it is generally acknowledged that breast cancer is a heterogeneous disease with a wide spectrum of clinical , pathologic , and molecular features [ 13 ] . the molecular classification is becoming the gold standard for complete characterization of breast cancer and the underlying technology has already generated gene - profiling models to predict outcomes [ 47 ] . despite these remarkable achievements , in general , clinicians still rely on traditional clinicopathologic features and readily available tumor markers such as estrogen receptor ( er ) , progesterone receptor ( pr ) , and human epidermal growth factor receptor 2 ( her2 ) . er , pr , and her2 , routinely available in breast cancer specimens , are reliable , inexpensive , and useful for therapeutic decision making , and the results of these tests are recorded in cancer registries allowing for population - based research which make them a reasonable substitute for the more expensive molecular subtyping [ 8 , 9 ] . there are eight combinations of er , pr , and her2 and significant differences in the demographics , tumor characteristics , and survival associated with these eight subtypes have been described for all stages combined and when stratified by st . gallen risk categories [ 10 , 11 ] . gene expression profiling studies have identified at least four categories of breast cancer : luminal a , luminal b , her2 overexpressing , and basal - like or triple negative ( tn ) [ 1 , 2 ] . these molecular categories have been correlated with immunohistochemical ( ihc ) biomarkers [ 3 , 9 , 1114 ] . some investigators consider any her2 + tumor that is er+ and/or pr+ to be luminal b [ 3 , 15 ] , but not everyone is in agreement . others have used ki67 and her2 to define two types of luminal b , one that is her2 and with a high proliferation index as determined by ki67 , and one that is her2 + [ 17 , 18 ] . tumor grade , instead of ki67 , and her2 positivity may define similar luminal b phenotypes . the purpose of this study is to contrast breast cancer - specific survival for the eight er / pr / her2 subtypes with survival of the ihc surrogates ( surrogate classification ) within american joint commission on cancer ( ajcc ) stages 1 , 2 , and 3 . using the population - based california cancer registry ( ccr ) , we identified cases of primary first female invasive breast cancer ( international classification of diseases for oncology 3rd edition sites c50.0c50.9 )   diagnosed between january 1 , 2000 and december 31 , 2010 and reported to the ccr as of january , 2013 . cases are reported to the cancer surveillance section of the california department of public health from hospitals and any other facilities providing care or therapy to cancer patients residing in california . cases identified outside of california , only at autopsy , or only from death certificates were excluded . breast cancer - specific mortality was defined as a death due to breast cancer as documented by the codes ranging from c50.01 to c50.91 of the international statistical classification of diseases and related health problems , 10th revision . quintile of socioeconomic status ( ses ) was derived using data from the 2000 us census . ses was assigned at the census block group level and based on address at time of initial diagnosis , as reported in the medical record . this area based ses measure has been used in many studies utilizing cancer registry data [ 9 , 13 , 2226 ] . race / ethnicity was classified into five distinct categories : white , african american or black , hispanic , asian - pacific islander ( api ) , and american indian . the details of documentation of er , pr , and her2 along with age and stage at diagnosis and tumor grade have been extensively described in our previous publications and by the ccr [ 911 , 13 , 21 , 29 ] . the eight subtypes were defined as er+/pr+/her2 , er+/pr+/her2 + , er+/pr/her2 , er+/pr/her2 + , er/pr+/her2 , er/pr+/her2 + , er/pr/her2 , and er/pr/her2 + . for this study , we defined the surrogate classification using the er / pr / her2 subtypes and tumor grade ( low = tumor grade of 1 or 2 ; high = tumor grade of 3 or 4 ) . luminal a was classified as er+/pr+/her2 , er+/pr/her2 , er/pr+/her2 , and low tumor grade . luminal b / her2 was classified as er+/pr+/her2 , er+/pr/her2 , and er/pr+/her2 and has high tumor grade . subtypes er+/pr+/her2 + , er+/pr/her2 + , and er/pr+/her2 + were classified as luminal b / her2 + . triple negative was er/pr/her2 , and her2 overexpressing was er/pr/her2 + ( table 1 ) . contingency tables were used to assess the distribution of demographic and tumor characteristics among the er / pr / her2 subtypes . because of our interest in early breast cancer , only stages 1 , 2 , and 3 were included in bivariate and multivariate analyses . kaplan - meier 5-year survival analysis and 