with age. The American Cancer Society American Cancer Society,
n.pr established in 1913, this national volunteer-based health organization is committed to the elimination of cancer through prevention and treatment and to diminishing cancer suffering through advocacy, scholarship, research,
 estimates the risk at ages 40 to 59 years to be 1 in 114 for men, and 1 in 145 for women, compared with 1 in 25, and 1 in 33, respectively, at ages 60 to 79. (1)

There are several well-established risk factors for CRC, mostly related to lifestyle behaviors. Numerous studies have examined the relationship between diet and risk for CRC. Although the exact nutrients that modify the risk are currently under discussion, (2-3) it is generally accepted that consumption of fruits and vegetables lowers the risk, (4-6) while diets high in fat and/or low in fiber intake increase it. (2) There is also a relationship between lack of physical activity and large body mass index and increased CRC risk. (7-11) Alcohol consumption (13-15) and cigarette smoking (13-16) are also positively associated with increased risk.

The population of Kentucky has a high prevalence of known CRC lifestyle risk factors. Kentucky ranks among the five states with the highest prevalence of smoking and obesity, and among the lowest of regular exercise. (17) The CRC incidence and mortality rates in Kentucky are higher than the national average, represented by the Surveillance, Epidemiology and End Results data. In addition, these rates vary substantially among different geographical areas within the state. (18-20)

Since 1985, CRC mortality rates have declined steadily in the United States, partly due to improvements in early detection and treatment. (21) Proper screening can identify precancerous polyps precancerous polyps  Oncology A polyp that arises int the mucosa, which has an ↑ risk of cancer  and prevent progression to cancer, or can detect the CRC at an earlier stage, improving the effectiveness of treatment and increased survival. Screening is typically accomplished by examination for fecal occult blood Fecal occult blood is a term for blood present in the feces that is not visibly apparent. In medicine, a fecal occult blood test is a check for hidden (occult) blood in the stool (feces). Conventional fecal occult blood tests look for heme.  (FOBT FOBT Fecal occult blood testing, see there. See Occult bleeding. ), by visual inspection via sigmoidoscopy Sigmoidoscopy Definition

Sigmoidoscopy is a procedure by which a doctor inserts either a short and rigid or slightly longer and flexible fiber-optic tube into the rectum to examine the lower portion of the large intestine (or bowel).
 or colonoscopy Colonoscopy Definition

Colonoscopy is a medical procedure where a long, flexible, tubular instrument called the colonoscope is used to view the entire inner lining of the colon (large intestine) and the rectum.
, or by double-contrast enema enema /en·e·ma/ (en´e-mah) [Gr.] a solution introduced into the rectum to promote evacuation of feces or as a means of introducing nutrients, medicinal substances, or opaque material for radiologic examination of the lower intestinal . (1) FOBT testing can reduce CRC mortality because of its specificity, (22-23) but it is less sensitive than visual inspection of all or part of the large intestine large intestine

End section of the intestine. It is about 5 ft (1.5 m) long, is wider than the small intestine, and has a smooth inner wall. In the first half, enzymes from the small intestine complete digestion, and bacteria produce many B vitamins and vitamin K.
. (24) A digital rectal examination Digital rectal examination
A routine screening test that is used to detect any lumps in the prostate gland or any hardening or other abnormality of the prostate tissue.
 (DRE DRE
Digital rectal examination.

Mentioned in: Rectal Examination
) should accompany the other procedures. (1)

The goal of this study was to examine regional variations in CRC occurrence in Kentucky and their relationship with potential regional differences in lifestyle risk factors, screening practices, and health care access. We based these analyses on secondary data, including incidence and mortality rates at the state and substate level, data from the Kentucky Behavioral Risk Factor Surveillance System (BRFSS), and the 1990 Census.

Methods

Data Sources

Kentucky Cancer Registry. The Kentucky Cancer Registry (KCR KCR Kowloon-Canton Railway (railway system connecting Hong Kong and Canton province of China)
KCR Kansas City Royals
KCR Key Component Review
KCR Key Customer-Related
) has been actively obtaining data on incident cases of cancer since 1991 as part of approved legislation from the Kentucky General Assembly The Kentucky General Assembly, also called the Kentucky Legislature, is the state legislature of the U.S. state of Kentucky.

The General Assembly meets annually in the state capitol building in Frankfort, Kentucky, convening on the first Tuesday after the first Monday
, and has received recognition for the accuracy and completeness of the data. In February 2001, KCR joined the Surveillance, Epidemiology and End Results program, which is considered to be the most reliable population-based source of cancer data for the United States.

According to according to
prep.
1. As stated or indicated by; on the authority of: according to historians.

2. In keeping with: according to instructions.

3.
 one KCR study, (25) approximately 2,500 incident cases of CRC occur each year in Kentucky. We obtained data from KCR for incident cases of CRC from 1993 to 1997, matching these years for BRFSS analysis. The data included age-adjusted incidence rates by gender, geographical subgroupings, and stage at diagnosis. In addition, KCR calculated mortality rates based on data from the National Center for Health Statistics National Center for Health Statistics (NCHS) is part of the Centers for Disease Control and Prevention (CDC), which is part of the United States Department of Health and Human Services.

