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Incidence of leukemia, lymphoma, and multiple myeloma in Czech uranium miners: a case-cohort study.


OBJECTIVE: Uranium miners are chronically exposed to low levels of radon and its progeny PROGENY - 1961. Report generator for UNIVAX SS90. . We investigated whether radon exposure is associated with increased incidence of leukemia leukemia (lkē`mēə), cancerous disorder of the blood-forming tissues (bone marrow, lymphatics, liver, spleen) characterized by excessive production of immature or mature , lymphoma, or multiple myeloma multiple myeloma

A malignant proliferation of abnormal plasma cells that populate the marrow-containing bones of the body. The affected plasma cells produce myeloma protein, a monoclonal antibody that replaces normal antibodies in the blood, thereby increasing susceptibility
 in this population.

DESIGN: We conducted a retrospective case-cohort study in 23,043 uranium miners and identified a total of 177 incident cases of leukemia, lymphoma, and myeloma myeloma /my·elo·ma/ (mi?e-lo´mah) a tumor composed of cells of the type normally found in the bone marrow.

giant cell myeloma  see under tumor (1).
. Detailed information on occupational radon exposure was obtained for the cases and a randomly selected subcohort of 2,393 subjects. We used the proportional hazards model with power relative risk (RR) function to estimate and test the effects of cumulative radon exposures on incidence rates.

RESULTS: Incidence of all leukemia combined and chronic lymphocytic leukemia chronic lymphocytic leukemia
n. Abbr. CLL
Lymphocytic leukemia occurring mainly in older adults, characterized by slow onset and gradual progression of symptoms.
 (CLL CLL
abbr.
chronic lymphocytic leukemia


CLL,
n.pr See leukemia, chronic lymphocytic.

CLL 1. Chronic lymphocytic leukemia 2. Cholesterol-lowering lipid
) alone was positively associated with cumulative radon exposure. The RR comparing high radon exposure [110 working level months (WLM WLM Windows Live Messenger
WLM Waltham, Massachusetts (Airport Code)
WLM We Love Music
WLM Workload Manager
WLM Wiring List (TMINS)
WLM Weyrling Master (Dragonriders of Pern) 
); 80th percentile percentile,
n the number in a frequency distribution below which a certain percentage of fees will fall. E.g., the ninetieth percentile is the number that divides the distribution of fees into the lower 90% and the upper 10%, or that fee level
] to low radon exposure (3 WLM; 20th percentile) was 1.75 [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%.
 (CI), 1.10-2.78; p = 0.014] for all leukemia combined and 1.98 (95% CI, 1.10-3.59; p = 0.016) for CLL. Myeloid leukemia myeloid leukemia
n.
See myelogenous leukemia.
 and Hodgkin lymphoma were also associated with radon, but RRs were not statistically significant. There was no apparent association of radon with either non-Hodgkin lymphoma Non-Hodgkin lymphoma (NHL) describes a group of cancers arising from lymphocytes, a type of white blood cell. It is distinct from Hodgkin lymphoma in its pathologic features, epidemiology, common sites of involvement, clinical behavior, and treatment.  or multiple myeloma. Exposure to radon and its progeny was associated with an increased risk of developing leukemia in underground uranium miners. CLL, not previously believed to be radiogenic ra·di·o·ge·nic  
adj.
Relating to or caused by radioactivity.



radiogenic  

1. Being a stable element that is product of radioactive decay.
, was linked to radon exposure.

KEY WORDS: chronic lymphocytic leukemia, ionizing radiation i·on·i·zing radiation
n.
High-energy radiation capable of producing ionization in substances through which it passes.


Ionizing radiation 
, leukemogenesis leu·ke·mo·gen·e·sis
n.
Induction, development, and progression of a leukemic disease.



leukemogenesis

the process of generation of myeloid cell lines in bone marrow and extramedullary sites; a critical feature in myeloproliferative
, occupational exposure, radon. Environ Health Perspect 114:818-822 (2006). doi:10.1289/ehp.8476 available via http://dx.doi.org/ [Online 26 January 2006]

**********

Ionizing radiation is a known carcinogen carcinogen: see cancer.
carcinogen

Agent that can cause cancer. Exposure to one or more carcinogens, including certain chemicals, radiation, and certain viruses, can initiate cancer under conditions not completely understood.
. Uranium miners are at risk of developing radiation-related cancer because they are chronically exposed to alpha particles Alpha particles

Helium nuclei, which are abundant throughout the universe both as radioactive-decay products and as key participants in stellar fusion reactions.
 emitted by radon and its progeny (henceforth referred to as radon) and to low levels of whole-body gamma radiation gamma radiation, high-energy photons emitted as one of the three types of radiation resulting from natural radioactivity. It is the most energetic form of electromagnetic radiation, with a very short wavelength (high frequency). . Both types of radiation can cause cellular damage and, in some conditions, induce malignant tumors.

Based on epidemiologic studies in uranium miners, it has long been recognized that radon causes lung cancer lung cancer, cancer that originates in the tissues of the lungs. Lung cancer is the leading cause of cancer death in the United States in both men and women. Like other cancers, lung cancer occurs after repeated insults to the genetic material of the cell.  [National Research Council (NRC NRC
abbr.
1. National Research Council

2. Nuclear Regulatory Commission

Noun 1. NRC - an independent federal agency created in 1974 to license and regulate nuclear power plants
) 1988, 1999; Rericha and Snajberk 1966]. It is unclear whether radon causes other cancers, including those of the hematopoietic system hematopoietic system
n.
The blood-making organs, principally the bone marrow and lymph nodes.


