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Can lessons from public health disease surveillance be applied to environmental public health tracking?


Disease surveillance has a century-long tradition in public health, and environmental data have been collected at a national level by the U.S. Environmental Protection Agency Environmental Protection Agency (EPA), independent agency of the U.S. government, with headquarters in Washington, D.C. It was established in 1970 to reduce and control air and water pollution, noise pollution, and radiation and to ensure the safe handling and  for several decades. Recently, 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.  announced an initiative to develop a national environmental public health tracking (EPHT EPHT Environmental Public Health Tracking (CDC) ) network with "linkage" of existing environmental and chronic disease data as a central goal. On the basis of experience with long-established disease surveillance systems, in this article we suggest how a system capable of linking routinely collected disease and exposure data should be developed, but caution that formal linkage of data is not the only approach required for an effective EPHT program. The primary operational goal of EPHT has to be the "treatment" of the environment to prevent and/or reduce exposures and minimize population risk for developing chronic diseases. Chronic, multifactorial multifactorial /mul·ti·fac·to·ri·al/ (mul?te-fak-tor´e-al)
1. of or pertaining to, or arising through the action of many factors.

2.
 diseases do not lend themselves to data-driven evaluations of intervention strategies, time trends, exposure patterns, or identification of at-risk populations based only on routinely collected surveillance data. Thus, EPHT should be synonymous with synonymous with
adjective equivalent to, the same as, identical to, similar to, identified with, equal to, tantamount to, interchangeable with, one and the same as
 a dynamic process requiring regular system updates to a) incorporate new technologies to improve population-level exposure and disease assessment, b) allow public dissemination of new data that become available, c) allow the policy community to address new and emerging exposures and disease "threads," and d) evaluate the effectiveness of EPHT over some appropriate time interval. It will be necessary to weigh the benefits of surveillance against its costs, but the major challenge will be to maintain support for this important new system. Key words: environmental health, evaluation, intervention, registries, surveillance. doi:10.1289/ehp.7450 available via http://dx.doi.org/[Online 2 December 2004]

**********

The Centers for Disease Control and Prevention (CDC See Control Data, century date change and Back Orifice.

CDC - Control Data Corporation
) describes its own mission as serving "as the national focus for developing and applying disease prevention and control, environmental health, and health promotion and education activities designed to improve the health of the people of 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. " (CDC 2005). Recently, the CDC, for the first time, funded state and larger metropolitan health departments and three academic centers to begin to develop a national environmental public health tracking (EPHT) network. The CDC vision for the EPHT program is to improve protection of communities from adverse health effects through the integration of public health and environmental information systems. To implement this vision, the goal is to develop a national tracking (i.e., surveillance) network that links chronic disease and environmental data sources.

Surveillance has a long tradition in public health for both the descriptive epidemiology descriptive epidemiology

see descriptive epidemiology.
 of diseases and the provision of insights into disease causation causation

Relation that holds between two temporally simultaneous or successive events when the first event (the cause) brings about the other (the effect). According to David Hume, when we say of two types of object or event that “X causes Y” (e.g.
 and disease control. It can be taken as axiomatic ax·i·o·mat·ic   also ax·i·o·mat·i·cal
adj.
Of, relating to, or resembling an axiom; self-evident: "It's axiomatic in politics that voters won't throw out a presidential incumbent unless they think his challenger will
 that, ultimately, all surveillance systems aim at disease control. Generally, surveillance refers to the continuous, routine collection of data related to health or exposures of populations over the long term, and the associated analysis, interpretation, and dissemination of the results. Surveillance data collected by government agencies such as the CDC and the U.S. Environmental Protection Agency (EPA EPA eicosapentaenoic acid.

EPA
abbr.
eicosapentaenoic acid


EPA,
n.pr See acid, eicosapentaenoic.

EPA,
n.
) provide important archives that permit continued reinterpretation re·in·ter·pret  
tr.v. re·in·ter·pret·ed, re·in·ter·pret·ing, re·in·ter·prets
To interpret again or anew.



re
 and health research. To date, however, the data systems established and used for surveillance focus either on diseases/syndromes or on media (e.g., ambient air pollutants pollutants

see environmental pollution.
, toxic agents) without formal linkage between systems. In this article, we focus our analyses mainly on properties and lessons learned from disease surveillance systems. We also provide arguments that effective surveillance does not always require formal linkage of exposure and health outcome data; indeed, there are problems inherent in surveillance of environmentally related diseases when based on formal linkage of routinely collected data.

Established Surveillance Systems--History, Goals, and Properties

Surveillance for various specific diseases and toxic agents has become an established feature of public health systems in developed countries. The systems include sophisticated registries and monitoring networks that collect data through several different techniques.

The oldest systems that allowed monitoring of population health trends are vital statistic records established in Europe in the 1700s. In England and Wales England and Wales are both constituent countries of the United Kingdom, that together share a single legal system: English law. Legislatively, England and Wales are treated as a single unit (see State (law)) for the conflict of laws. , death records had a prominent place as demographic barometers for the health of communities and citizens throughout the 19th century. Variations in mortality rates from diseases such as cholera, dysentery dysentery (dĭs`əntĕr'ē), inflammation of the intestine characterized by the frequent passage of feces, usually with blood and mucus. , or workplace-related death (e.g., due to mining accidents) suggested socioeconomic, work-related, and environmental causes. This information was employed to justify a public health campaign not only to improve population health in England but also to measure the success of interventions [e.g., the construction of sewer systems Noun 1. sewer system - facility consisting of a system of sewers for carrying off liquid and solid sewage
sewage system, sewage works

facility, installation - a building or place that provides a particular service or is used for a particular industry; "the
 (Mooney 1997)]. A distinguishing property of these early surveillance systems was a focus on acute causes of death for which there were either close temporal and/or spatial proximity between a perceived exposure and the outcome sufficient to establish causality causality, in philosophy, the relationship between cause and effect. A distinction is often made between a cause that produces something new (e.g., a moth from a caterpillar) and one that produces a change in an existing substance (e.g.  (Koch, in press); or they allowed broad ecological comparisons of mortality rates between communities before and after public health interventions health intervention Health care An activity undertaken to prevent, improve, or stabilize a medical condition  were implemented.

