Abstract
Purpose
To investigate the discordance between original and central laboratories in estrogen receptor (ER) status, in tumors originally deemed to be ER-negative, and in HER2 status in a diverse population-based sample.
Methods
In a follow up study of 1785 women with Stage I–III breast cancer diagnosed between 2005 – 2007 in the Detroit and Los Angeles County SEER registry catchment areas, participants were asked to consent to reassessment of ER (in tumors originally deemed to be ER-negative) and HER2 status on archival tumor samples approximately four years after diagnosis. Specimens (either slides or blocks) were centrally prepared and analyzed for ER and HER2 using standardized methods and the guidelines of the American Society of Clinical Oncology and the College of American Pathologists. Analyses determined the discordance between original and central laboratories.
Results
132 (31%) of those eligible for ER reassessment and 367 (21%) eligible for HER2 reassessment had archival blocks reassessed centrally. ER discordance was only 6%. HER2 discordance by immunohistochemistry (IHC) was 26%, but final HER2 results—employing FISH in tumors that were IHC 2+ at the central laboratory—were discordant in only 6%. Half of the original laboratories did not perform their own assays.
Conclusions
Discordance between original and central laboratories in two large metropolitan areas was low in this population-based sample compared to previously-reported patient samples. Centralization of testing for key pathology variables appears to be occurring in many hospitals. In addition, quality improvement efforts may have preceded the publication and dissemination of specialty society guidelines.
Keywords: breast cancer, estrogen receptor, HER2, SEER Registry, pathology
Introduction
Decisions regarding systemic treatment of invasive breast cancer in the adjuvant setting incorporate stage and tumor characteristics, particularly estrogen receptor (ER) and progesterone receptor (PR) status, and presence or absence of human epidermal growth factor 2 (HER2) [1]. Accurate assessment of these key biologic characteristics is thus critically important in the delivery of optimal care.
With respect to hormone receptor status, false-negative results are particularly detrimental as they lead to omission of beneficial endocrine therapy [2–5] and may prompt a recommendation for adjuvant chemotherapy in a patient in whom the risk-benefit ratio is unfavorable. ER status is currently measured using immunohistochemistry (IHC) [6].
Concerns have been raised about variation in hormone receptor testing both in the United States and internationally [7,8]. Studies of patients enrolled in clinical trials indicate that misclassification of ER status may be a widespread problem, with the percentage of false-negative tumors being as high as 77% in one study [3]. In addition, misclassification of tumors has been identified in 20% to 63% of laboratories [9]. In contrast, false-positive ER results are much less common (less than 3%) [3,9]. The prevalence of false-negative ER results in population-based samples across diverse laboratories and practice settings has been understudied.
Accurate assessment of HER2 status is similarly essential in treatment decision-making for patients with breast cancer. False-negative HER2 status may lead to omission of anti-HER2-directed therapy, and, conversely, false-positive HER2 results may lead to needless administration of a costly and prolonged treatment with no benefit. Methods for assessing HER2 status include IHC for quantification of protein expression and fluorescent in situ hybridization (FISH) for measurement of gene amplification. Current joint guidelines of the American Society of Clinical Oncology (ASCO) and the College of American Pathologists (CAP) specify that tumors with equivocal IHC (2+) results should be tested for HER2 gene amplification with FISH [10–12].
Compelling studies have indicated that HER2 testing has been poorly standardized. Variations in HER2 results may occur at multiple steps in the assessment process [11–13]. Discordance between local and central laboratory testing in patients in clinical trials has been reported to be as high as 20% for IHC and 12% for FISH [11,12,14–17]. As with assessment of ER, there is limited information about the quality of HER2 assessment in patients who are not enrolled in clinical trials.
In this context, we chose to investigate the discordance in ER and HER2 results between the originating laboratories and central laboratories in a diverse population-based sample of women who were not participating in clinical trials. Because the rate of false-positive ER results is extremely low [3,9], we reassessed the ER status of only those tumors originally identified as ER-negative; all tumors were reassessed for HER2 status.
Methods
Subject Identification and Recruitment for Assessment of ER Status and HER2 Status
We conducted a population-based study of women between the ages of 21 and 79 who were diagnosed with a first breast cancer (Stages 0 – III) between June 2005 and February 2007 and who were reported to the registries of the Detroit and Los Angeles County Surveillance, Epidemiology, and End Results (SEER) program. Details of the sampling and survey methods have been previously described [18,19]. Only women with Stages I – III are included in the analytic sample for this study.