Hematopoietic system
The system in the body which is responsible for the production of blood cells.
. Several ecologic studies (Laurier et al. 2001) reported an association between indoor radon exposures and leukemia. Myeloid leukemia and acute lymphocytic leukemia acute lymphocytic leukemia
n.
See acute lymphoblastic leukemia.


acute lymphocytic leukemia Acute lymphoblastic leukemia, ALL A malignant lymphoproliferative process that commonly affects children and young adults
 (ALL) were linked to external radiation in Japanese atomic bomb atomic bomb or A-bomb, weapon deriving its explosive force from the release of atomic energy through the fission (splitting) of heavy nuclei (see nuclear energy). The first atomic bomb was produced at the Los Alamos, N.Mex.  survivor studies (Pierce and Preston 2000; Preston et al. 1994). A similar association was demonstrated in patients exposed to therapeutic and diagnostic irradiation [Hart and Wall 2002; NRC 1990; Ron 2003; United Nations Scientific Committee on the Effects of Atomic Radiation (UNSCEAR UNSCEAR United Nations Scientific Committee on the Effects of Atomic Radiations ) 2000]. Studies in nuclear worker cohorts show some evidence of an association with leukemia excluding chronic lymphocytic leukemia (CLL) (Cardis et al. 2005; Muirhead et al. 1999; Sont et al. 2001; UNSCEAR 2000). An association of CLL with radiation exposure has not been demonstrated.

Several issues limit the conclusions that can be drawn from past epidemiologic studies. The ecologic studies are methodologically limited, and their results are inconsistent and unconvincing (Laurier et al. 2001). More rigorous case-control studies (Law et al. 2000; Lubin et al. 1998) and cohort studies in uranium miners (Darby et al. 1995) have not consistently demonstrated increased risks for hematopoietic hematopoietic /he·ma·to·poi·et·ic/ (-poi-et´ik)
1. pertaining to hematopoiesis.

2. an agent that promotes hematopoiesis.


hematopoietic

1. pertaining to or affecting the formation of blood cells.
 malignancies. Studies in atomic bomb survivors apply to instantaneous uniform whole-body external radiation with a wide range of doses. Therapeutic partial-body irradiation uses mainly high doses of external radiation. Diagnostic irradiation usually uses low external doses; in the case of Thorotrast (Andersson et al. 1993), a contrast material, the radiation is internally transmitted by alpha emitters. Nuclear workers are exposed to protracted pro·tract  
tr.v. pro·tract·ed, pro·tract·ing, pro·tracts
1. To draw out or lengthen in time; prolong: disputants who needlessly protracted the negotiations.

2.
 low levels of whole-body external radiation, sometimes combined with internal exposure to long-lived radionuclides and/or chemicals.

Most studies, including all studies of miners, investigated mortality rather than cancer incidence. Mortality is a good surrogate for cancer incidence when investigating cancers with poor survival, such as lung cancer. However, a substantial number of cases are likely to be missed in mortality studies of cancers with low fatality rates, such as CLL. Some studies (e.g., Dupree-Ellis et al. 2000) reported only standardized mortality ratios The standardized mortality ratio or SMR in epidemiology is the ratio of observed deaths to expected deaths according to a specific health outcome in a population and serves as an indirect means of adjusting a rate.  comparing an occupational cohort with a general population. Such analyses do not capture the dose-response relationship The Dose-response relationship describes the change in effect on an organism caused by differing levels of exposure (or doses) to a stressor (usually a chemical). This may apply to individuals (eg: a small amount has no observable effect, a large amount is fatal), or to populations  well and are prone to bias because of differences between the cohort and the population at large. Other studies lacked sufficient power because of small numbers of cases or short follow-up periods (Dupree-Ellis et al. 2000; Tirmarche et al. 1993). A common problem is inaccurate or incomplete radiation exposure measurements (Tomasek and Darby 1995).

The Health Institute of the Uranium Industry (HIUI) and the National Institute of Environmental Health Sciences The National Institute of Environmental Health Sciences (NIEHS) is one of 27 Institutes and Centers of the National Institutes of Health (NIH),which is a component of the Department of Health and Human Services (DHHS). The Director of the NIEHS is Dr. David A. Schwartz.  (NIEHS NIEHS National Institute of Environmental Health Sciences (NIH, DHHS) ) initiated a study of cancer incidence in a cohort of Czech uranium miners exposed to radon (Rericha et al. 1998). A significant increase in leukemia risk was observed among miners employed for at least 1 year underground compared with the incidence in the general Czech population, with a standardized incidence ratio of 1.58 [95% confidence interval (CI), 1.17-2.16], based on 41 cases. Risk appeared to increase with increasing radon exposure. This case-cohort analysis was undertaken to extend the follow-up period (adding additional cases), to refine the diagnostic information, and to improve the estimation of exposures.