Vital statistics data (deaths, birth numbers, and outcomes) still provide a major source of surveillance data to monitor and to compare general trends in population health, to identify subgroups at risk, and to assess the effectiveness of intervention and treatment programs. Moreover, developed nations have invested in the establishment of many registry systems to collect more detailed morbidity data that provide surveillance for acute and chronic infectious diseases infectious diseases: see communicable diseases. , occupational injuries and deaths, cancers, and birth defects birth defects, abnormalities in physical or mental structure or function that are present at birth. They range from minor to seriously deforming or life-threatening. A major defect of some type occurs in approximately 3% of all births. . Unfortunately, in the United States none of the health outcomes surveillance databases are linked specifically, in either space or time, with relevant exposure databases.

Below we describe the function, motivation, and attributes that make these systems successful.

Surveillance for infectious and other acute diseases. Infectious disease Infectious disease

A pathological condition spread among biological species. Infectious diseases, although varied in their effects, are always associated with viruses, bacteria, fungi, protozoa, multicellular parasites and aberrant proteins known as prions.
 surveillance is the paradigm for the surveillance of diseases that, aside from some exceptions (e.g., syphilis syphilis (sĭf`əlĭs), contagious sexually transmitted disease caused by the spirochete Treponema pallidum (described by Fritz Schaudinn and Erich Hoffmann in 1905). , tuberculosis, and AIDS), are characterized by acute onset and rapid resolution. The descriptive data provided by surveillance systems for these types of diseases provide the basis for the monitoring of the effects of interventions (e.g., standardized treatment, public education campaigns) and temporal and spatial trends that reflect changes in population behavior and attitudes, demography demography (dĭmŏg`rəfē), science of human population. Demography represents a fundamental approach to the understanding of human society. , provision of health services health services Managed care The benefits covered under a health contract  related to sexually transmitted diseases Sexually transmitted diseases

Infections that are acquired and transmitted by sexual contact. Although virtually any infection may be transmitted during intimate contact, the term sexually transmitted disease is restricted to conditions that are largely
, and loss of efficacy of standard treatment regimens. The detection of "outbreaks" of disease [e.g., resurgence of syphilis in populations of homosexual males (D'Souza et al. 2003)] is an integral part of these systems. The timely collection, organization, analysis, and dissemination of these data facilitate prompt responses by public health systems to changes in disease occurrence for which immediate intervention appears warranted. The CDC's critical role in the control of infectious diseases depends, to a large extent, on data from these surveillance systems. For these efforts to succeed, highly specific and rapid methods for recognition and unambiguous diagnosis of diseases, coupled with effective and acceptable intervention strategies, must be available. Many acute infectious diseases fulfill these requirements. Continued technological advances can be expected to improve still further the diagnostic speed for other infectious diseases that require longer diagnostic confirmation periods, such as tuberculosis and AIDS. Intervention strategies to stop outbreaks are varied and include a) treatment of the infected individual, which results in both the recovery of the affected individual and the protection of susceptible individuals In epidemiology a susceptible individual (sometimes known simply as a susceptible) is a member of a population who is at risk of becoming infected by a disease, if he or she is exposed to the infectious agent.  in the population from transmission, and b) if no treatment is available, quarantine quarantine (kwŏr`əntēn), isolation of persons, animals, places, and effects that carry or are suspected of harboring communicable disease.  of the infected individual until remission and immunization immunization: see immunity; vaccination.  of susceptible individuals--that is, by prevention of transmission of the infectious agent infectious agent Pathogen, see there  and disease through the removal of susceptible individuals or carriers. Surveillance of diseases for which we routinely immunize im·mu·nize
v.
1. To render immune.

2. To produce immunity in, as by inoculation.



im
 continues for the purpose of identification of gaps in immunity in a population.

Infectious diseases of more insidious onset and/or tendency to relapse and remit over long periods of time (e.g., tuberculosis, HIV HIV (Human Immunodeficiency Virus), either of two closely related retroviruses that invade T-helper lymphocytes and are responsible for AIDS. There are two types of HIV: HIV-1 and HIV-2. HIV-1 is responsible for the vast majority of AIDS in the United States.  infection, malaria, Helicobacter pylori Helicobacter pylori
A gramnegative rod-shaped bacterium that lives in the tissues of the stomach and causes inflammation of the stomach lining.

Mentioned in: Indigestion, Ulcers

Helicobacter pylori
) pose problems for surveillance and characterize many of the chronic diseases that would be the target for environmental health tracking. Although the specific pathogens can be identified with relative ease, the diseases can present slowly over long periods, such that the connection between the primary exposure sources is lost or difficult to trace with specificity. Treatment usually is long and burdensome, and methods for primary prevention may be difficult or impossible to implement (in terms of cost, acceptability, and need for persistence). For example, to control malaria, one has to prevent transmission of the disease (vector control Vector control is any method to limit or eradicate the vectors of vector born diseases, for which the pathogen (e.g. virusor parasite) is transmitted by a vector which can be mammals, birds or arthropods, especially insects, and more specifically mosquitoes.  and behavior change Behavior change refers to any transformation or modification of human behavior. Such changes can occur intentionally, through behavior modification, without intention, or change rapidly in situations of mental illness. ) rather than control the disease after transmission has occurred. Because responses for these programs do not curb the occurrence of proximal cases, the success of these interventions will often not be apparent until after a lengthy period during which no new cases are observed. In fact, in cases where there are long delays between the implementation of an intervention and the reduction in disease incidence or morbidity, it may be difficult to quantitate quan·ti·tate  
tr.v. quan·ti·tat·ed, quan·ti·tat·ing, quan·ti·tates
To determine or measure the quantity of.



[Back-formation from quantitative (analysis).
 precisely (or even accurately) the extent to which the intervention altered the outcome of the disease.

To complicate matters further, there are a number of infectious agents that, to date, elude e·lude  
tr.v. e·lud·ed, e·lud·ing, e·ludes
1. To evade or escape from, as by daring, cleverness, or skill: The suspect continues to elude the police.

2.
 our diagnostic and surveillance tools. Many viruses and bacteria cause nonspecific nonspecific /non·spe·cif·ic/ (non?spi-sif´ik)
1. not due to any single known cause.