A follow-up study was conducted with these participants an average of four years after diagnosis, at which time study participants were asked to provide HIPAA authorization and informed consent for abstraction of their breast cancer medical records and provision of a tumor sample for reassessment ER and HER2 status.
The institutional review boards at the University of Michigan, the University of Southern California, Wayne State University, and participating hospitals approved the study. Laboratory and treating hospitals and providers were de-identified by the SEER Registries according to requirements of the SEER program.
Data Collection
ER status and HER2 data were obtained from the SEER registries. Medical record information collected by trained abstractors was used if HER2 data were missing from the SEER registry. The method(s) for HER2 assessment (IHC, FISH, both) and results were abstracted. The data set was merged with SEER and survey data from the time of the original (baseline) survey, including tumor characteristics and educational attainment, marital status, employment status, insurance status and type, and income.
Archival Tumor Specimen Retrieval
Formalin-fixed paraffin-embedded (FFPE) tissue samples were obtained from consenting patients for whom tissue was available. In Los Angeles, a SEER Registry pathologist selected a representative tissue block for reassessment; whenever possible, this was the same tumor block that was used for the original diagnosis. In Detroit, pathologists at each of the laboratories selected representative whole tissue sections that contained cancer representing areas that resembled the original diagnostic tumor sections. If applicable, blocks were prepared at the Pathology Core Facility within the Department of Pathology at the Ohio State University Wexner Medical Center. They were thereafter returned to the SEER sites and then to the laboratories by SEER personnel.
Detailed descriptions of the sample processing for IHC (for ER and HER2 status) and for FISH (for HER2) are provided in the Appendix.
Central Reassessment of ER Status
ER expression was recorded as the percentage of staining cells and was classified as a dichotomous variable (present or absent) using two threshold values: (1) ≥ 1% staining cells or (2) ≥ 10% staining cells. Tumor cells were scored for the nuclear expression of ER using the Allred scoring schema, where score intensity (0–3) and the proportion of immunoreactive cells (0, none; 1, <1%; 2, 1–10%; 3, 10–33%; 4, 33–66% and 5, > 66%) were summed. Tumors were considered ER-positive if the Allred score was 2 or greater.
Central Reassessment of HER2 Status by IHC
Two pathologists at the Ohio State University Wexner Medical Center performed the HER2 assessments and assigned an IHC score of 0, 1+, 2+, or 3+ in concordance with the ASCO-CAP Guidelines of 2007 [11].
Central Reassessment of HER2 Status by FISH
Using image analysis as described in the Appendix, results were defined into three groups: “amplified” (positive by FISH), “not amplified,” (negative by FISH) or “equivocal” for each specimen.
Measures
The primary outcome measure was discordance between ER status and HER2 status of the primary tumor at the original laboratory and the central laboratories (University of Michigan for ER and The Ohio State University for HER2). As described above, only tumors originally reported to the SEER registries as being ER-negative were reassessed for ER status. Two pathologists at each central site reviewed the slides, and the pathologists at the two sites were available to resolve any discrepancies between pathologists.
Statistical Analyses
The demographic and disease characteristics of the patients in whom we successfully obtained tissue for repeat ER and HER2 assessment were compared with those in whom we did not. The percentage of tumors retrieved according to laboratory among consenting patients were also calculated. The dependent variable was a binary indicator of test discordance between the originating laboratory and the central laboratory. ER status and HER2 status were considered discordant if the results of the test determined by the originating laboratory differed from the result of the testing at the central laboratory. We calculated both discordance for HER2 by IHC and overall HER2 status using the combination of IHC and FISH. The percentage of discordant results with standard errors (SE) or 95% confidence intervals (CI), as appropriate, were calculated for ER and HER2 (IHC, FISH, and overall HER2 results).
Results
Sample Characteristics
The Figure shows the original sample eligibility and the number of patients who provided consent and for whom we obtained tissue for repeat ER and HER2 testing. The original sample selected from the SEER registries included 3,252 patients. After exclusions and non-respondents, the analytic sample numbered 1785 patients.
Patient Sample for Central ER Assessment
Of the 1785 patients, 428 had tumors that were ER-negative and comprised the analytic sample for ER reassessment. Of these 428, we obtained consent and tumor specimens for 132 patients (31% of the analytic sample). Consent and retrieval were significantly higher (40%) among non-Hispanic whites compared with Hispanic (26%) and black (34%) women (p value = 0.038) (data not shown). There were no differences in consent/tissue retrieval according to any of the other demographic or clinical variables. Characteristics of the patient sample are shown in Table 1. The 132 patients were treated in 48 hospitals; the tumor samples originated from 20 laboratories, and retrieval varied significantly according to laboratory (p < 0.001).