Method

Uranium mines Uranium mining is presently carried out in more than 25 countries around the world. An estimated 100 or more uranium mines in different stages of development are reported. Major uranium mines are located in Canada, Australia and Kazakhstan that contribute more than half of world's uranium  in the Pribram region of the Czech Republic Czech Republic, Czech Česká Republika (2005 est. pop. 10,241,000), republic, 29,677 sq mi (78,864 sq km), central Europe. It is bordered by Slovakia on the east, Austria on the south, Germany on the west, and Poland on the north. , about 60 km southwest of Prague, were the largest in the former Czechoslovakia. The employment registry of the Pribram Uranium Industry (UI) lists nearly 48,000 employees who ever worked in the Pribram mines during the operating period (1949-1991). Our cohort consisted of male workers who 1) were listed in the UI employment registry at any time between 1 January 1949 and 31 December 1975; 2) had registry records indicating that they had worked underground for at least 1 month before 1 January 1976; and 3) lived in the former Czechoslovakia on 1 January 1977. All 27,441 workers who satisfied criteria 1 and 2 were matched against the National Registry of Inhabitants
:This article is about the video game. For Inhabitants of housing, see Residency
Inhabitants is an independently developed commercial puzzle game created by S+F Software. Details
The game is based loosely on the concepts from SameGame.
 and the National Pension Funds registry to check their vital status as of 1 January 1977. The matching success rate was 92%. The study cohort included 23,043 male workers who satisfied criteria 1-3. The study protocol was reviewed by the chair of the Institutional Review Board (IRB IRB

See: Industrial Revenue Bond
) at the NIEHS and determined to be exempt from full IRB review because it involved linkage of existing records and analysis of coded data without identifiers.

Cases and subcohort. This study used a 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.
 case-cohort sampling design. All incident solid cancers, lymphomas, and myelomas occurring in the cohort between 1 January 1977 and 31 December 1996, as well as all incident leukemias occurring between 1 January 1977 and 31 December 2001, were identified by matching the 23,043 cohort subjects with the Czech and Slovak national cancer registries. Reporting of cancer cases to the registries was mandatory. Study subjects were matched to the incidence records using unique government-assigned identification numbers. A total of 2,949 incident cancers of all types were identified in the cohort; among them were 177 cases of leukemia, lymphoma, or multiple myeloma. All cancers were recoded 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.
 the International Classification of Diseases, Ninth Revision (ICD-9; World Health Organization 1979). We selected a subcohort of 2,393 subjects by stratified random sampling. Stratification factors were age on 1 January 1977 (5-year groups) and employment duration (< 1 year vs. [greater than or equal to] 1 year). Subcohort sampling fractions were proportional to the number of cancer cases identified in the stratum stratum /stra·tum/ (strat´um) (stra´tum) pl. stra´ta   [L.] a layer or lamina.

stratum basa´le
, resulting in a subcohort that was, by design, older than the cohort as a whole (because cancer cases tended to be older).

Employment history. The HIUI and the Uranium Industry Concern provided employment logs for the cases and the subcohort subjects. These records contained detailed work history, including information on exact duration of employment in different professions and workplaces, which was used to estimate radiation exposures. Miners could have worked in one or more professional capacities, with varying exposures to radiation.

Radon exposure. Individual exposures to radon for the period 1949-1967 were assigned using industry tables of mean annual [.sup.222.Rn] concentrations in picocuries per liter for each mine. The tables were based on a total of > 50,000 radon gas measurements systematically covering locations scattered throughout the mines. An equilibrium factor was applied to convert radon gas concentration in picocuries per liter to the potential alpha energy of radon progeny. The equilibrium factor values usually ranged from 0.4 to 0.6; they were calculated from a series of measurements taken in the mines, reflecting changes in ventilation conditions. The exposure to radon progeny was calculated from the potential energy measurement taken in the workplace during the period of interest, the duration of the period, and the proportion of working time spent underground. Since 1968, over 190,000 direct measurements of the potential alpha energy of radon progeny were obtained. Radon exposures were converted to working level months (WLM). A working level is the concentration of any combination of the short-lived radon progeny in 1 L of air that will result in the estimated emission of 1.3 x [10.sup.5] MeV of potential alpha energy. A WLM is defined as exposure to 1 WL of radon for 170 hr.

Other occupational exposures. Since 1966, individual film badge film badge (baj) a pack of radiographic film or films, usually worn on the body during potential exposure to radiation in order to detect and quantitate the dosage of exposure.  measurements of gamma exposure were recorded for a majority of underground workers. We developed a statistical model to estimate missing gamma exposures in the period before 1966 from annual ore productivity level, calendar year, number of shifts worked, and profession. Long-lived radionuclides formed a negligible part of the total aerial activity; their concentration in the mine air was < 0.1 Bq/[m.sup.3]. Dust measurements were recorded monthly for each workplace. Mean concentrations of airborne dust reached 10 mg/[m.sup.3] in the 1950s, dropped to 2-4 mg/[m.sup.3] in the 1960s, and later stabilized to < 2 mg/[m.sup.3]. The concentration of arsenic in Pribram ore was low; the average content of arsenic in samples of load ore was 25 mg/kg, about 200 times less than in Joachimsthal, another West Bohemian mining region. The workers were not exposed to diesel fumes fumes

odorous gases and other volatile materials; inhalation of irritating fumes causes coughing and, if sufficiently severe, irreversible pulmonary edema.
; all underground transportation used electric power.