95% confidence intervals ( ci ) and the mantel - cox log rank test were used to compare survival among categories of er / pr / her2 and surrogate classification for all stages combined and separately for stages 1 , 2 , and 3 . cox proportional hazards modeling was used to determine time from breast cancer diagnosis to time of breast cancer death for each of the eight subtypes when compared with the er+/pr+/her2 subtype . cox regression was also used to compare risk of mortality of the luminal b / her2 , luminal b / her2 + , tn , and her2 overexpressing classification when compared to luminal a. analyses were conducted separately for stages 1 , 2 , and 3 because of the marked differences in prognosis of patients diagnosed in different stages . analysis of the er / pr / her2 subtypes was adjusted for age , tumor grade , race / ethnicity , and ses . analysis of the surrogate classification was similarly adjusted except for tumor grade since this was an intrinsic part of the luminal a and luminal b / her2 categories . this research study involved analysis of existing data from the ccr without subject identifiers or intervention . there were 143,333 stages 14 cases with available er , pr , and her2 data ( table 2 ) . almost half of the cases were between the ages of 50 and 70 ( 48.8% ) . as age increased , the percent of women with the er+/pr+/her2 subtype also increased . in comparison , for the er+/pr+/her2 + and tn subtypes , as age increased , the percent of cases decreased . the surrogate classification consisted of 71,778 cases of luminal a , 19,011 cases of luminal b/ her2 , 19,017 cases of luminal b / her2 + , 18,724 cases of triple negative , and 9,792 cases of her2 overexpressing . over 80% of cases were ajcc stages 1 and 2 . as stage increased for er+/pr+/her2 , the percent of cases decreased . the opposite trend was apparent for all of the her2 + subtypes except the er+/pr/her2 + . twenty - five percent of blacks had the tn subtype while apis were more likely to have the er/pr/her2 + and er+/pr+/her2 + subtypes . as ses increased , the percent of cases with er+/pr+/her2 increased while the percent of cases decreased for the tn subtype . a higher percent of cases were tumor grades 1 and 2 as compared to grades 3 and 4 . as grade increased , the percent of cases of er+/pr+/her2 decreased while er+/pr+/her2 + , er/pr/her2 + , and tn increased . for this group of patients , 16,340 ( 8.9% ) were missing er , 21,448 ( 11.6% ) were missing pr , and 45,885 ( 24.9% ) were missing her2 . approximately 10,700 ( 6% ) of cases were missing grade . ses ( 3,117 ) , race / ethnicity ( 1,109 ) , and cause of death ( 2,726 ) were missing in less than 2% of cases . cases were most often missing for patients who were 70 years of age and older , black or hispanic , and in the lower ses categories . complete data for all of these variables was available for a total of 123,780 cases : 59,182 in stage 1 , 49,982 in stage 2 , and 14,616 cases in stage 3 . results of the survival analysis for the er / pr / her2 subtypes and the surrogate classifications are displayed in figures 1 and 2 , respectively . ( a ) both figures provide the results for all stages combined , whereas ( b ) through ( d ) show the results for stages 1 , 2 , and 3 . when compared with all stages combined , stratification by stage highlights the clear separation of the er+ and er subtypes . for stage 1 ( b ) , the worst survival among the er+ subtypes ( er+/pr/her2 + ) was 97.3% ( 95%ci = 96.3% , 98.3% ) , while the er+/pr+/her2 had the best survival at 98.6% ( 95%ci = 98.6% , 98.8% ) . the tn subtype had the worst survival in all three stages ranging from 92.9% ( 95%ci = 92.1% , 93.7% ) in stage 1 to 48.9% ( 95%ci = 46.6% , 51.2% ) in stage 3 ( c ) . for stages 1 and 2 ( ( b ) and ( c ) ) , the er+/pr+/her2 subtype had statistically significantly better survival ( p < 0.001 ) than all other subtypes . however , the difference between the er+/pr+/her2 and er+/pr+/her2 + was less than 1% for stage 1 and 2.2% for stage 2 . there was no statistically significant difference between the er+/pr+/her2 and er+/pr+/her2 + subtypes in stage 3 . additionally , the presence or absence of pr on survival is evident ( figure 1 ) . for example , the survival of the er+/pr+/her2 subtype was superior to that of the er+/pr/her2 in all stages . similarly , the er+/pr+/her2 + subtype survival was superior to the er+/pr/her2 + subtype in all stages . figure 2 provides the results of the same analysis when the subtypes were defined by the surrogate classification . for all stages ( a ) and when stratified by stage , luminal a had the best survival when compared with all other subtypes ( p < 0.001 ) : stage 1 ( b ) , 98.8% ( 95%ci = 98.7% , 99.0% ) ; stage 2 ( c ) , 96.1% ( 95%ci = 95.8% , 96.5% ) ; stage 3 ( d ) , 85.0% ( 95%ci = 83.6% , 