Table 1.
N | % | |
---|---|---|
Age group, years, missing, n = 1 | ||
<40 | 14 | 11% |
40–49 | 28 | 21% |
50–59 | 43 | 33% |
60–69 | 32 | 24% |
70+ | 14 | 11% |
| ||
Comorbid conditions | ||
None | 61 | 46% |
One | 39 | 30% |
Two or more | 32 | 24% |
| ||
Stage | ||
Stage I | 53 | 40% |
Stage II | 60 | 45% |
Stage III | 19 | 14% |
| ||
Histologic grade, missing, n = 4 | ||
Grade 1 | 1 | 1% |
Grade 2 | 26 | 20% |
Grade 3 | 101 | 79% |
| ||
Income, missing, n = 17 | ||
Less than $20,000 | 20 | 15% |
$20,000 – $69,000 | 63 | 48% |
$70,000 or more | 32 | 24% |
| ||
Insurance status | ||
None | 8 | 6% |
Other | 83 | 63% |
Medicaid | 19 | 14% |
Medicare | 22 | 17% |
| ||
Education, missing, n = 1 | ||
Not HS graduate | 21 | 16% |
HS graduate | 24 | 18% |
Some college | 54 | 41% |
College graduate | 32 | 24% |
| ||
Marital status | ||
Not Married/partnered | 53 | 40% |
Married/partnered | 79 | 60% |
| ||
Employment status, missing, n = 2 | ||
Employed | 87 | 67% |
Not employed | 43 | 33% |
| ||
Race/Ethnicity | ||
Black | 44 | 34% |
Hispanic | 34 | 26% |
Non-Hispanic White | 52 | 40% |
Other | 2 | 2% |
Patient Sample for Central HER2 Assessment
Of the 1785 patients considered as the analytic sample, 964 (54.0%) provided consent for medical record review and tumor reassessment of HER2 status. HER2 status was available for 761 (78.9%) of these 964 patients (42% of the entire eligible sample of patients). Tumor specimens were available for central review from 367 (48.2%) (20.5% of the entire eligible sample). Consent, medical record, and tumor retrieval were significantly higher in women with higher levels of educational attainment (p = 0.006), in non-Hispanic white women (p < 0.01), and in women with higher levels of income (p < 0.001) (data not shown). There were no differences in consent, medical record, or tumor retrieval according to other demographic or clinical factors. The characteristics of the final patient sample are shown in Table 2. The 367 patients received care in in 83 hospitals; their tumor samples originated from 44 laboratories. Retrieval varied significantly according to laboratory (p < 0.001).
Table 2.
N | % | |
---|---|---|
Age group, years, missing, n = 1 | ||
<40 | 39 | 11% |
40–49 | 126 | 21% |
50–59 | 180 | 33% |
60–69 | 155 | 24% |
70+ | 107 | 11% |
| ||
Comorbid conditions | ||
None | 250 | 46% |
One | 180 | 30% |
Two or more | 178 | 24% |
| ||
Stage | ||
Stage I | 292 | 40% |
Stage II | 235 | 45% |
Stage III | 76 | 14% |
| ||
Hormone receptor status, missing, n = 28 | ||
ER and/or PR+ | 452 | 78% |
ER-/PR- | 128 | 22% |
| ||
Histologic grade, missing, n = 12 | ||
Grade 1 | 119 | 1% |
Grade 2 | 229 | 20% |
Grade 3 | 218 | 79% |
| ||
Income | ||
Less than $20,000 | 100 | 15% |
$20,000 – $69,000 | 237 | 48% |
$70,000 or more | 187 | 24% |
Missing | 84 | 14% |
| ||
Insurance status, missing = 3 | ||
None | 39 | 6% |
Other | 357 | 63% |
Medicaid | 58 | 14% |
Medicare | 151 | 17% |
| ||
Education, missing, n = 8 | ||
Not HS graduate | 88 | 16% |
HS graduate | 113 | 18% |
Some college | 219 | 41% |
College graduate | 180 | 24% |
| ||
Marital status | ||
Not Married/partnered | 258 | 40% |
Married/partnered | 350 | 60% |
| ||
Employment status, missing, n = 15 | ||
Employed | 351 | 67% |
Not employed | 242 | 33% |
| ||
Race/Ethnicity | ||
Black | 119 | 34% |
Hispanic | 133 | 26% |
Non-Hispanic White | 343 | 40% |
Other | 13 | 2% |
Discordance between Original and Central Laboratories
ER Results
Of the 132 samples deemed to be ER-negative at the original laboratories that were adequate for repeat IHC assessment, 8 (6.0%, SE ± 2.1%) were ER-positive by the central laboratory. Of these, one had an Allred score of 3, three an Allred score of 4, two an Allred score of 5, one an Allred score of 7, and one an Allred score of 8.