Smoking status. The sources of smoking information were records from job-entry medical examinations taken from HIUI archives and records from mandatory annual preventive medical check-ups. The subjects were classified as a) never smokers and light smokers who smoked < 10 cigarettes a day for up to 5 years; and b) moderate and heavy smokers who exceeded the limit for light smokers.

Cancer diagnosis. Hematopoietic cancer diagnoses reported to the registry were made by regional hematology specialists using methods valid at the time of the diagnosis. After 1990, criteria recommended by the French-American-British cooperative group, the International Workshop on CLL, and the National Cancer Institute Working Group were used. When hematologists in regional hospitals could not verify the original diagnosis, patients were referred to university hematology departments for immunophenotyping.

Statistical methods. Miners were followed from 1 January 1977 until the first recorded occurrence of a cancer of interest, death, or end of follow-up, whichever occurred first. The end of the follow-up was 31 December 2001 for analyses involving only leukemia and 31 December 1996 for all other analyses. Radon exposures were cumulated over the working histories with a 2-year lag.

In analyses involving risk modeling, cases received a weight of 1 and subcohort controls the inverse empirical sampling fraction applicable to their stratum (Borgan et al. 2000). In categorical analyses, age was categorized into 5-year groups. The number of cases expected under no exposure effect was calculated from weighted person-years at age-exposure cells and observed incidence rates in age groups. The age-standardized incidence rate was calculated from observed incidence rates in age-exposure cells and weighted person-years accrued in age groups as proportions of the total person-years for the whole cohort.

The hypothesis of no association between radiation exposure and cancer incidence was tested using a proportional hazards model with age as the time scale and the power relative risk function RR(y) = (1 + y)[.sup.[beta]], where y is lagged cumulative exposure, RR(y) is RR of exposure y compared with zero, and [beta] is a parameter to be estimated. We report the estimated effects in the form of RRs comparing the 80th and 20th percentiles of the distribution of cumulative lifetime exposure in the study population; that is, RR([y.sub.80],[y.sub.20]) = [(1 + [y.sub.80])/(1 + [y.sub.20])][.sup.[beta]]. All analyses were adjusted for smoking. Exposure effects were tested using a pseudoscore test. CIs were based on estimated parameters and their standard errors. The effect of time since exposure was incorporated by dividing the total exposure into three exposure variables (exposure acquired 2-15 years ago, 15-25 years ago, and > 25 years ago).

Parameters in the linear excess RR (ERR ERR

Used on the consolidated tape to indicate that an error has been made when reporting a transaction in the indicated security: ERR.LAST.IBM. The previous report, therefore, should be disregarded.
) model were estimated by maximizing Poisson-like pseudolikelihood for a table classifying cases and weighted person-years by age and exposure groups. Separate age effects were estimated for each age group. This method yields valid estimates of the linear ERR parameter but no valid tests or CIs. There is currently no software to get valid tests and standard errors for the linear ERR parameter from a stratified case-cohort study.

The analyses were done in R (R Foundation for Statistical Computing, Vienna, Austria) and Matlab (Math Works, Natick, MA, USA). Proportional hazards models General
Proportional hazards models are a sub-class of survival models in statistics.

For the purposes of this article, consider survival models to consist of two parts: the underlying hazard function, describing how hazard (risk) changes over time, and the effect
 were fitted using a Fortran program Noun 1. FORTRAN program - a program written in FORTRAN
computer program, computer programme, programme, program - (computer science) a sequence of instructions that a computer can interpret and execute; "the program required several hundred lines of code"
 interfaced to MATLAB. Primary analyses were verified 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.  (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, USA).

Results

Complete exposure and follow-up histories were determined for 177 cases and 2,393 subcohort subjects. The total study population was 2,558 because of a small overlap between the cases and the subcohort. Table 1 shows the cohort, the subcohort, and the cases classified according to the sampling strata. Most workers in the cohort were [less than or equal to] 45 years of age in 1977. Because of stratified sampling Noun 1. stratified sampling - the population is divided into subpopulations (strata) and random samples are taken of each stratum
proportional sampling, representative sampling

sampling - (statistics) the selection of a suitable sample for study
 with respect to age, the subcohort included relatively older subjects. The mean age [+ or -] SD of the study subjects at the start of follow-up was 50 [+ or -] 10.6 years. The median follow-up duration was 18.8 years.

Among hematopoietic malignancies, the most frequent diagnosis (Table 2) was CLL, followed by non-Hodgkin lymphoma, multiple myeloma, Hodgkin lymphoma, and other diagnoses. The average age at diagnosis was 60.1 years (range, 28.4-86.4 years).

The mean [+ or -] SD duration of employment was 6 [+ or -] 6.6 years (range, 1 month-39 years). Over 46% of the workers began employment before 1955; < 10% were still employed at the start of follow-up. The mean [+ or -] SD lifetime radon exposure was 64.1 [+ or -] 98 WLM (median, 23.2 WLM; range, 0-959 WLM). Annual radon exposure rates decreased over time because of improved ventilation and other protective measures. The mean annual exposure rate was 29.3 WLM/year in 1949-1955, 11.7 WLM/year in 1956-1965, 2.9 WLM/year in 1966-1975, and 0.7 WLM/year in 1976-1992. Consequently, younger subjects had much lower radon exposures than older subjects (Table 1). Over 69% of the subjects were classified as moderate and heavy smokers.