NCHS is the United States' principal health statistics agency.
. All age-adjustments were performed using the 1970 U.S. population as the standard.

Behavioral Risk Factor Surveillance System. The BRFSS, currently conducted in all fifty states, the District of Columbia District of Columbia, federal district (2000 pop. 572,059, a 5.7% decrease in population since the 1990 census), 69 sq mi (179 sq km), on the east bank of the Potomac River, coextensive with the city of Washington, D.C. (the capital of the United States). , Puerto Rico Puerto Rico (pwār`tō rē`kō), island (2005 est. pop. 3,917,000), 3,508 sq mi (9,086 sq km), West Indies, c.1,000 mi (1,610 km) SE of Miami, Fla. , Guam, and the Virgin Islands, is an ongoing random digit dialing Random digit dialing (RDD) is a method for selecting people for involvement in telephone statistical surveys by generating telephone numbers at random. Random digit dialing has the advantage that it includes unlisted numbers that would be missed if the numbers were selected from a  telephone survey of noninstitutionalized persons ages eighteen and older, supported by the Centers for Disease Control and Prevention Centers for Disease Control and Prevention (CDC), agency of the U.S. Public Health Service since 1973, with headquarters in Atlanta; it was established in 1946 as the Communicable Disease Center.  (CDC See Control Data, century date change and Back Orifice.

CDC - Control Data Corporation
). (26)

The BRFSS questions are divided into three categories: core questions, optional modules, and state-added questions. The core questions are included each year in all state questionnaires. There are fixed and rotating core questions. Fixed core questions are asked every year, and include basic demographic and health-status questions. Those in the rotating core are asked every other year, and include CRC screening and exercise questions. The optional modules are chosen by states individually. Finally, each state may add questions not provided by the CDC.

Although the BRFSS was originally designed to be representative at the state level and used for comparisons among states or for assessing trends over time, intrastate BRFSS analyses have been conducted for other states. In Alaska, BRFSS data were used to compare the distribution of Healthy People 2000 health-status indicators in four geographic regions. (27) A study in Iowa (28) examined the correlation between rurality and cervical cancer Cervical Cancer Definition

Cervical cancer is a disease in which the cells of the cervix become abnormal and start to grow uncontrollably, forming tumors.
 screening according to population density, and a study in Florida (29) investigated stroke mortality patterns among different labor-market area groups.

In conducting regional ecologic analyses in epidemiologic studies epidemiologic study A study that compares 2 groups of people who are alike except for one factor, such as exposure to a chemical or the presence of a health effect; the investigators try to determine if any factor is associated with the health effect , choosing homogeneous geographic units minimizes the effects of extraneous variables. Generally, smaller areas provide more homogeneity Homogeneity

The degree to which items are similar.
; however, they are often too small to render statistically meaningful results. To increase the statistical power of the study, we used BRFSS data covering a span of five years.

For the purpose of maximizing homogeneity we considered using the county as the unit of analysis, but many of the 120 counties in Kentucky <onlyinclude> This is a list of the one hundred and twenty counties in the U.S. state of Kentucky. Despite ranking 37th in size by area, Kentucky has 120 counties, third in the U.S. behind Texas' 254 and Georgia's 159.  had insufficient BRFSS respondents even across the 5-year study period, some well below 50 for certain questions, which is fewer than the baseline minimum number per cell proposed by the CDC for accurate analysis. (30) Kentucky's counties are grouped into fifteen Area Development Districts (ADDs), which are public bodies under Kentucky Law that share common features based on geographical or economic development (Fig. 1). We chose the ADD as a convenient unit of analysis since it is commonly used for health surveillance, making results comparable across various secondary data sources.

[FIGURE 1 OMITTED]

The Kentucky BRFSS used the Mitofsky-Waksberg sampling design up until 1997, changing to the Disproportionate Stratified stratified /strat·i·fied/ (strat´i-fid) formed or arranged in layers.

strat·i·fied
adj.
Arranged in the form of layers or strata.
 Random Sampling in 1998. (31) To further increase the statistical power of the ADD-level analysis, in addition to using a five-year sample period we also chose to use data drawn from years during which the same sampling methodology was employed. We therefore combined BRFSS data from 1993 to 1997, totaling 14,425 respondents for the entire state.

During these 5 years, there were variations in the Kentucky BRFSS questionnaires which resulted in varying numbers of respondents, depending on the health topic. For example, smoking information was obtained for 14,425 persons, while questions regarding exercise were asked of 7,816 respondents. Questions regarding CRC screening were restricted to persons 40 years or older.

In our analysis we included three types of BRFSS questions related to lifestyle characteristics associated with CRC: 1) smoking, alcohol consumption, intake of fruits and vegetables, exercise and body mass index; 2) CRC screening, FOBT, proctoscopy Proctoscopy
A procedurein which a thin tube containing a camera and a light is inserted into the rectum so that the doctor can visually inspect it.

Mentioned in: Proctitis


proctoscopy

inspection of the rectum with a proctoscope.
 and sigmoidoscopy (colonoscopy was not included among the questions until after 1997), and DRE; and 3) health care behavior and access.