HER2 Results
Of the 367 tumors obtained for repeat HER2 assessment, immunohistochemistry was performed on all but 48 at the original laboratories. In the remaining 48, only FISH was performed. IHC was performed using automated microscopy and image analysis with the Automated Cellular Imaging System (ACIS, DAKO) [20,21] in 32 cases. Of the 24 samples in which the IHC results were 2+, FISH was performed according to guidelines in all but three (12.5%) of samples at the original laboratories.
Discordance between Original and Central Laboratory HER2 Results
When the central laboratory results of IHC and FISH were combined using the recommended HER2 assessment algorithm across the entire sample of 367, only 22 of the (6.0%, SE ± 2.4%) of the tumors had discordant results between the original and the central laboratories as shown in Table 3. Of these, 19 (86.4%, SE ± 14.3) were determined to be HER2-positive (originally reported as HER2-negative), and three of the 22 (13.6%, SE ± 14.3) were determined to be HER2-negative (originally reported as HER2-positive). Seven cases with positive FISH results at the original laboratories were negative (0 or 1+) by IHC at the central laboratory and thus not evaluated for gene amplification by FISH at the central laboratory.
Table 3.
Original | Central | Interpretation | |||
---|---|---|---|---|---|
Original | Central | ||||
IHC | FISH | IHC | FISH | ||
0 | 2+ | 2.37 | − | + | |
0–1+ | 2+ | 2.01 | − | Equivocal | |
2.5† | 0 | + | − | ||
2+ | 2.9 | 1+ | + | − | |
2+ | 2.93 | 0 | + | − | |
2–3+ | 3 | 0 | + | − | |
3+ | 1+ | + | − | ||
3+ | 0 | + | − | ||
3+ | 2+ | 1.54 | + | − | |
3+ | 0 | + | − | ||
3+ | 11.42 | 0 | + | − | |
3+ | 0 | + | − | ||
3+ | 1+ | + | − | ||
3+ | 1+ | + | − | ||
3+ | 2+ | 1.8 | + | − | |
3+ | 9.08 | 2+ | 0.9 | + | − |
4.0† | 0 | + | − | ||
NA | 2.59 | 2+ | 0.83 | + | − |
NA | 6.4 | 0 | + | − | |
NA | 1.2 | 2+ | 2.53 | − | + |
NA | 6.89 | 1+ | + | − | |
NA | 2.6 | 1+ | + | − |
IHC, immunohistochemistry
Performed using Automated Cellular Imaging System, ACIS (image analysis of IHC)
FISH, fluorescent in situ hybridization
When only IHC test results were considered, discordance was much higher (Table 4). Among the 319 patients in whom IHC was performed, the overall discordance was 26.0% (95% C.I. 21.2 – 41.8%). In tumors that were negative (0 or 1+) at the original laboratory, the discordance rate was 16%. In the 38 tumors that were 2+, most (71.1%) were negative (0 or 1+) at the central laboratory, leading to 29.9% discordance. (As described above, according to the ASCO-CAP guidelines, FISH was not performed in these tumors at the central laboratory.) The discordance among tumors that were 3+ at the original laboratory was 41% (six were 2+, and 12 were 0 or 1+).
Table 4.
Central Laboratory | |||||
---|---|---|---|---|---|
0–1+ | 2+ | 3+ | |||
Original Laboratory | 0–1+ | 199 | 37 | 1 | 237 |
2+ | 23 | 11 | 4 | 38 | |
3+ | 12 | 6 | 26 | 44 | |
| |||||
234 | 54 | 31 | Total |
Bolded text indicates concordance; 26% (± 4.8) of results were discordant.
For 237 cases in which IHC was 0 or 1+ at the original laboratory, 37 (15.6%) were 2+ by IHC at the central laboratory. These were evaluated using FISH according to guidelines; one of these cases was positive for overamplification (FISH ratio 2.37), and one was equivocal (FISH ratio 2.01). All of the other 2+ cases were FISH-negative. Altogether, reassessment by the central laboratory applying the ASCO-CAP guidelines identified one HER2-positive case and one HER2-equivocal case out of 237 that were negative at the original laboratory.