Table 3 shows observed numbers of cases of each type of cancer by radon exposure category, along with the ratio of observed numbers and expected numbers under the assumption of no association of incidence with exposure. Table 3 also presents incidence rates standardized to the age distribution of the whole cohort. For all hematopoietic cancers combined, there was no consistent pattern in incidence rates with increasing exposure. For all leukemia types combined and for CLL, the rates were not entirely consistent but generally rose with increasing WLM.

In proportional hazards analysis, the risk of all leukemias combined and the risk of CLL specifically was significantly associated with radon exposure (Table 4). To evaluate the associations, we transformed the power risk parameters to reflect the risks for the upper exposure quintile quin·tile  
n.
1. The astrological aspect of planets distant from each other by 72° or one fifth of the zodiac.

2. Statistics The portion of a frequency distribution containing one fifth of the total sample.
 (110 WLM) relative to the lower quintile (3 WLM). These estimated risks were 1.75 for leukemia and 1.98 for CLL, with CIs excluding 1. The RR for Hodgkin lymphoma and myeloid leukemia was also elevated but was not statistically significant. Non-Hodgkin lymphoma and multiple myeloma were not associated with radon. The analysis of all lymphocytic leukemias combined is not presented because this group included only 3 non-CLL cases. Separate analyses of ALL and acute and chronic myeloid leukemia were not performed because the number of cases was too small.

We used the grouped Poisson model to estimate linear ERR parameters to compare the power risk model to the linear ERR model. RRs from the linear ERR model were similar but slightly attenuated Attenuated
Alive but weakened; an attenuated microorganism can no longer produce disease.

Mentioned in: Tuberculin Skin Test


attenuated

having undergone a process of attenuation.
. For example, the estimated RR comparing 110 WLM to 3 WLM was 1.46 for all leukemia combined and 1.63 for CLL (results not shown). Figure 1 shows that the power model gives higher radon risk estimates for CLL than the linear ERR model but has smaller residuals at the higher exposure groups. Maximized Poisson pseudolikelihoods for both models were very close to each other, indicating that the goodness of fit Goodness of fit means how well a statistical model fits a set of observations. Measures of goodness of fit typically summarize the discrepancy between observed values and the values expected under the model in question. Such measures can be used in statistical hypothesis testing, e.  was about the same.

Possible 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
 and effect modification effect modification Epidemiology An interaction among multiple possible cause-and-effect relationships, where the estimate of the effect of one factor on a disease process depends on other factors in the study  by other factors was also investigated. Calendar year of follow-up, age at the start of exposure, exposure rates, and year of start of employment did not affect the incidence rates or modify the effects of radon exposure. However, we found that the association of radon with leukemia and CLL significantly decreased with time since exposure. For example, the estimated RR for CLL comparing 110 WLM with 3 WLM was 1.15 (95% CI, 0.68-1.94; p = 0.61) for exposures acquired > 25 years ago, 1.93 (95% CI, 1.17-3.19; p = 0.024) for exposures acquired 15-25 years ago, and 4.20 (95% CI, 1.84-9.61; p = 0.02) for most recent exposures (2-15 years ago).

Discussion

We found a significant relationship between cumulative radon exposure and incidence of leukemia, especially CLL. For myeloid leukemia and Hodgkin disease Hodgkin disease
 or lymphoreticuloma

Most common malignant lymphoma. It starts with local, painless swelling of lymph nodes and sometimes of the spleen, liver, or other organs, followed by weight loss and weakness.
, the risk was elevated but non-significant. We saw no association of radon with the incidence of non-Hodgkin lymphoma or multiple myeloma.

Miners are also exposed to gamma radiation, which is associated with non-CLL leukemia. In the mines, gamma radiation and radon exposure are correlated, and the observed risk associated with radon could be explained by exposure to gamma irradiation. In our study, the estimated lifetime gamma exposures were relatively low (mean [+ or -] SD, 10.3 [+ or -] 14.3 mGy; range, 0-227 mGy) and highly correlated with cumulative radon exposures (correlation 0.80 on the log scale). We did a parallel analysis of gamma exposure and found a significant association with all leukemias combined (RR = 1.63; 95% CI, 1.05-2.54; p = 0.03) and CLL (RR = 1.96; 95% CI, 1.12-3.42; p = 0.02) when comparing exposures in the 80th percentile (20 mGy) to the 20th percentile (1 mGy). This result seems implausible at this low dose, although we cannot rule out such an effect, perhaps in combination with an effect due to radon. There are two potential alternative explanations: either the elevated risk with gamma reflects the strong correlation with radon, or our estimates of pre-1966 gamma exposures were too low. We have no data to verify our ore-productivity-based estimates of gamma exposures before 1966. It is unlikely that non-radiation exposures were responsible for the observed risk, because the workers in Pribram were not exposed to any other substances suspected of causing leukemia.

Smoking was not associated with any hematopoietic malignancy and did not appear to confound con·found  
tr.v. con·found·ed, con·found·ing, con·founds
1. To cause to become confused or perplexed. See Synonyms at puzzle.

2.
 the association between radon and leukemia. The estimated RRs due to smoking ranged from 0.83 to 1.72 with wide CIs. Smoking effects could not be evaluated with much precision because smoking was very common and our data on smoking were limited.