Data analysis

We compared the CRC incidence and mortality rates across the ADDs. We calculated the standard incidence ratio for each ADD, using the national rates as the standard. We also compared the proportion of CRCs detected at a localized (early) versus those in a regional or distant stage of development. This was accomplished by combining cases diagnosed as either "in situ In place. When something is "in situ," it is in its original location. " or "local" into an "early stage" group, and those diagnosed as "regional" or "distant" into a "late stage" group.

For analysis of the five-year combined BRFSS data, we included the CDC calculated weights, to ensure the representativeness of the survey sample. The weights provided by the CDC follow several criteria for adjustment, including number of telephones per household, number of adults per household, number of interviews completed in each sample, and the population distribution according to age and gender. Using these criteria, the CDC creates a weight for each specific BRFSS respondent, which can be used in analyses that include any subset of respondents.

The frequency of each BRFSS answer was calculated using "PROC (language) PROC - The job control language used in the Pick operating system.

["Exploring the Pick Operating System", J.E. Sisk et al, Hayden 1986].
 SURVEYMEANS" in SAS (1) (SAS Institute Inc., Cary, NC, www.sas.com) A software company that specializes in data warehousing and decision support software based on the SAS System. Founded in 1976, SAS is one of the world's largest privately held software companies. See SAS System.  version 8.0 (SAS Institute SAS Institute Inc., headquartered in Cary, North Carolina, USA, has been a major producer of software since it was founded in 1976 by Anthony Barr, James Goodnight, John Sall and Jane Helwig. , Inc., Cary, NC), which accounts for sampling variations. We excluded from the denominator respondents with "missing," "don't know Don't know (DK, DKed)

"Don't know the trade." A Street expression used whenever one party lacks knowledge of a trade or receives conflicting instructions from the other party.
," and "refused" answers. However, we separately calculated the proportion of missing/unknown/refused answers for each variable. The prevalence of these types of answers combined was low (range from 1.0 to 3.8%). The results for each question were correlated with CRC incidence data, using "PROC CORR CORR

Used on the consolidated tape to indicate a correction in a reported transaction : CORR.LAST.GY 50 WAS 51.
." Although questions related to CRC screening were asked of all respondents aged 40 years or older, we restricted the analysis of screening questions to persons aged 50 years or older, following the current American Cancer Society recommendations for CRC for the general population. (1) In addition to the three CRC screening variables, we created a new variable: any type of screening (ever having had a FOBT, proctoscopy/sigmoidoscopy, or DRE).

Initial results showed that healthier lifestyle factors, screening, and greater health care utilization were correlated with increased CRC incidence (see Results section below). To further elucidate the relationship between these variables, we used individual level BRFSS data to determine if health care access and utilization predicted screening usage, which is known to influence incidence. (32) We used logistic regression In statistics, logistic regression is a regression model for binomially distributed response/dependent variables. It is useful for modeling the probability of an event occurring as a function of other factors.  to derive an odds ratio (OR) and 95% confidence interval confidence interval,
n a statistical device used to determine the range within which an acceptable datum would fall. Confidence intervals are usually expressed in percentages, typically 95% or 99%.
 (95% CI) for each variable of interest using PROC RLOGIST from SUDAAN version 7.5.4A (Research Triangle Institute The Research Triangle Institute (RTI) is a non-profit research organization based in the Research Triangle Park (RTP) of North Carolina. RTI is the oldest tenant of this major research park, and the sister organization to the Research Triangle Foundation. , Research Triangle Park Research Triangle Park, research, business, medical, and educational complex situated in central North Carolina. It has an area of 6,900 acres (2,795 hectares) and is 8 × 2 mi (13 × 3 km) in size. Named for the triangle formed by Duke Univ. , NC).

Results

Demographic characteristics are presented in Table 1. The ADDs in Eastern Kentucky generally have lower socioeconomic status socioeconomic status,
n the position of an individual on a socio-economic scale that measures such factors as education, income, type of occupation, place of residence, and in some populations, ethnicity and religion.
, indicated by their relatively lower educational and income levels. They are also less densely populated pop·u·late  
tr.v. pop·u·lat·ed, pop·u·lat·ing, pop·u·lates
1. To supply with inhabitants, as by colonization; people.

2.
 and more rural. A third of Kentucky's population is centered around the urban areas of Louisville (in the KIPDA KIPDA Kentuckiana Regional Planning & Development Agency  ADD), Lexington (in the Bluegrass bluegrass, any species of the large and widely distributed genus Poa, chiefly range and pasture grasses of economic importance in temperate and cool regions. In general, bluegrasses are perennial with fine-leaved foliage that is bluish green in some species.  ADD) and the northcentral part of the state which contributes to the greater Cincinnati, Ohio “Cincinnati” redirects here. For other uses, see Cincinnati (disambiguation).
Cincinnati is a city in the U.S. state of Ohio and the county seat of Hamilton County.
 residential area (Northern KY ADD region).