2. not directed against a particular agent, but rather having a general effect.


nonspecific

1.
 syndromes or symptom complexes symptom complex
n.
A group of symptoms that occur together and are characteristic of a certain disease, disorder, or condition.
 that include most diarrheal and respiratory symptoms. The situation whereby similar syndromes are caused by many different infectious agents bears a striking similarity with the situation of environmental exposure to chemical agents because many different agents or mixtures can produce a similar syndrome. New infectious agents (and, by analogy, chemical exposures) that produce these nonspecific syndromes may elude detection for long periods or until such time as a unique syndrome has been successfully related to an agent/exposure (e.g., Escherichia coli Escherichia coli (ĕsh'ərĭk`ēə kō`lī), common bacterium that normally inhabits the intestinal tracts of humans and animals, but can cause infection in other parts of the body, especially the urinary tract.  O 157:H7c and hemolytic uremic syndrome hemolytic uremic syndrome
n.
A syndrome in which hemolytic anemia and thrombocytopenia occur with acute renal failure, marked in children by sudden gastrointestinal bleeding, urine that contains red blood cells and is scanty in volume, and
). Although surveillance systems to monitor entire populations for these ubiquitous disease syndromes or symptoms that generally do not result in chronic illness or death have not been a priority in the past, the importance of "syndromic surveillance" has now been recognized (CDC 2004). Only when there is a small susceptible group that suffers severe symptoms or deaths do these syndromes start to draw public attention and require a response and investment in pathogen Pathogen

Any agent capable of causing disease. The term pathogen is usually restricted to living agents, which include viruses, rickettsia, bacteria, fungi, yeasts, protozoa, helminths, and certain insect larval stages.
 identification and disease prevention efforts (e.g., the West Nile virus West Nile virus, microorganism and the infection resulting from it, which typically produces no symptoms or a flulike condition. The virus is a flavivirus and is related to a number of viruses that cause encephalitis.  outbreak; most infected individuals show minor symptoms of respiratory illness Noun 1. respiratory illness - a disease affecting the respiratory system
respiratory disease, respiratory disorder

adult respiratory distress syndrome, ARDS, wet lung, white lung - acute lung injury characterized by coughing and rales; inflammation of the
, but some infections in the elderly cause death). In general, for infectious diseases and syndromes for which we lack diagnostic and/or immunization-based prevention tools as a society, we opt for broad-based strategies to prevent exposure and intervene on potential media (e.g., prevention of contamination of water or food by microorganisms), instead of implementation of large disease- or syndrome-based surveillance.

Acute poisoning from metals or chemicals has similar attributes to infectious diseases, such as specific and acute symptom complexes that can be identified via biological tests. In the case of lead poisoning lead poisoning or plumbism (plŭm`bĭz'əm), intoxication of the system by organic compounds containing lead. , state and federal agencies implemented a combination of preventive measures (removing lead from paint and gasoline) and surveillance for high levels of exposure that are likely in susceptible groups (e.g., in California for young low-income children with health insurance from Medi-Cal). However, there is one fundamental difference compared with the treatment of an infectious disease: Only lead removal from the environment, not the medical treatment of an individual, will reduce the risk to others in contaminated contaminated,
v 1. made radioactive by the addition of small quantities of radioactive material.
2. made contaminated by adding infective or radiographic materials.
3. an infective surface or object.
 environments. Thus, the intervention that follows the identification of a poisoning case through surveillance will have to be broader and include remedial activities that remove the sources of poisoning. In fact, as we discuss below, the primary operational goal of environmental health tracking is the "treatment" of the environment in such a manner as to reduce population risk. Although a substantial part of the effort to control infectious diseases would also fall under this rubric RUBRIC, civil law. The title or inscription of any law or statute, because the copyists formerly drew and painted the title of laws and statutes rubro colore, in red letters. Ayl. Pand. B. 1, t. 8; Diet. do Juris. h.t. , it is important to recognize that the individual medical treatment and prevention aspects of infectious disease surveillance are less relevant for many of the noninfectious health outcomes that will be considered for inclusion as part of environmental health tracking (e.g., asthma, many cancers).

Surveillance for chronic diseases. Similar to infectious and other acute disease surveillance, surveillance for chronic diseases has been implemented largely for diseases that are dreaded because of their consequences (disability and death). We define a chronic disease/syndrome as one that can have acute or insidious onset and whose symptoms and/or physiological abnormalities persist over long periods of time (years to lifelong, but they can remit with or without recurrence, e.g., asthma).

Another criterion that applies to both types of diseases for which surveillance systems exist is that they are identifiable by clinical and/or pathological examination with a high degree of specificity; that is, measurement tools are available and cost-effective and allow for unambiguous diagnosis. However, although early disease detection and intervention might be favorable and increase survival for some chronic diseases (e.g., carcinoma of the cervix cervix /cer·vix/ (ser´viks) pl. cer´vices   [L.]
1. neck.

2. the front portion of the neck.

3. cervix uteri.
, colon cancer colon cancer, cancer of any part of the colon (often called the large intestine). Colon cancer is the second most common cancer diagnosed in the United States. , breast cancer), for many, neither screening tools nor universally effective treatments are available (e.g., 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. , many cancers of the gastrointestinal tract gastrointestinal tract
n.
The part of the digestive system consisting of the stomach, small intestine, and large intestine.


Gastrointestinal tract 
). Furthermore, because many chronic diseases generally are irreversible without some intervention, treatment interventions will not remove the cause of the disease in the same way as an antibiotic may eliminate bacteria and, at the same time, prevent transmission of the infection to others. However, in contrast to the specificity of metal chelation therapy Chelation Therapy Definition

Chelation therapy is an intravenous treatment designed to bind heavy metals in the body in order to treat heavy metal toxicity.
 in the case of lead poisoning, treatment for a chronic disease such as asthma is likely to be effective independent of the cause of the disease; for example, 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.
 steroid treatment reduces inflammation and symptoms regardless of the nature of the trigger (molds, viruses, or air pollution) causing attacks.

Cancer surveillance has been described by CDC as an essential tool to a) assess patterns in the occurrence of cancer and detect important trends within populations, b) assess the impact of cancer prevention programs, and c) allow the rational allocation of limited resources for cancer (CDC 2004). Some of the attributes that favor certain infectious diseases for surveillance activities clearly overlap with those of certain cancers; that is, for some cancer types, effective strategies exist for reduction of mortality from cancer, and strategies for prevention of new cases may exist that include changes in behavioral and environmental factors.