The primary strengths of this study are a) the use of incidence rather than mortality as the outcome; b) the completeness and quality of the national cancer registries; c) the availability of detailed work histories; d) radon exposure data based on almost 250,000 radon measurements in the workplaces; and e) statistical methods that do not lose information by grouping age and exposures. The case-cohort design allowed an exceptionally detailed evaluation of exposures based on employment logs of the cases and subcohort members. Beginning follow-up after the end of the exposure period for most miners made this study particularly suitable for detecting long-term effects of exposure.

This study has several limitations, although none seem to account for the observed association between radon exposure and leukemia. We had no information on cancer diagnoses before 1977 and may have missed some cases of ALL, in particular. Furthermore, someone with leukemia diagnosed before 1977 could have entered the study as a subcohort control. The incidence of CLL would be affected more than that of other cancers because of the long survival of CLL patients. Such subjects would be older, on average, than our study cohort, and their radon exposures would be higher. Thus, including many unrecognized pre-1977 CLL cases would bias the observed effect of radon on CLL downward. In addition, diagnosis of CLL can be delayed because the disease often remains asymptomatic for a long time. However, all UI workers underwent annual medical examinations (including blood analyses) during their employment and were also examined, although less frequently, in retirement. Thus, it is unlikely that a substantial number of unrecognized CLL cases were included in the subcohort.

The exposure measurements are subject to measurement error, which is largest for high exposures acquired in the early period. The analyses are not adjusted for exposure measurement errors. These errors typically attenuate To reduce the force or severity; to lessen a relationship or connection between two objects.

In Criminal Procedure, the relationship between an illegal search and a confession may be sufficiently attenuated as to remove the confession from the protection afforded by the
 an existing exposure effect rather than induce an effect where there is none. It is reassuring, however, that the exposure effects were strongest in the most recent period. The conclusions hold even if the high exposures acquired in the early mining period are eliminated.

Many studies of radiation-cancer associations fit the ERR model with a linear dose--response relationship. We chose the power RR model because the linear ERR model tends to suffer from unreliable standard errors and poor power (Breslow and Day 1987). The power RR model does not share the problems of the ERR model, can be used with ungrouped data, and provides better power and more reliable p-values and CIs. The goodness of fit was similar for both models.

In the past, radon was not considered a potential cause of leukemia because it was believed that most of its alpha activity alpha activity Sleep disorders The presence of alpha waves or alpha rhythm in an EEG. See Alpha rhythm.  was released in the respiratory tract respiratory tract
n.
The air passages from the nose to the pulmonary alveoli, including the pharynx, larynx, trachea, and bronchi.


Respiratory tract 
. However, several authors (e.g., Henshaw et al. 1990; Richardson et al. 1991) have suggested that radon inhalation may deliver a non-negligible alpha radiation Noun 1. alpha radiation - the radiation of alpha particles during radioactive decay
alpha ray

ionizing radiation - high-energy radiation capable of producing ionization in substances through which it passes
 dose to bone marrow and thus increase leukemia risk. Inhaled in·hale  
v. in·haled, in·hal·ing, in·hales

v.tr.
1. To draw (air or smoke, for example) into the lungs by breathing; inspire.

2.
 radionuclides may transmit their alpha activity directly after reaching bone marrow via the blood stream. Because of its high solubility solubility

Degree to which a substance dissolves in a solvent to make a solution (usually expressed as grams of solute per litre of solvent). Solubility of one fluid (liquid or gas) in another may be complete (totally miscible; e.g.
 in fat, radon gas itself may concentrate in bone marrow fat cells and emit alpha particles to the surrounding hematopoietic stem cells Hematopoietic stem cell
A cell that can develop into any type of specialized blood cell.

Mentioned in: Umbilical Cord Blood Banking
 (Allen et al. 1995). Recently published models that simulated radiation dose to red bone marrow red bone marrow
n.
Bone marrow characterized by meshes of the reticular network that contain the developmental stages of red blood cells, white blood cells, and megakaryocytes.



red bone marrow

see bone marrow.
 after inhalation of radon attributed a much more important role to radon gas than to radon progeny (Kendall and Smith 2002). Thus, it is plausible that radon causes much of the observed increased risk of leukemia.

Our findings challenge the idea that CLL is not radiation related. Although well accepted, the evidence supporting this notion is not persuasive (Richardson et al. 2005). CLL etiology is still unknown, but the pathogenesis of CLL appears to be similar to other leukemia subtypes. Genetic alterations, inherited or acquired, are likely to lead to any type of leukemia. Like other subtypes, CLL is associated with specific chromosome and immune system immune system

Cells, cell products, organs, and structures of the body involved in the detection and destruction of foreign invaders, such as bacteria, viruses, and cancer cells. Immunity is based on the system's ability to launch a defense against such invaders.
 alterations. Altered apoptosis is likely to be involved in CLL leukemogenesis. Mutations of tumor suppressor genes tumor suppressor gene
n.
A gene that suppresses cellular proliferation. When inherited in a mutated state, it is associated with the development of various cancers, including most familial cancers. Also called antioncogene.
, especially p53, and an upregulated expression of the bcl-2 gene may have an important role in the inhibition of apoptosis (Irons and Stillman 1996; Stilgenbauer et al. 2002). Ionizing radiation produces biologic damage that may play a role in one or more stages of the neoplastic neoplastic /neo·plas·tic/ (ne?o-plas´tik)
1. pertaining to a neoplasm.