CRC incidence and mortality rates varied among the ADDs, as shown in Table 2. The highest incidence rates were found in Gateway, Purchase, and KIPDA (58.7, 56.7, and 53.7 per 100,000 respectively), while those in Barren River The Barren River is a river in western Kentucky, USA. It is the largest tributary of the Green River, which drains more of Kentucky than any other river. The Barren River rises in Monroe County and flows into the Green in northeast Warren County. , Lake Cumberland Lake Cumberland is an artificial lake in Clinton, Laurel, Pulaski, Russell, and Wayne counties in Kentucky.[1] The primary reasons for its construction were a means for flood control and the production of hydroelectric power. , and Big Sandy There are seven communities in the United States named Big Sandy
  • Big Sandy in Chouteau County, Montana
  • Big Sandy in Thayer County, Nebraska
  • Big Sandy in Benton County, Tennessee
  • Big Sandy in Washington County, Tennessee
  • Big Sandy in Upshur County, Texas
 were lowest (40.9, 42.5 and 43.2 per 100,000 respectively). Thus, the highest CRC incidence rates for the combined five-year period (1993-1997) occurred in three noncontiguous regions of the state: two primarily rural areas in western and northeastern Kentucky, and the most urban and heavily populated ADD (including Louisville and surrounding areas). The lowest rates concentrated around the central-western, southern, and southeastern areas. The standard incidence ratios reflected these differences in incidence rates. (Table 2)

Most ADDs had similar ratios of incidence to mortality rates (between 2.2-2.8), consistent with a significant correlation (r = 0.57, P = 0.026). The Purchase ADD, however, had the second highest incidence rate and the lowest mortality rate (incidence to mortality ratio 3.8). This may be related to a differential stage at diagnosis, since the likelihood of survival increases substantially when CRC is detected at an early stage. Indeed, the Purchase ADD had the greatest percentage of cases diagnosed at an early stage (47.7%). When Purchase was excluded, the correlation between incidence and mortality was much higher (r = 0.86).

The patterns of response to the BRFSS questions included in the analysis are presented in Table 3. Although the regional patterns are not clearly distinct, ADDs in eastern Kentucky, which represent the Appalachian and poorer areas of the state, tend to have a higher prevalence of risk factors (eg, smoking and proportion of overweight persons) and a lower prevalence of protective factors (eg, consumption of fruit and vegetables and exercise). They also show lower screening rates for CRC and use of medical care.

The correlation between the incidence data and the BRFSS prevalence rates at the ADD level showed puzzling results (Table 4). Among the risk factors we investigated with the BRFSS data, only increased prevalence of chronic alcohol drinking (calculated from consumption of 2 or more drinks per day, or 60 or more drinks per month) was positively and significantly associated with increased CRC incidence. Smoking (categorized cat·e·go·rize  
tr.v. cat·e·go·rized, cat·e·go·riz·ing, cat·e·go·riz·es
To put into a category or categories; classify.



cat
 as either "ever smoked," or "current smoker") was negatively and significantly correlated with CRC incidence, while exercise (either as "any activity" or "regular exercise") was significantly correlated with increased incidence. Neither consumption of fruits and vegetables nor being overweight showed significant associations, but as with smoking and exercise, the correlation coefficients Correlation Coefficient

A measure that determines the degree to which two variable's movements are associated.

The correlation coefficient is calculated as:
 indicated a tendency in the opposite direction of that expected. For respondents 50 years of age or older, ever having had a home blood stool test was positively correlated with CRC incidence. An "excellent," "very good," or "good" health selfreport, and having had a routine check-up within the last two years were both positively correlated with CRC incidence.

Since increases in screening practices for CRC can initially increase incidence rates due to the heightened detection of new, early-stage cases, individual-level BRFSS data were used to determine whether health care status and health care access predict screening behavior. The results, presented in Table 5, indicate that respondents ages fifty and older who had a recent check-up within the last two years were approximately four to five times more likely to have any kind of colorectal screening than respondents not having a regular check-up (OR = 3.45 [95% CI 2.66-4.49] for proctoscopy/sigmoidoscopy; OR = 4.07 [3.15-5.25] for DRE; OR = 5.05 [3.41-7.48] for FOBT; OR = 3.99 [3.25-4.89] for any of the three types of screening). Similarly, persons who reported having any health care coverage were between two and three times more likely to be screened for CRC compared with those without health care coverage (ORs ranging from 2.35 for FOBT to 3.05 for DRE, and OR = 2.79 for any of the three types of screening). There was little association between self-reported health status and screening.

Discussion

Areas in Kentucky with a higher prevalence of healthy lifestyles appeared to have higher incidence rates of CRC. Increased alcohol consumption was the only known risk factor positively correlated with increased incidence. However, the prevalence rates for chronic drinking as defined by CDC were low across all ADDs (1.0 to 3.7%), so that the public health significance of this finding appears limited. Higher smoking and lower exercise prevalence were associated with lower CRC rates, contrary to what was expected based on the general current understanding of and knowledge about CRC. (1,2,20,33)

The limitations of using BRFSS data for this type of analysis need to be considered. The BRFSS is restricted to the noninstitutionalized, adult population who live in households with telephones. This excludes special groups such as prisoners and nursing home residents and persons without telephones. In some states, including Kentucky, it also excludes non-English speakers. In 1990, 4.7% of all U.S. households did not have telephones. In Kentucky this figure reached over 10%, with variations across ADDs ranging from 5% in Northern Kentucky and KIPDA to 20% in Kentucky River Kentucky River