Interestingly, another stated goal of cancer surveillance is the "wise allocation of limited resources including setting priorities for allocating health resources," which depends partly on the "availability of complete, timely, and high-quality cancer data" (CDC 2004). For those cancers for which the etiology is unclear and/or complex and/or for which satisfactory early screening tools and/or treatments are lacking, surveillance data represent an important research tool for ascertainment of disease etiology (host and environmental factors) and definition of disease natural history (progress of disease over time). For those cancers for which screening is new (e.g., recommendations for 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.
 for colon cancer) or for which the groups that derive maximum benefit are still controversial (e.g., mammography mammography, diagnostic procedure that uses low-dose X rays to detect abnormalities in the breasts. The early diagnosis of breast cancer made possible by the routine use of mammography for screening women increases a woman's treatment alternatives and improves her ), surveillance can provide important data on the effectiveness of screening. However, if there are long lag periods between the introduction of a screening procedure and improved survival for a specific cancer, it may be difficult to quantitate the population benefit. If a new environmental exposure or some human behavior intervenes during this time interval and changes the incidence and/or the natural history of a given cancer or group of cancers, the efficacy of a screening program may be underestimated at best or considered nonexistent non·ex·is·tence  
n.
1. The condition of not existing.

2. Something that does not exist.



non
 at worst. These issues clearly are relevant for any environmental health tracking system that focuses on chronic health problems. These issues are summarized in Table 1.

The same caveat for new screening tools also applies to the evaluation of preventive interventions. Because of the long latency between initiation and diagnosis of most cancers, the effectiveness of preventive interventions, such as the success of smoking cessation smoking cessation Public health Temporary or permanent halting of habitual cigarette smoking; withdrawal therapies–eg, hypnosis, psychotherapy, group counseling, exposing smokers to Pts with terminal lung CA and nicotine chewing gum are often ineffective.  programs, will not become apparent until years or even decades after implementation. Thus, intervention evaluation efforts must operate on a different time scale from those for many acute infectious diseases. Furthermore, cancers, like most chronic diseases, have multifactorial etiologies such that several risk factors operate through different or similar pathways that lead to the same outcome: For example, lung cancer can be caused by smoking and by exposure to asbestos, and subjects exposed to both agents may differ in risk from those exposed to either one of these carcinogens Carcinogens
Substances in the environment that cause cancer, presumably by inducing mutations, with prolonged exposure.

Mentioned in: Colon Cancer, Rectal Cancer
 (Liddell 2001). However, surveillance of cancer trends over time that aims to document the success of an intervention could be misleading if the reduction of one of the carcinogens in a population (e.g., the prevalence of asbestos exposure) is accompanied by an increase in prevalence in another risk factor for the disease (e.g., smoking). Whether or not these two exposures would affect the same individuals in a population would not matter, because we are only monitoring trends in overall population rates.

Although cancer surveillance through registries enables a vast amount of etiologic research that contributes to the identification of cancer risk and preventive factors, this research is not part of the monitoring/surveillance effort per se but requires separately funded scientific studies, some of which will make use of surveillance data as a primary or major resource. These studies are necessary to identify the cancer-initiating events that generally precede disease diagnosis by years or decades and to estimate individual level exposures and take latency and susceptibility into account. Etiologic factors that contribute to cancers are not identifiable through disease surveillance except in those rare cases where a carcinogenic carcinogenic

having a capacity for carcinogenesis.
 agent can be identified by a biological or chemical marker in the affected tissue(s) long after the initiation of cancer. One example is the human papilloma virus human papilloma virus
n. Abbr. HPV
A DNA virus of the genus Papillomavirus, certain types of which cause cutaneous and genital warts in humans, including condyloma acuminatum.
, which can be identified at higher rates in the tissue of women diagnosed with 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.
 than among nonaffected controls (Salmeron et al. 2003). However in such cases, to permit causal inferences, a registry also would need to obtain samples from unaffected population controls, a task outside the scope of any registry. This reasoning extends also to cancer cluster cancer cluster Epidemiology A cancer that occurs in a group of people living or working in a geographically defined region who may share one or more environmental factors–eg, DES, and a characteristic lesion–eg, vaginal adenoCA, in common. See Clusters.  investigations; that is, only when an etiology is already established and highly specific (e.g., for vinyl chloride vinyl chloride
 or chloroethylene

Colourless, flammable, toxic gas (H2C=CHCl), belonging to the family of organic compounds of halogens. It is produced in very large quantities and used principally to make PVC, as well as in other syntheses and in
 and angiosarcoma angiosarcoma /an·gio·sar·co·ma/ (an?je-o-sahr-ko´mah) a malignant neoplasm arising from vascular endothelial cells; the term may be used generally or may denote a subtype, such as hemangiosarcoma.  or asbestos and mesothelioma Mesothelioma Definition

Mesothelioma is an uncommon disease that causes malignant cancer cells to form within the lining of the chest, abdomen, or around the heart. Its primary cause is believed to be exposure to asbestos.
, but not asbestos and lung cancer) can a cluster suggest the cause of the disease and be used to help guide intervention and prevention efforts (removal of asbestos). Therefore, careful consideration must be given to the expenditure of resources to investigate such occurrences.

Environmental Health Tracking

Use of existing surveillance systems for linkage purposes. We have listed the goals and requirements for an EPHT system in Table 2. Generally, such a system can take advantage of already existing, active, passive, or sentinel surveillance systems, if the requirements for linkage are fulfilled (see "System requirements To be used efficiently, all computer software needs certain hardware components or other software resources to be present on a computer system. These pre-requisites are known as (computer) system requirements and are often used as a guideline as opposed to an absolute rule. ," Table 2) or if they can be used as a starting point Noun 1. starting point - earliest limiting point
terminus a quo