Discussion
In summary, in women with invasive breast cancer drawn from population-based samples in two SEER catchment areas between 2005 and 2007, the proportion of ER-negative tumors with discordant results at the central laboratory was only 6%. For HER2, in contrast, reassessment at a central laboratory identified IHC discordance in 26% of samples. When IHC followed by FISH testing was performed using ASCO-CAP guidelines, however, HER2 discordance dropped to only 6%.
ER Discordance
In those tumors that were deemed to be ER-positive at the central laboratory, none of the tumors had a score of ≤ 3 using the Allred scoring system. This suggests that the discordance between the central and original laboratories was not due merely to differences in the cut-off used to classify tumors as ER-positive. In addition, we cannot attribute discordance between the original and the central laboratory results to pre-analytic factors, such as sample ischemic time, because all of our samples were archival specimens. The literature does suggest, however, that most errors in ER assessment occur in the analytic phase [9,22,23]. One explanation for the difference in ER status between the original and the central laboratories is heterogeneity in ER expression within tumors [24].
The discordance between the original and central laboratories in our study was substantially lower than in a previously reported study of patients enrolled on clinical trials [3] but is similar to that in a cohort study conducted by Ma and colleagues of women diagnosed between 1994 and 1998 enrolled in the multicenter Women’s Contraceptive Reproductive Experiences (CARE) Study [25]. In the CARE study, a convenience sample of patients reported to the Los Angeles and Detroit Surveillance, Epidemiology, and End Results registries between 1994 and 1998 had their tumors reassessed for ER and PR at a central laboratory. Among 316 tumors reported to the SEER registries as being ER-negative, 28 (8%) were deemed to be ER-positive upon reassessment at a single laboratory [25].
We identified some degree of centralization of ER assessment has taken place given that only 20 laboratories performed ER assays in patients receiving care at 48 hospitals; this may explain the low discordance in our sample.
Another explanation for the low discordance in our study compared with many of the previous reports may be due to improvements in the quality of laboratory procedures during the timeframe in which our patient sample, and that of Ma and colleagues [25], were diagnosed and treated, improvements that preceded published recommendations. The high percentage of discordance in patients enrolled in a large cooperative group trial cited above [3], which motivated our population-based study, enrolled patients between 1998 and 2003, while the quality improvement program demonstrating interlaboratory variation in ER assessment began in 1994 with published results in 2000 [9]. Systematic problems in ER assessment were well publicized before the guidelines were published [26].
HER2 Discordance
For HER2 reassessment, the discordance between the original laboratories and the central laboratory was 26% for patients whose tumors were tested with IHC and was highest among tumors that were 2+ (71%) and 3+ (41%). Further, when the HER2 guidelines were applied, which recommend FISH testing for gene amplification in tumors that are 2+ by IHC, the overall HER2 discordance decreased to only 6%. The majority of cases (all but 2 of the 22) that were discordant were positive at the original laboratory but deemed to be negative by the central laboratory. Most studies investigating HER2 discordance have done so in patients participating in clinical trials of trastuzumab [14–16,27]. Such trials require that tumor expression of HER2 by IHC be 3+. Our findings demonstrated higher discordance among patients whose tumors were originally deemed to be 3+ by IHC (41%) than in these study participants, where the discordance between original and central laboratories for IHC 3+ is 20% – 25% [14–16,27]. However, it is possible that the higher false positive rate observed in our study could be confounded by pre-analytic factors, such as tissue handling, intratumoral heterogeneity, or protein degradation that could have occurred given the time that elapsed between diagnosis and specimen retrieval in this study.
There is very little published work on discordance in tumors that are originally deemed to be HER2-negative [27–29]. In the trial by Reddy, discordance was 66% for tumors that were HER2 IHC 0 at the original laboratory and 46% for tumors that were IHC 1+ [27]. These proportions differ from our findings for the IHC-negative tumors, where the proportion was only 16% for 0–1+ tumors. Because the investigators did not present their findings using the ASCO-CAP algorithm for final HER2 results, it is not possible to compare an analogous discordance proportion with our own results. Additional information on tumors originally deemed to be HER2-negative comes from an observational clinical study designed to investigate outcomes in patients with HER2-negative metastatic disease [28]. Of the 552 samples retrieved and centrally reassessed for HER2 status from the 1267 study participants (44% retrieval rate), 22 (4%) were found to be positive for HER2 using a combination of IHC and FISH. Discordance was seen with both IHC and FISH.