Tributary of the Ohio River in north-central Kentucky, U.S. It is formed by the confluence of North, Middle, and South forks, which originate in the Cumberland Mountains. It is navigable along its 259-mi (417-km) course by means of locks.
 and Cumberland Valley Cumberland Valley, 75 mi (121 km) long and from 15 to 20 mi (24–32 km) wide, part of the great Appalachian valley, between the Potomac and Susquehanna rivers, W Md. and S Pa. It is a fertile farming area that is becoming urbanized. Chambersburg and Carlisle, Pa. . Assuming that most people without telephones have a low socioeconomic status, they are more likely to share characteristics with those who are in the lowest income group, and therefore also having a higher prevalence of risk factors (results not shown here by SES). If they had been included, the puzzling association between increased risk factors and lower CRC incidence would have been more pronounced.

Two other survey-related issues deserve to be mentioned: nonresponse rate and measurement error. (26) The Council of American Survey Research Organizations The Council of American Survey Research Organizations (CASRO) is the trade association of survey research organizations, representing over 250 companies and research operations in the United States and abroad.  (CASRO CASRO Council of American Survey Research Organizations ) response rate was 69.6% for the 1997 Kentucky BRFSS consistent with the response rates estimated for other states and the median rates for all states of 68.4%. (34)

The individual-level analysis helped to elucidate the relationship between behavioral risk factors and CRC incidence. Having had a check-up within two years and having any kind of health care coverage were both predictive of having any type of CRC screening. They were also highly correlated with each other (r = 0.88), and generally associated with healthier behaviors.

Although the long-term effect of increased screening is to decrease incidence by detecting premalignant premalignant /pre·ma·lig·nant/ (pre?mah-lig´nant) precancerous.

pre·ma·lig·nant
adj.
Precancerous.



premalignant

precancerous.
 lesions that can be removed before cancer develops, the short-term effect is an increase in incidence, (35) due to the detection of new cases that otherwise would not be diagnosed until later. Our results are consistent with this effect, as indicated by the correlation between incidence and the proportion of cases detected in early stage (r = 0.53, P = 0.04).

Of particular interest is the Purchase ADD, which has the second highest incidence rate in Kentucky, but the lowest mortality rate for CRC. Purchase also has the highest proportion of early stage cases at diagnosis, suggesting a higher rate of initial screening. Conversely, the Appalachian areas of Kentucky, long associated with poverty and higher-risk lifestyle behaviors (also confirmed in our analysis), had some of the lowest screening rates, as well as lower CRC incidence rates. This lends support, at the ecologic level of analysis, to the hypothesis that the higher incidence rates are at least partially due to earlier detection of CRC.

Further studies are needed to better understand the extent to which CRC screening is practiced in Kentucky and the main roadblocks that are limiting its use, which will also help elucidate its effect on incidence rates. The 1999 BRFSS nationwide comparison ranks Kentucky second lowest in prevalence of proctoscopic/sigmoidoscopic screening (28.2 compared with 33.7 U.S. average). Despite this, there seem to be increases in screening prevalence over the last decade, which may account for the apparent increase in CRC incidence in Kentucky over the last few years (results not shown). Identification of the factors leading to earlier detection and lower mortality in Purchase could be useful in implementing intervention studies intervention studies,
n.pl the epidemiologic investigations designed to test a hypothesized cause and effect relation by modifying the supposed causal factor(s) in the study population.
 in other areas.

Although we observed regional differences in screening, correlations with CRC incidence were not statistically significant. A positive association was only evident with having a home blood stool test. The lack of a statistical association with the other screening questions may be explained by limitations in the ecologic nature of the study design. In our investigation, we were limited by the small number of units of analysis (15 ADDs), restricting the statistical power to find significant associations. Using the 120 counties in Kentucky could remediate this problem, as well as increase the homogeneity of the analytical unit, but the sample design and size of the BRFSS do not support this approach. In Kentucky, 46 counties had less than 50 respondents over the 5-year study period, and the numbers become much smaller for selected questions which are not asked yearly, or that are restricted to selected subgroups (for example, age- or gender-specific). In summary, statistical and study design limitations preclude finding significant associations between screenings and incidence rates at the ADD level, while results at the individual level suggest a possible association.

Other limitations of ecologic data include ecologic fallacy, in which the findings at the group level do not represent what is occurring at the individual level. (36) Therefore, seldom can we infer causal associations from the ecologic analysis alone. Inability to control for confounding confounding

when the effects of two, or more, processes on results cannot be separated, the results are said to be confounded, a cause of bias in disease studies.


confounding factor
 is also a weakness of this study, as there are CRC risk factor variables not included in the analysis, such as use of nonsteroid non·ste·roi·dal   also non·ster·oid
adj.
Not being or containing a steroid: a nonsteroidal anti-inflammatory drug.

n.
A drug or other substance not containing a steroid.

Noun 1.
 anti-inflammatory drugs Anti-inflammatory drugs
A class of drugs that lower inflammation and that includes NSAIDs and corticosteroids.