commencement, get-go, offset, outset, showtime, starting time, beginning, start, kickoff, first - the time at which something is supposed to begin; "they got an early start"; "she knew from the
 from which additional data that pertain to pertain to
verb relate to, concern, refer to, regard, be part of, belong to, apply to, bear on, befit, be relevant to, be appropriate to, appertain to
 environmental exposures or the diseases of interest can be obtained. These systems have different functions, costs, and utility for public health and environmental tracking. Active surveillance systems have the advantage of relatively complete ascertainment and standardized collection of data over time but are very resource intensive and usually focused only on one type of disease or exposure. Passive systems are cheaper to maintain but are potentially subject to biased, incomplete reporting. Reports of unusual events (e.g., space-time clusters of disease, uncommon exposures such as a toxic spill) do not meet the formal requirements for surveillance noted above. However, the systems through which these reports appear (e.g., Morbidity and Mortality Weekly Report Morbidity and Mortality Weekly Report (MMWR) is a weekly epidemiological digest for the United States published by the Centers for Disease Control and Prevention. The 5 June 1981 issue of the MMWR published the cases of five men in what turned out to be the first report of AIDS. ) do provide the temporal continuity and standardization of presentation that satisfy the requirements for surveillance. Reports of unusual events may provide the initial stimulus for the identification of important ongoing, environmental health risks but should avoid the pitfalls of chronic disease (cancer) cluster investigations. Most important, all existing surveillance systems, once they fulfill the requirements for linkage, can serve descriptive functions and allow the conduct of ecologic analyses in the broadest sense--that is, population exposures and outcomes for population inference. On the other hand, etiologic questions may be answerable an·swer·a·ble  
adj.
1. Subject to being called to answer; accountable. See Synonyms at responsible.

2. That can be answered or refuted: an answerable charge.

3.
 only if additional resources become available to a) provide for collection of additional data for assessment of exposure and other disease risk factors (e.g., those that act as confounders or effect modifiers) at the individual level (e.g., pesticide or air pollution exposures at homes and workplaces of subjects of interest, smoking and diet information, genetic susceptibility factors, access to health care); b) collect data in control subjects (e.g., nondiseased subjects as controls for cancers) or collect data for diseases for which routine monitoring systems are not in place (e.g., asthma); and c) conduct additional data analysis not provided for within the routine monitoring systems. Furthermore, certain etiologic questions may be answered best through other types of study design that do not rely on disease monitoring in a geographically based population but either follow cohorts of individuals over a long time [e.g., Nurses' Health Study Nurses' Health Study Cardiology A large cohort study that evaluated the effect of exogenous HRT on the risk of cardiovascular disease. See Estrogen replacement therapy, Osteoporosis.  (Hunter et al. 1990; Laden et al. 2001) cohort] and/or store biological samples for a large number of individuals [e.g., the National Health and Nutrition Examination Survey (NHANES NHANES National Health and Nutrition Examination Survey (US CDC) ) (Chapman et al. 2003)], or target special highly exposed groups within a population [e.g., the Agricultural Health Study for pesticide exposures (Alavanja et al. 2003)] or vulnerable subgroups of a population (children for asthma, elderly for Alzheimer or Parkinson disease Parkinson Disease Definition

Parkinson disease (PD) is a progressive movement disorder marked by tremors, rigidity, slow movements (bradykinesia), and posture instability.
). Table 3 lists the advantages and disadvantages of different systems to evaluate environmental health questions and references examples from the literature for the use of such systems.

Criteria for the expansion/contractions of an existing surveillance system. The design of an EPHT and surveillance system cannot be static. There always will be a need to expand the "core" of the system or to provide ad hoc For this purpose. Meaning "to this" in Latin, it refers to dealing with special situations as they occur rather than functions that are repeated on a regular basis. See ad hoc query and ad hoc mode.  elements to address specific issues whether these relate to what data the system collect or which populations it needs to cover. The criteria for expansion (and contraction) cannot be specified a priori a priori

In epistemology, knowledge that is independent of all particular experiences, as opposed to a posteriori (or empirical) knowledge, which derives from experience.
; however, what can be specified is a process to keep the system dynamic and relevant. Table 4 summarizes some suggested questions that should be addressed. Most important are recognition of the need for continued re-evaluation and the existence of a base of fiscal resources to make adjustments when such are deemed necessary.

A parallel issue relates to the ability of a tracking system to recognize the potential for some new environmental exposure to cause health effects before adequate human health data are available. The solution to this problem is the inclusion of a mechanism for ongoing, continuing reviews of the relevant toxicology toxicology, study of poisons, or toxins, from the standpoint of detection, isolation, identification, and determination of their effects on the human body. Toxicology may be considered the branch of pharmacology devoted to the study of the poisonous effects of drugs.  and exposure literature. The regular preparation of position papers by expert panels should serve as the first step in the decision-making process that is identified by item 1 in Table 4. The findings of these position papers should be subjected to a second-level review to assess the logistical and cost-benefit implications of the inclusion of new exposures into the tracking system.

Conclusions and Recommendations

Initiation of linkage between existing disease and exposure surveillance systems for EPHT is very desirable and feasible. We have identified what we believe to be the important pitfalls that should be avoided for such linkage activities. The goals, purposes, and limitations of any proposed linkage must be discussed and stated clearly. In addition, currently available data resources and surveillance systems will need to be evaluated critically first to decide whether they fit the criteria for a successful linkage or might need to be updated and expanded to make linkage possible and useful.

Identification of many important relations between environmental factors and heath outcomes requires individual-level data that are not routinely collected by any surveillance system; thus, these can be addressed adequately only with targeted research. In contrast, data linkages performed in a surveillance context typically will not be able to address key factors at the level of the individual. Data linkage efforts may be able to detect some relations but would also be expected to miss others that could, however, be established in well-designed epidemiological studies An Epidemiological study is a statistical study on human populations, which attempts to link human health effects to a specified cause. . The distinction between data linkages in the surveillance context and targeted research is an important one, and the EPHT program must avoid the expectation that simple linkage approaches in the surveillance context can substitute for sound epidemiological research.

Design of surveillance approaches requires a balance between demands for more extensive and higher quality data and the feasibility of collecting such data. For environmental agent--disease relationships that are already well established, formal linkage of data may not be the most efficient use of resources. For example, exposure to lead has been clearly associated with decreased cognitive development in children. Use of data linkage projects to assess this relationship at the community level might be problematic because of our potential inability to detect subtle but important effects that require large cohorts of children and very sophisticated test procedures, and resources might be better devoted to identifying and addressing determinants of exposure. Furthermore, tracking of exposures to environmental agents without linkage to health outcomes can spawn effective interventions, such as efforts to reduce the use of polybrominated diphenyl ethers Polybrominated diphenyl ethers or PBDE, are a flame retardant sub-family of the brominated flame retardant group. They have been used in a wide array of household products, including fabrics, furniture, and electronics.  after these compounds were detected in increasing concentration over time in human breast milk.