2. pertaining to neoplasia.


neoplastic

pertaining to neoplasia or a neoplasm.
 process leading to CLL. There is no evidence from research at the molecular level that CLL cannot be induced by ionizing radiation.

CLL is the most frequent type of leukemia among adults in Western Europe Western Europe

The countries of western Europe, especially those that are allied with the United States and Canada in the North Atlantic Treaty Organization (established 1949 and usually known as NATO).
 and North America North America, third largest continent (1990 est. pop. 365,000,000), c.9,400,000 sq mi (24,346,000 sq km), the northern of the two continents of the Western Hemisphere. . It is extremely rare in East Asia East Asia

A region of Asia coextensive with the Far East.



East Asian adj. & n.
. Therefore, studies of the Japanese atomic bombing cohorts had limited power to detect an association with CLL. CLL may remain asymptomatic for years. Patients often have a prolonged, nonaggressive course marked only by a stabilized lymphocytosis lymphocytosis /lym·pho·cy·to·sis/ (-si-to´sis) an excess of normal lymphocytes in the blood or an effusion.

lym·pho·cy·to·sis
n.
 in the peripheral blood peripheral blood Cardiology Blood circulating in the system/body  and bone marrow. It is not unusual for CLL to be revealed by chance during a consultation for apparently unrelated disease or during a routine examination. Many patients with CLL require no specific treatment and die from other diseases typical for old age (Greer et al. 2003; Henderson et al. 2002).

Given the characteristics of CLL, a substantial number of cases will be missed in studies that rely on death certificates. The accuracy of death certificates compared with hospital and autopsy diagnoses in the same cohort has been shown repeatedly to be poor, especially for diagnoses with low case-fatality. For example, Demers et al. (1992) compared death certificates and autopsy data and found that only 2 of 24 autopsy-diagnosed cases were reported on the death certificates. In another study, Percy et al. (1990) compared underlying causes of death based on death certificates with hospital diagnoses; only 65% of death certificate-based diagnoses were consistent with hospital records. In a study of deaths among atomic bomb survivors, the overall agreement between death certificates and autopsy diagnoses was only 52% (Ron et al. 1994). Thus, mortality studies investigating diseases with low fatality rates, such as CLL, are likely to miss exposure effects because of poor ascertainment of cases and competing causes of death. All previous studies of uranium miner cohorts collected only mortality data based on death certificates.

To overcome the limitations of mortality studies, we studied incidence of hematopoietic malignancies in uranium miners and found a significant association between cumulative radon exposure and incidence of all leukemias, especially CLL. Our findings support the hypothesis that CLL is also radiogenic (Richardson et al. 2005). If this conclusion is confirmed by future studies, leukemia, including CLL, should be considered an occupational disease in workers with prolonged low-level exposure to radon and perhaps to other kinds of radiation.

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Vladimir Rericha, (1) Michal Kulich, (2) Robert Rericha, (3) David L. Shore, (4) and Dale P. Sandler (5)

(1) Health Institute of the Uranium Industry, Pribram, Czech Republic; (2) Department of Statistics, Faculty of Mathematics and Physics, Charles University Charles University, at Prague, Czech Republic; also called Univ. of Prague. The oldest and one of the most important universities of central Europe, it was founded in 1348 by Holy Roman Emperor Charles IV, for whom it is named. , Prague, Czech Republic; (3) Center of Epidemiological Studies, Pribram, Czech Republic; (4) Westat, Inc., Durham, North Carolina Durham is a city in the U.S. state of North Carolina. It is the county seat of Durham CountyGR6 and is the fourth-largest city in the state by population. , USA; (5) Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services Noun 1. Department of Health and Human Services - the United States federal department that administers all federal programs dealing with health and welfare; created in 1979
Health and Human Services, HHS
, 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. , North Carolina North Carolina, state in the SE United States. It is bordered by the Atlantic Ocean (E), South Carolina and Georgia (S), Tennessee (W), and Virginia (N). Facts and Figures


Area, 52,586 sq mi (136,198 sq km). Pop.
, USA

Address correspondence to M. Kulich, Department of Probability and Statistics See the separate articles on probability or the article on statistics. Statistical analysis depends on the characteristics of particular probability distributions, and the two topics are normally studied together. , Faculty of Mathematics and Physics, Charles University, Sokolovska 83, CZ-186 75 Praha 8, Czech Republic. Telephone: 420 221 913 229. Fax: 420 222 323 316. E-mail: kulich@karlin.mff.cuni.cz

We thank the Health Institute of the Uranium Industry and the Uranium Industry Concern for providing exposure data and facilitating access to records maintained by government agencies.

This work was supported through the Intramural intramural /in·tra·mu·ral/ (-mu´r'l) within the wall of an organ.

in·tra·mu·ral
adj.
Occurring or situated within the walls of a cavity or organ.
 Research Program of the NIEHS and by a contract from the NIEHS awarded to the Center of Epidemiological Studies.

The authors declare they have no competing financial interests.

Received 7 July 2005; accepted 26 January 2006.
Table 1. Cohort and subcohort subjects classified by sampling strata:
duration of employment and age and lifetime radon exposure by age.