Mentioned in: Antirheumatic Drugs
, family history of CRC, genetic factors, and inflammatory bowel disease inflammatory bowel disease
n. Abbr. IBD
Any of several incurable and debilitating diseases of the gastrointestinal tract characterized by inflammation and obstruction of parts of the intestine.
. (1,38)

Competing causes of disease and mortality may also contribute to our findings of lower CRC incidence rates in specific areas where risk factors are elevated. Kentucky has the fifth highest cardiovascular disease Cardiovascular disease
Disease that affects the heart and blood vessels.

Mentioned in: Lipoproteins Test

cardiovascular disease 
 (CVD CVD Cardiovascular disease, see there ) rate in the country. (37) CRC and CVD share many of the same risk factors, including obesity and lack of exercise as well as smoking. Since Kentucky has high rates of inactivity, smoking, and obesity compared with the U.S. as a whole, persons at high risk for developing CRC also have increased risk to develop CVD. Thus, a high rate of CVD may artifactually lower the CRC incidence rates, particularly in areas of lower screening where cases may go undetected. Many of the counties with low CRC rates have high CVD and overall mortality rates.

In summary, the variations of CRC rates found in Kentucky are likely due to a rather complex combination of behavioral risk factors, health care access and utilization, socioeconomic status, screening, and competing diseases. This study was a first step in exploring the relationships of these factors using existing data resources. These associations need to be further addressed using other study design approaches, which may lead to targeted programs to improve detection and lower the occurrence and fatality fa·tal·i·ty
n.
1. A death resulting from an accident or disaster.

2. One that is killed as a result of such an occurrence.
 of CRC.
Table 1. General demographic characteristics of Kentucky's population by
ADD (1990 Census Data) (a)

                                Race      Median income    % High school
ADD              Population   (% white)  ($/household/yr)    graduates

Purchase           181,346      93.4         21,366             67.4
Pennyrile          205,800      86.4         20,933             63.2
Green River        199,342      94.4         23,519             67.4
Barren River       222,766      93.2         20,243             58.2
Lincoln Trail      219,101      90.0         22,554             66.6
KIPDA              796,491      84.2         27,787             73.3
Northern
  Kentucky         334,979      97.7         29,576             71.6
Buffalo Trace       51,877      96.6         18,674             54.2
Gateway             66,346      97.2         17,003             52.0
Fivco              132,685      98.6         21,581             61.3
Big Sandy          165,020      99.3         16,524             49.7
Kentucky River     123,495      99.1         14,170             45.0
Cumberland
  Valley           223,024      98.3         14,664             48.0
Lake Cumberland    174,283      97.7         16,087             49.7
Bluegrass          590,336      90.6         25,708             70.6
All Kentucky     3,686,891      94.4         20,693             59.9

                            College education                 % Rural
ADD             (% with [greater than or equal to] 4 years)  population

Purchase                       21.2                             55.7
Pennyrile                      19.3                             58.7
Green River                    19.6                             49.6
Barren River                   15.3                             66.1
Lincoln Trail                  19.5                             60.7
KIPDA                          23.8                             15.2
Northern
  Kentucky                     22.1                             27.5
Buffalo Trace                  13.5                             80.3
Gateway                        13.6                             79.3
Fivco                          18.3                             55.1
Big Sandy                      13.4                             91.4
Kentucky River                 11.2                             93.4
Cumberland
  Valley                       12.1                             81.2
Lake Cumberland                12.2                             83.8
Bluegrass                      21.1                             35.2
All Kentucky                   17.1                             62.2

(a) ADD, Area Development District.

Table 2. Comparison of colorectal cancer incidence and mortality
age-adjusted rates (per 100,000 persons) 1993-1997 (a)

                                                          Incidence/
ADD                 Incidence     (n)  Mortality    (n)   mortality

Purchase              56.73       849    14.99      237     3.78
Pennyrile             49.42       665    18.40      267     2.69
Green River           44.46       590    18.97      265     2.34
Barren River          40.91       635    16.37      271     2.50
Lincoln Trail         50.47       634    19.89      259     2.54
KIPDA                 53.65     2,771    19.80    1,058     2.71
Northern Kentucky     52.85     1,104    23.25      496     2.27
Buffalo Trace         52.62       196    23.71       93     2.22
Gateway               58.67       251    22.84      105     2.57
Fivco                 52.27       483    21.09      200     2.48
Big Sandy             43.23       409    17.01      166     2.54
Kentucky River        44.27       313    16.37      122     2.70
Cumberland Valley     44.44       624    16.12      236     2.76
Lake Cumberland       42.47       537    17.25      231     2.46
Bluegrass             50.55     1,825    19.05      712     2.65
Total                 49.75    11,886    18.95    4,718     2.62

                   % Diagnosed at
ADD                early stage (b)       SIR (95% C.I.) (c)