Concerns about the implications of data linkage are particularly important in a policy context. A community-level association between exposure to an environmental hazard 'Environmental hazard' is a generic term for any situation or state of events which poses a threat to the surrounding environment. This term incorporates topics like pollution and Natural Hazards such as storms and earthquakes.  and an adverse health outcome need not be demonstrated before intervention is initiated if the relationship has been appropriately established in the scientific literature. For example, not every community needs to show a relationship between consumption of local fish contaminated with mercury and elevated blood mercury levels before taking action to warn the population that excessive local fish consumption should be avoided. Moreover, as we discussed above, for chronic diseases of multifactorial etiology, it will be difficult to demonstrate relationships between reductions in releases or concentrations of environmental agents and disease outcomes. The U.S. EPA is beginning to emphasize "accountability"--that is, demonstrations that reductions in health outcomes result from policy activities that reduce levels of hazardous agents in the environment. Although it is laudable laud·a·ble
adj.
Healthy; favorable.
 to show such relationships where they can be demonstrated, the converse view that such relationships must be demonstrated before a policy intervention can be initiated is not supported.

Because chronic, multifactorial diseases do not lend themselves to data-driven, quick, and convenient evaluations of intervention strategies, time trends, exposure identification, or the identification of at-risk populations based on linkage and surveillance only, we propose that, first and foremost, EPHT should be synonymous with a dynamic process that requires regular system updates to a) incorporate new technologies to improve exposure and disease assessment at the population level, b) allow public dissemination of new data that become available, c) allow the public health and environmental policy communities to address new and emerging "threads" (for both exposures and health outcomes), and d) evaluate its effectiveness over some appropriate time interval. A challenge will be to maintain consistent support and funding for important routine public health systems that may seem less exciting than the public outrage producing "toxins or diseases of the week." This is particularly true at times of economic downturns, in response to short-term public and political pressures. Although the risks attributable to environmental factors might be small in a relative sense, they can result in a large disease burden in absolute numbers because of the ubiquitous nature of certain exposures, the possible synergy of these factors with other risk factors, and the increased vulnerability of certain subpopulations. Thus, risk assessments based on any single surveillance system are likely to provide downwardly biased estimates of risk for a specific environmental hazard, because of the difficulty related to the identification of the effects of exposures to multiple environmental hazards whose composition may change over time and for which it is nearly impossible to construct accurate exposure histories even at an ecological level. Nonetheless, in some cases, surveillance may be the only practical method to obtain sufficient data to carry out a preliminary assessment of risk (contingent on Adj. 1. contingent on - determined by conditions or circumstances that follow; "arms sales contingent on the approval of congress"
contingent upon, dependant on, dependant upon, dependent on, dependent upon, depending on, contingent
 adequate quality data).

By their nature, many chronic diseases are irreversible to a large extent (if at all) even after the exposure is removed. Therefore, treatment interventions directed at individuals will not remove the cause of the disease or the possible source of disease for others in the community. Thus, the primary operational goal of environmental health tracking has to be the "treatment" of the environment in such a manner as to reduce population risk. It will be important and necessary to evaluate and weigh the benefits of surveillance against its costs. In addition, we have pointed out that some strategies to evaluate the effectiveness of interventions can be severely flawed if they do not address the complexity of disease causation. On the other hand, prevention might be our only rationale option, even if multifactorial diseases do not lend themselves to surveillance data-driven evaluations of intervention strategies.
Table 1. Challenges for chronic disease
surveillance relevant to EPHT.

Characteristics of the disease
  Onset can be insidious
    Exact time of onset not known and often not subject to
      estimation, which complicate temporal characteristics
      of exposure
    Often long latency between onset of exposure and clinical
      manifestation of disease
  Heterogeneous mix of phenotypic components (e.g., asthma: allergic,
        nonallergic, cough variant types)
    May have multiple natural histories and differ in antecedent
      exposure profiles (risk factors for onset or recurrence)
    Genetic heterogeneity may not be reflected in phenotype
      (e.g., young-onset breast cancers with and without BRCA1
      and BRCA2 mutations)
    Multiple etiologies; some pathways may not involve the same
      putative risk factors (e.g., young-onset Parkinson
      disease caused by MPTP exposure or by Parkin mutations)
  Characteristics of exposure
    Often involves complex mixtures that can change over time
    Relevant parameters often not easily defined
      Timing of onset
      Cumulative dose versus critical time of exposure
      Threshold versus no threshold
      Effect modification by other exposures
    Direct measurement often not available
      Reliance on imperfect surrogates

MPTP, 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine.

Table 2. Goals and requirements for an EPHT system.

Surveillance         Requirements for            Requirements for
goals                   health data                exposure data

Descriptive      Chronic diseases            Long-term exposure
    (ecologic)     Specificity of                assessment
  Temporal           diagnosis                 Broad spatial coverage
  Spatial          Standardization of            that captures medium-
                     diagnostic algorithms       scale spatial
                     over time and               heterogeneity and
                     procedures to convert       should "match" health
                     from one standard to        spatial units as
                     another (e.g., ICD-9        closely as possible
                     to ICD-10)                Long historical record
                   Moderately short time         keeping and
                     delays between              acceptable procedures
                     diagnosis and               to convert old to new
                     "registration" (e.g.,       measurement
                     example within 6            techniques or metrics
                     months)                 Develop criteria for
                   Agreed upon spatial           selection of
                     reference (e.g.,            exposures such as
                     residence at                known or suspected
                     diagnosis)                  health impacts and/or
                 Acute diseases (e.g.,           regulatory
                     poisonings)                 requirements
                   Specificity of              Identification of
                     diagnosis                   "sentinel" substances
                   Standardization of            where possible
                     diagnostic algorithms   Collect data on
                     over time and             Broad categories of
                     procedures to convert       sources
                     from one standard to      Broad classes of
                     another (e.g., ICD-9        relevant "components"
                     to ICD-10)
                   Short time delay
                     between
                     identification and
                     registration
                     (e.g., days to weeks)
                   Agreed upon spatial
                     reference (e.g.,
                     residence at
                     diagnosis)