Age        No. (%) of subjects by duration of employment
group (a)  [greater than or equal to] 12 months     < 12 months
(years)    Cohort         Subcohort     Cases       Cohort

19-35       6,857 (41.0)    130 (7.1)    23 (17.6)  2,848 (45.0)
36-45       3,336 (20.0)    338 (18.5)   19 (14.5)  1,484 (23.5)
46-55       4,057 (24.3)    792 (43.4)   57 (43.5)  1,385 (21.9)
56-65       1,756 (10.5)    447 (24.5)   28 (21.4)    449 (7.1)
66-90         715 (4.3)     119 (6.5)     4 (3.1)     156 (2.5)
Total      16,721 (100)   1,826 (100)   131 (100)   6,322 (100)

Age        No. (%) of subjects by duration of employment  Mean
group (a)  < 12 months                                    radon (b)
(years)    Subcohort   Cases                              (WLM)

19-35      103 (18.2)   9 (19.6)                           5.9
36-45      135 (23.8)  15 (32.6)                          37.4
46-55      234 (41.3)  18 (39.1)                          78.4
56-65       74 (13.1)   1 (2.2)                           83.0
66-90       21 (3.7)    3 (6.5)                           83.7
Total      567 (100)   46 (100)                           64.1

(a) Age on 1 January 1977. (b) Mean lifetime exposure for the cases and
subcohort subjects.

Table 2. Incidence of diagnoses.

                          ICD-9     Follow-up period (no. of cases)
Diagnosis                 code (a)  1977-1996   1997-2001  Total

Lymphosarcoma,            200        11         -- (b)      11
  reticulosarcoma
Hodgkin lymphoma          201        23         -- (b)      23
Non-Hodgkin lymphoma      202        33         -- (b)      33
Multiple myeloma          203        26         -- (b)      26
ALL                       204.0       2          0           2
CLL                       204.1      40         13          53
Aleukemic leukemia        204.8       1          0           1
Acute myeloid leukemia    205.0      14          2          16
Chronic myeloid leukemia  205.1       7          1           8
Other myeloid leukemia    205.8       0          1           1
Other leukemia            207         2          0           2
Unspecified leukemia      208         1          0           1
Total                      --       160         17         177

(a) World Health Organization (1979). (b) Follow-up was terminated in
1996.

Table 3. Numbers of cases and age-standardized incidence rates by radon
exposure category.

                        Radon (WLM)
Diagnosis (ICD-9 code)  0-5    5-10   10-25  25-50  50-100  > 100  Total

All (200-208) (a)
  Cases                 41     22     21     13     24      39     160
  O/E (b)                0.90   1.19   0.83   0.77   1.15    1.18
  Rate (c)              32.8   47.8   33.5   27.7   39.9    43.3    39.5
Hodgkin lymphoma
  (201) (a)
  Cases                  9      1      4      2      3       4      23
  O/E (b)                0.92   0.35   1.14   1.03   1.43    1.43
  Rate (c)               3.3    1.8    5.4    3.7    5.7     3.6     5.0
Non-Hodgkin lymphoma
  (200, 202) (a,d)
  Cases                 18      9      4      6      3       4      44
  O/E (b)                1.10   1.66   0.57   1.44   0.65    0.62
  Rate (c)              11.7   16.0    6.0   10.9    4.6     7.1     9.4
Myeloma (203) (a)
  Cases                  4      5      4      1      5       7      26
  O/E (b)                0.69   1.70   0.98   0.33   1.29    1.11
  Rate (c)               4.7   11.7    6.7    2.1    8.1     6.7     6.7
Leukemia (204-208)
  Cases                 17      8     12      7     16      24      84
  O/E (b)                0.76   0.85   0.90   0.75   1.39    1.35
  Rate (c)              13.1   15.3   15.6   13.6   24.2    26.7    17.8
CLL (204.1)
  Cases                 11      2      6      6     12      16      53
  O/E (b)                0.82   0.34   0.72   0.99   1.60    1.37
  Rate (c)               9.4    3.9    7.9   10.5   18.8    17.4    11.4
Myeloid leukemia (205)
  Cases                  5      3      5      1      4       7      25
  O/E (b)                0.66   1.06   1.22   0.38   1.27    1.47
  Rate (c)               3.1    5.8    6.6    3.1    5.7     9.0     5.4

(a) Follow-up ended on 13 December 1996. (b) Observed number of cases
divided by that expected under no exposure effect. (c) Age-standardized
incidence rate per 100,000 person-years. (d) Including
lymphosarcoma/reticulosarcoma.

Table 4. Associations of radon exposure to incidence of lymphoma,
myeloma, and leukemia.

Outcome           Cases (n)  RR    (95%CI) (a)  p (b)

All               160        1.22  (0.87-1.72)  0.24
Hodgkin lymphoma   23        2.12  (0.81-5.52)  0.12
Non-Hodgkin        44        0.80  (0.46-1.37)  0.4
  lymphoma (c)
Myeloma            26        1.03  (0.47-2.27)  0.94
Leukemia           84        1.75  (1.10-2.78)  0.014
CLL                53        1.98  (1.10-3.59)  0.016
Myeloid leukemia   25        1.86  (0.79-4.36)  0.14

The reported RRs compare 110 WLM (80th percentile of the cumulative
lifetime dose) to 3 WLM (20th percentile).
(a) 95% CI based on estimated parameter and SE. (b) p-Value for the
hypothesis of no exposure effect (RR = 1) based on pseudoscore test in
the power risk model. (c) Including lymphosarcoma/reticulosarcoma.
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