Purchase               47.74              1.30 (1.22,1.39)
Pennyrile              45.16              1.12 (1.03,1.21)
Green River            42.86              1.00 (0.92,1.08)
Barren River           42.49              0.94 (0.87,1.02)
Lincoln Trail          40.55              1.16 (1.07,1.25)
KIPDA                  43.63              1.21 (1.17,1.26)
Northern Kentucky      42.86              1.23 (1.15,1.30)
Buffalo Trace          36.81              1.20 (1.04,1.38)
Gateway                44.00              1.35 (1.19,1.53)
Fivco                  44.60              1.19 (1.09,1.30)
Big Sandy              41.13              0.98 (0.88,1.08)
Kentucky River         39.50              1.00 (0.90,1.12)
Cumberland Valley      39.20              1.00 (0.93,1.09)
Lake Cumberland        36.09              0.93 (0.86,1.02)
Bluegrass              40.53              1.16 (1.11,1.21)
Total                4239                 1.13 (1.11,1.15)

(a) ADD, Area Development District.
(b) Not including unstaged cases.
(c) Standardized incidence ratio compared to U.S. incidence rates, with
95% confidence intervals.

Table 3. Prevalence of selected BRFSS responses by ADD (Percentage) (a)

                                 Risk factors
                              (all participants)
              Ever   Current    Over-     Chronic    Any     Regular
ADD          Smoked  Smoking  Weight (b)  Alcohol  Exercise  Exercise

Purchase      49.6    28.5      28.0        2.1      60.1      36.4
Pennyrile     50.7    29.4      31.4        2.1      47.6      28.4
Green
  River       58.0    31.8      30.8        1.8      48.6      25.7
Barren
  River       53.2    30.9      27.6        2.0      56.2      29.7
Lincoln
  Trail       55.0    29.7      31.1        2.0      58.4      32.8
KIPDA         52.4    28.0      31.6        3.3      61.8      38.0
Northern
  Kentucky    52.8    30.4      30.0        3.4      59.2      37.2
Buffalo
  Trace       53.3    34.6      34.7        1.2      52.2      28.3
Gateway       49.6    28.8      30.7        3.2      55.6      32.7
Fivco         55.8    30.5      37.4        2.5      49.2      29.2
Big Sandy     53.5    31.6      41.9        1.0      45.0      22.0
Kentucky
  River       54.6    33.9      32.8        2.2      46.7      22.6
Cumberland
  Valley      57.4    31.6      36.0        1.4      48.6      25.6
Lake
  Cumberland  57.5    34.8      37.9        1.1      45.4      25.5
Bluegrass     50.2    28.0      29.0        3.7      59.2      34.1
Total         53.1    29.8      31.7        2.6      55.9      32.5

                                                    Screening
                    Risk factors           ([greater than or equal to]
                 (all participants)                 50 years)
                 Fruits/Vegetables                               Blood
              [greater than or equal to]          Proc/          Stool
ADD                  5/day                 Any   Sig (c)   DRE   Test

Purchase             17.4                  62.9   35.6     61.9  46.6
Pennyrile            14.4                  60.3   36.9     60.2  34.4
Green
  River              16.9                  61.8   38.9     58.1  42.8
Barren
  River              15.7                  50.7   30.4     53.8  29.1
Lincoln
  Trail              19.3                  52.6   32.5     55.1  27.2
KIPDA                18.6                  63.5   34.5     66.6  42.6
Northern
  Kentucky           16.9                  61.9   31.8     61.0  42.6
Buffalo
  Trace              15.8                  45.0   21.3     42.6  35.5
Gateway              17.5                  54.7   37.2     58.6  40.3
Fivco                11.5                  52.7   26.3     55.6  33.9
Big Sandy             9.0                  57.0   19.6     58.5  34.2
Kentucky
  River              17.9                  54.0   32.6     47.5  42.8
Cumberland
  Valley             15.6                  60.5   35.6     56.8  41.0
Lake
  Cumberland         14.8                  57.4   29.0     57.5  32.6
Bluegrass            18.7                  66.4   35.8     63.6  47.5
Total                17.0                  60.1   33.1     60.1  39.8

                Health related behaviors (all participants)
                     Self
                   Reported      Health
                     Good         Care       Recent
ADD                 Health (d)  Coverage    Check-Up

Purchase             81.0        86.9        81.5
Pennyrile            74.0        86.1        81.6
Green
  River              78.3        85.2        79.3
Barren
  River              75.4        82.9        79.2
Lincoln
  Trail              78.8        87.2        81.8
KIPDA                84.4        89.9        81.3
Northern
  Kentucky           85.6        89.1        80.6
Buffalo
  Trace              80.8        82.7        74.9
Gateway              75.1        80.8        82.0
Fivco                71.8        79.0        76.5
Big Sandy            63.6        75.4        73.3
Kentucky
  River              63.3        64.4        72.0
Cumberland
  Valley             65.6        77.8        75.4
Lake
  Cumberland         72.8        80.8        75.9
Bluegrass            84.6        87.5        80.6
Total                79.1        85.2        79.5

(a) BRFSS, Kentucky Behavioral Risk Factor Surveillance System; ADD,
Area Development Districts; DRE, Digital Rectal Exam.
(b) CDC-calculated variable: female BMI > 27.3, male BMI > 27.8 a
measure of overweightness or obesity. CDC = calculates BMI using self-
reported height and weight, by dividing weight in kilograms by height in
meters squared.
(c) Proctoscopy or sigmoidoscopy.
(d) Participants reporting Good, Very Good or Excellent Health.