Etiologic        Chronic and acute           Requirements in addition
  Chronic            diseases and clusters       to those mentioned
  Acute            Specificity and               above
  Clusters           standardization (as       Near real-time or real-
    (spatial         needed for                  time access to
    and              descriptive purposes)       quality-assured data
    temporal)      Time of registration          for acute disease and
                     and spatial reference       cluster evaluation
                     (as above)                Ability to estimate
                   Expanded data on risk         individual exposure
                     factors                     for acute, cluster
                   Access to noncases for        and chronic disease,
                     risk factors and            or refined spatial
                     exposure                    and temporal data for
                                                 acute disease and
                                                 cluster evaluation
                                               Data sufficient for
                                                 spatial and temporal
                                                 (acute and
                                                 cumulative) exposure
                                                 modeling over time
                                                 for chronic disease
                                               Specific source
                                                 apportionment in
                                                 terms of sources and
                                                 components for acute
                                                 disease and cluster
                                                 evaluation

Surveillance
goals                        System requirements

Descriptive      Minimum set of variables for linkage
    (ecologic)     is available (e.g., residential/work
  Temporal         address and geocoded exposure
  Spatial          location)
                 Clear documentation of all variable
                   fields, including documentation of history
                   of changes in format and/or content
                 Continued linkage of health and
                   exposure data
                 Continued dissemination of results
                   to agencies and public
                 Ongoing administrative, legal, and
                   fiscal support for linkage and
                   dissemination activities

Etiologic        Requirements in addition to those
  Chronic            mentioned above
  Acute            Ability to acquire QA/QC and
  Clusters           release data consistent with time
    (spatial         requirements
    and            Ability to support special monitoring
    temporal)        projects
                   Fiscal and staff support for ongoing
                     modeling
                   Fiscal support for selected, existing
                     registries and special studies

Abbreviations: ICD, International Classification of Diseases, 9th
and 10th Revisions (WHO 1978, 1993); QA/QC, quality assurance/
quality control.

Table 3. Advantages and disadvantages of various systems for the
examination of environmental health questions.

Registries                              Advantages

Disease registries
  Death or birth     Standardized continuous collection of data
    certificates       for the total population in a geographic area
                     Collects causes of deaths, birth weight, and
                       gestational age in a standardized manner
                     Allows examination of differences in space
                       and time that includes trends for causes of
                       deaths and birth outcomes
                     Relatively cheap and well established

Disease registries   Standardized continuous collection of data
  (reportable          for the total or subgroups of a population in
  infectious           a geographic area
  diseases,          Allows examination of differences in space and
  cancer, end-         time that includes trends for these diseases
  stage renal        High-data quality for registries established
  disease, and         in accordance with specified (national)
  birth defect         standards (e.g., surveillance epidemiology
  registries;          and end results cancer registry standards)
  hospital
  discharge data;
  health
  maintenance
  organization
  data)

Exposure/hazard
    registries
  Ecological         Standardized continuous collection of exposure
    exposure           data for the total population in a
    registries/        geographic area
    databases (air   Allows examination of differences in
    and water          space and time that includes trends for
    pollution,         these exposures
    pesticides,      High-data quality for these registries based
    industrial         upon certain specified (national) standards
    emissions        Allows for population-level exposure
    inventories)       estimates either directly or through model

Individual-level     Collects specific exposure data for a group
  exposure             of select individuals suspected to be
  registries           exposed at high levels, or for a regional or
  (biomonitoring,      national random sample of the population
  e.g., NHANES)      Allows examination of exposure differences
                       in space and time that includes trends for
                       exposures if collected repeatedly or
                       continuously
                     Individual-level exposure measurements available
                     Specific exposures of relatively high data
                       quality

Surveys
  Cross-sectional    Collect data on one or more diseases and
    or repeated        exposures simultaneously for a representative
    surveys            regional, national, or international sample
    (NHANES,           using standardized methods
    ISAAC, MONICA,   Allows examination of differences in space and
    CHIS)              time including trends for exposures and
                       diseases if collected repeatedly
                     Individual-level exposure and disease measures
                       available
                     High-data quality
                     Subjects need to be contacted and participate
                       only once

  Longitudinal       Collect one or more diseases and exposures
    cohorts            over time
    (Framingham      Longitudinal data for exposure and disease
    study, Nurses'     avoid problems of temporal ambiguity
    Health Study,    Investigation of outcomes beyond those of
    California         original interest often can be undertaken
    Teachers         Individual-level exposure estimates available
    Study,           High-data quality
    Agricultural
    Health Study)

                                                           Selected
                                                          examples/
Registries                    Disadvantages               references

Disease registries
  Death or birth     Outcome data are relatively        Ritz et al.
    certificates       limited in breadth (i.e., to       2000
                       fatal diseases and few birth     Wilhelm and
                       outcomes)                          Ritz 2003
                     Relatively little quality
                       control over data collection
                     No exposure data
                     Automatic link to exposure data
                       possible through address
                       (at birth or deaths)
                     For extensive individual level
                       exposure assessment, subjects
                       (or proxies) need to be
                       contacted (additional research
                       funding necessary)
                     Potential ethical and legal
                       concerns related to automatic
                       data linkage

Disease registries   Laws necessary that mandate        Ritz et al.
  (reportable          reporting and registration         2002
  infectious         Continuous and extensive           Reynolds et
  diseases,            financial support necessary        al. 2003
  cancer, end-       Often registers only one           Shaw et al.
  stage renal          specific type of disease           1999
  disease, and       No exposure data available         Mann et al.
  birth defect       Automatic link to exposure data      2002
  registries;          possible through address at
  hospital             diagnosis (additional research
  discharge data;      funding necessary)
  health             Potential ethical and legal
  maintenance          concerns related to automatic
  organization         data linkage
  data)

Exposure/hazard
    registries
  Ecological         Laws necessary that mandate        Ritz and Yu
    exposure           reporting and registration         1999
    registries/      Continuous and extensive           Mortimer et
    databases (air     financial support necessary        al. 2002
    and water        Usually registers only one
    pollution,         specific type or group
    pesticides,        of exposures in a single
    industrial         medium (e.g., air, water)
    emissions        Exposure data are collected at
    inventories)       the ecological not at the
                       individual level
                     No disease information without
                       additional linkage to
                       geographic identifiers (e.g.,
                       addresses)
                     For disease outcome, linkage
                       subjects (or proxies) may need
                       to be contacted (additional
                       research funding necessary)