Finally, published information on discordance between original and central laboratories is available from a community-based sample of patients with metastatic breast cancer treated in clinical practice in two provinces in Canada [29]. Participants diagnosed between 1999 and 2002 with metastatic HER2-positive breast cancer had tumors reassessed at one central laboratory using both IHC and FISH. Among tumors deemed positive by IHC at the central laboratory, concordance ranged between 79% and 90% (depending on the HER2 IHC method used at the central laboratory). Among tumors deemed negative by IHC at the central laboratory, concordance was high, ranging from 95% to 100%. For FISH, the concordance was 98.5%. The discordance in this study was thus lower than in ours.
We applied the ASCO-CAP guidelines in the design of this study and thus do not have FISH results in the tumor samples that were IHC 0 or 1+ or tested only with FISH at the original laboratories. As described in the Results, seven cases with positive FISH results at the original laboratories were negative (0 or 1+) by IHC at the central laboratory and were thus not evaluated for gene amplification by FISH at the central laboratory. The application of the ASCO-CAP guidelines would have led to the omission of trastuzumab in these patients if the central laboratory results were viewed as the “gold standard” and if FISH had not been performed.
As with ER testing, another explanation for our finding of low discordance is that efforts to improve the quality of IHC in the assessment of HER2 status appear to be changing practice [30], and it is possible that efforts to standardize HER2 testing were already underway at the time our patient cohort was diagnosed in 2005 – 2007.
Although the population impact of wholesale adoption of both IHC and FISH in all samples is likely to be low if our discordance rate is a true rate in population-based samples, arguments have been made that both IHC and FISH or that primary FISH should be done on all tumors in an effort to avoid misclassification of tumors and omission of trastuzumab in patients who may benefit from this drug [31,32]. In addition, the provocative finding that some patients with low HER2 expression do indeed benefit from trastuzumab [33] and the results of NSABP B-47 could alter the interpretation of our findings if there is indeed shown to be benefit of trastuzumab in patients with low levels of HER2.
The primary limitation of this study is the lower-than-expected patient participation/tumor retrieval rate and the small sample size. Participants in this study may have had their tumors assessed in laboratories that differ systematically from the other laboratories, and this represents an important consideration when interpreting the findings of our study. Laboratories were de-identified so that we were unable to examine further on the characteristics of the laboratory associated with tissue retrieval rate or assess the potential bias of differential retrieval rates by laboratory participation. Our findings may not be generalizable to areas other than Los Angeles and Detroit, two large metropolitan areas.
These limitations notwithstanding, the findings of this study may indicate that progress is being made in the quality of tumor biology evaluative testing for women with breast cancer [34]. Such progress may be the result of standardization in HER2 testing methods, assay validation, and interpretation of IHC results through the use of, for example, automated image analysis [35]. Improving the precision of evaluative testing for cancer has the high potential for improving the quality of care through more accurate promulgation of treatment guidelines to individual patients. Ongoing efforts to increase participation rates in laboratory certification programs should be supported to continue to improve assessment of key pathology variables that drive treatment decision-making in breast cancer [12,30].
Supplementary Material
Acknowledgments
The authors wish to acknowledge the contributions of Polaris Core Facility technical staff at the Ohio State University.
Footnotes
The authors declare that they have no conflicts of interest.
Compliance with Ethical Standards:
This work was funded by Grant R01 CA139014 from the National Cancer Institute to the University of Michigan (Principal Investigators Dr. Griggs and Dr. Katz). Dr. Katz was supported by an Established Investigator Award in Cancer Prevention, Control, Behavioral, and Populations Sciences Research from the National Cancer Institute (K05CA111340). Dr. Thomas was supported by The Fashion Footwear Charitable Foundation of New York/QVC Presents Shoes on Sale. The collection of Los Angeles County cancer incidence data was supported by the California Department of Public Health as part of the statewide cancer reporting program mandated by California Health and Safety Code §103885. The National Cancer Institute’s Surveillance, Epidemiology, and End Results Program under contract N01-PC-35139 was awarded to the University of Southern California Contract N01-PC-54404 and agreement 1U58DP0087-01 was awarded to the Public Health Institute. The collection of metropolitan Detroit cancer incidence data was supported by the National Cancer Institute’s Surveillance, Epidemiology, and End Results Program under contract N01-PC-35145.
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