Table 4. Correlation of selected variables and colorectal cancer
incidence by ADD (a)

                                               All Participants
Variable                                        R      P value

Ever smoked                                    -0.65     0.01
Current smoke                                  -0.58     0.02
Overweight                                     -0.35     0.20
Chronic alcohol                                 0.59     0.02
Ever exercise                                   0.62     0.01
Regular exercise                                0.74    <0.01
Fruits/vegetables [greater than or equal to]5
  servings/day                                  0.34     0.21
Proctoscopy or sigmoidoscopy                    0.21     0.44
Digital Rectal Exam                             0.26     0.35
FOBT                                            0.36     0.18
Any screening                                   0.11     0.70
Self-Report good health                         0.57     0.03
Health care coverage                            0.45     0.09
Recent check-up                                 0.58     0.02

(a) FOBT, fecal occult blood test.

Table 5. Comparison of colorectal cancer screening and health-related
behaviors (a)

Screening                  Recent check-up    Self-report health

Proctoscopy sigmoidoscopy  3.45 (2.66, 4.49)  0.85 (0.74, 0.99)
Digital Rectal Exam        4.07 (3.15, 5.25)  0.99 (0.83, 1.19)
Home blood stool test      5.05 (3.41, 7.48)  0.97 (0.81, 1.17)
Any screening              3.99 (3.25, 4.89)  0.91 (0.79, 1.05)

Screening                  Health care coverage

Proctoscopy sigmoidoscopy  2.76 (1.94, 3.94)
Digital Rectal Exam        3.05 (2.19, 4.26)
Home blood stool test      2.35 (1.47, 3.76)
Any screening              2.79 (2.11, 3.70)

(a) Odds ratios (95% confidence intervals).


Acknowledgments

The authors would like to acknowledge the assistance of Tracey Sparks (BRFSS Coordinator), Sara Robeson (Health Policy Specialist II), and the entire BRFSS staff at the Department for Public Health, Kentucky Cabinet for Human Resources The fancy word for "people." The human resources department within an organization, years ago known as the "personnel department," manages the administrative aspects of the employees. . In addition, Frances Ross at the Kentucky Cancer Registry provided cancer incidence data and advice. Todd Jenkins at the Prevention Research Center provided the map corresponding to Figure 1. Alex Bingcang assisted with the preparation of the manuscript. We especially want to thank Dr. Thomas Richards, CDC, for his continued support and technical advice.

Accepted October 22, 2003.

Copyright [c] 2004 by The Southern Medical Association

0038-4348/04/9703-0216

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RELATED ARTICLE: Key Points

* Among the poorer areas of Kentucky there is a higher prevalence of colorectal cancer risk factors (smoking, obesity) and a lower prevalence of protective factors (consumption of fruits and vegetables, exercise), yet lower colorectal cancer incidence rates are found there.

* Among respondents to the Kentucky Behavioral Risk Factor Surveillance System, those more than 50 years of age who had a check-up within the past two years were approximately four to five times more likely to be screened for colorectal cancer than those who did not have a regular check-up.

* The variation of colorectal cancer rates within Kentucky are likely due to a complex combination of risk factors, health care access and utilization patterns, socioeconomic status, screening, and competing causes of disease.

Claudia Hopenhayn, MPH, PhD, Derek B Derek B (born Derek Boland, 15 January 1965, in London).

When he was 15, he started DJing in a mobile unit around London, before joining local pirate radio stations such as Kiss FM and LWR and finally starting his own station, WBLS (not to be confused with the radio station
. Moore, MPH, Bin Huang, MS, Jennifer Redmond, MPH, Thomas C. Tucker, MPH, PhD, Richard J. Kryscio, PhD, and Gilbert A. Boissonneault, PhD

From the Cancer Control Program, University of Kentucky, Lexington, KY

Reprint requests to Claudia Hopenhayn, MPH, PhD, Cancer Control Program, 2365 Harrodsburg Road, Suite B150, Lexington, KY 40504-3381. Email: cmhope0@uky.edu

This research was approved by the University of Kentucky Institutional Review Board, and was supported in part by the Association of Teachers of Preventive Medicine preventive medicine, branch of medicine dealing with the prevention of disease and the maintenance of good health practices. Until recently preventive medicine was largely the domain of the U.S.  (ATPM ATPM About This Particular Macintosh (Macintosh computing e-zine)
ATPM Association of Teachers of Preventive Medicine
ATPM All the Presidents Men (book/movie) 
), the Centers for Disease Control and Prevention (CDC), and the Agency for Toxic Substances and Disease Registry The United States Agency for Toxic Substances and Disease Registry, (ATSDR) is an agency for the U.S. Department of Health and Human Services that is directed by a congressional mandate to perform specific functions concerning the effect on public health of hazardous  (ATSDR ATSDR Agency for Toxic Substances & Disease Registry ) Cooperative Agreement TS 328-15/15.

The authors have no financial interest in or affiliation with any organization or institution whose products or services are being discussed in this paper.
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