Individual-level     Very expensive                     Murphy et
  exposure           Usually only one type of             al. 1983
  registries           specific exposure collected      MacIntosh et
  (biomonitoring,    Usually no disease data              al. 1996
  e.g., NHANES)        collected simultaneously or      Ruckart et
                       prospectively (needs addition      al. 2004
                       research funding)
                     If samples are collected for
                       specific research purposes
                       only, subjects need to consent
                       to new analyses
                     Groups that are willing to
                       contribute urine, blood,
                       etc., may not be
                       representative of the larger
                       population

Surveys
  Cross-sectional    One time or repeated high          Keil et al.
    or repeated        financial investment               1996
    surveys            necessary; costs depend on       Hirsch et al.
    (NHANES,           data collection protocol,          1999
    ISAAC, MONICA,     sample size, length of           Ramadour et
    CHIS)              observation period, etc.           al. 2000
                     Cross-sectional data for           Peters et al.
                       exposure and disease may cause     2001
                       problems of temporal ambiguity   Chapman et al.
                       and survivor bias                  2003
                     Disease outcome measures often
                       rely on self-report only
                     Research subjects have to be
                       willing to participate, thus
                       may not be representative of
                       the general population

  Longitudinal       Extremely high financial           Hunter et
    cohorts            investment necessary over          al. 1990
    (Framingham        extended periods, costs depend   Garland et al.
    study, Nurses'     on data collection protocol,       1995
    Health Study,      sample size, length of           Feskanich et
    California         observation period, etc.           al. 1998
    Teachers         A cohort is by definition a        Laden et al.
    Study,             restricted group of                1999, 2001
    Agricultural       individuals that may or may      Alavanja et
    Health Study)      not be representative of a         al. 2003
                       population of specific
                       interest (e.g., those highly
                       exposed to an environmental
                       agent or those within a
                       susceptible age or ethnicity)
                     Research subjects have to be
                       willing to participate
                       repeatedly over extended
                       periods of time and have to be
                       traceable
                     The study protocol dictates
                       exactly for which disease and
                       exposures information will be
                       collected, unless biological
                       samples can be stored for
                       later analyses (which may have
                       legal implications for
                       consent)

Abbreviations: CHIS, California Health Interview Survey; ISAAC,
International Study of Asthma and Allergies in Childhood; MONICA,
Monitoring of Trends and Determinants in Cardiovascular Diseases.

Table 4. Issues for expansion and contraction of an EPHT system.

1. Have scientific data provided compelling new evidence of
disease--exposure associations or evidence that previously suspected
associations are not causal?

2. Are there new technologies (biomarkers, molecular dosimeters) that
indicate the need to updated data collection procedures?

3. Have there been changes in nesology that require new
case definitions?

4. Are there new sources of ongoing data collection (routine
public health, research cohorts) that offer cost-efficient
opportunities to expand surveillance activities?

5. Have there been changes to sources of exposure data that either
improve their quality or render them no longer suitable for routine
surveillance?

6. Is there public concern about an environmental health issue for
which surveillance is the most efficient mechanism to acquire
preliminary data?

7. Is there widespread use of a new substance/chemical with the
potential for exposing a large population or biopersistence of
a substance (e.g., phthalates)?


We thank J. Mann for her comments and all members of the Center for Excellence in Environmental Public Health Tracking for their involvement in discussions of some of the issues presented here.

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Wilhelm M, Ritz B. 2003 Residential proximity to traffic and adverse birth outcomes in Los Angeles County, California Los Angeles County is a county in California and is by far the most populous county in the United States. Figures from the U.S. Census Bureau give an estimated 2006 population of 9,948,081 residents,[1] while the California State government's population bureau lists a , 1994-1996. Environ Health Perspect 111:207-116.

Beate Ritz, (1) Ira Tager, (2) and John Balmes (3)

(1) Department of Epidemiology, University of California, Los Angeles UCLA comprises the College of Letters and Science (the primary undergraduate college), seven professional schools, and five professional Health Science schools. Since 2001, UCLA has enrolled over 33,000 total students, and that number is steadily rising. , California, USA; (2) Division of Epidemiology, and (3) Division of Environmental Health Sciences, School of Public Health, University of California, Berkeley The University of California, Berkeley is a public research university located in Berkeley, California, United States. Commonly referred to as UC Berkeley, Berkeley and Cal , California, USA

Address correspondence to B. Ritz, Department of Epidemiology, University of California The University of California has a combined student body of more than 191,000 students, over 1,340,000 living alumni, and a combined systemwide and campus endowment of just over $7.3 billion (8th largest in the United States).  at Los Angeles Los Angeles (lôs ăn`jələs, lŏs, ăn`jəlēz'), city (1990 pop. 3,485,398), seat of Los Angeles co., S Calif.; inc. 1850. , 650 Charles Young
For information on the now-retired UCLA Chancellor and UF President, see Charles E. Young.


For the television character on The West Wing, see Charlie Young.
 Dr., Room 73-320 CHS (Cylinder Head Sector) An earlier method of addressing a hard disk by referencing all three physical elements of the drive. It was superseded by logical block addressing (see LBA). , Los Angeles, CA 90095 USA. Telephone: (310) 206-7458. Fax: (310) 206-6039. E-mail: britz@uda.edu

This work was partially funded by a Centers for Disease Control and Prevention grant for a Center of Excellence for Environmental Public Health Tracking at the University of California at Los Angeles, University of California at Berkeley (body, education) University of California at Berkeley - (UCB)

See also Berzerkley, BSD.

http://berkeley.edu/.

Note to British and Commonwealth readers: that's /berk'lee/, not /bark'lee/ as in British Received Pronunciation.
, and University of California at San Francisco San Francisco (săn frănsĭs`kō), city (1990 pop. 723,959), coextensive with San Francisco co., W Calif., on the tip of a peninsula between the Pacific Ocean and San Francisco Bay, which are connected by the strait known as the Golden , grant U50/CCU922409-03.

Received 27 July 2004; accepted 2 December 2004.
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Title Annotation:Commentary
Author:Balmes, John
Publication:Environmental Health Perspectives
Date:Mar 1, 2005
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