86.4% ) while the tn subtype had the worst survival in all stages . in stage 1 , although statistically significant , there was only a 1% difference in survival between the luminal a ( 98.8% ; 95%ci = 98.7% , 99.0% ) and luminal b / her2 + subtype ( 97.8% ) . figure 3 superimposes the survival of the stage 2 luminal b / her2 + surrogate classification and its component er / pr / her2 subtypes ( er+/pr+/her2 + , er+/pr/her2 + , and er/pr+/her2 + ) . the luminal b / her2 + surrogate classification had 91.3% ( 95%ci = 90.6% , 92.1% ) survival which is an approximation of the three component subtypes . separation of this ihc surrogate demonstrates that there were considerable differences between the three subtypes that comprise this classification . the er- subtype that makes up this classification had survival that was 8.1% lower than the er+/pr+/her2 + . cox regression analysis for the eight er / pr / her2 subtypes demonstrated that with two exceptions , when compared with the er+/pr+/her2 subtype , all other subtypes at all stages had an increased risk of mortality ( table 3 ) . the exceptions were in stage 1 where the er+/prher2 had a similar risk of mortality as the er+/pr+/her2 , and in stage 3 where the er+/pr+her2 + subtype was not significantly different from the er+/pr+/her2. results of the surrogate classification showed that for all stages , all categories had a higher risk of mortality when compared with luminal a , the reference category . in all three stages , the luminal b / her2 had higher hrs than the luminal b / her2 + . this study expands on prior research by assessing breast cancer - specific mortality among the er / pr / her2 subtypes by stage and contrasts the results with a surrogate classification that incorporates the er / pr / her2 subtypes as well as tumor grade . previous studies indicate that survival of the eight er / pr / her2 subtypes is quite variable [ 10 , 30 ] . the present study demonstrates that this variability is even more striking with stratification by stage . the surrogate classification provides clear separation in survival and adjusted mortality but underestimates the wide variability within the subtypes that make up this classification . the present study further demonstrates that there is variability in survival among the her2 + subtypes within each stage of disease [ 911 , 13 ] . while survival was best in all stages for the er+/pr+her2 subtype , the difference in survival was less than 1% between er+/pr+/her and er+/pr+/her2 + subtypes in stage 1 . differences in tumor biology and clinical outcomes by er status in her2 + breast cancer have been shown to exist , and her2 + breast cancer is acknowledged to be heterogenous adding credence to prior epidemiological findings [ 10 , 31 , 32 ] . the results of this study also demonstrate that when assessing survival using the er / pr / her2 subtypes , all of the er+ subtypes have better survival and adjusted mortality than all of the er subtypes with one exception . in stage 3 , the er+/pr/her2 subtype has nearly identical survival and adjusted mortality as the er/pr+/her2 + subtype . this suggests that er may be a more important factor in survival than her2 and becomes more apparent in stage 3 , where the adjusted hr for the er+/pr+/her2 + subtype is not different from that of the er+/pr+/her2 subtype . nuances between the subtypes are not seen when stratifying the subtypes using the surrogate classification . for example , in all stages , the luminal b / her2 had poorer survival and a higher risk of mortality than the luminal b / her2 + subtypes . the luminal b / her2 category consists solely of tumor grades 3 and 4 whereas the luminal b / her2 + category contains cases of all tumor grades , suggesting that tumor grade , in this instance , may be a more important predictor of mortality than her2-positivity . similarly , the prognostic importance of pr expression can easily be overlooked in the surrogate classification . for example , when one compares the survival of the er / pr / her2 subtypes that differ only by the presence or absence of pr , survival of the pr - positive subtype is better in all stages . we recognize that the ihc molecular surrogate classification , currently in vogue , is useful and provides a neat package for reference but does it provide us with more information ? for example , luminal b is heterogeneous and relies on either ki67 or tumor grade . use of ki67 has been debated [ 3436 ] and tumor grade is not without its problems , although the genomic grade index may prove to be a valuable alternative . er / pr / her2 is universally available and provides excellent breakdown of the subtypes with or without the addition of ki67 or tumor grade . we acknowledge the shortcomings / limitations of this population - based cancer registry study [ 10 , 13 , 38 , 39 ] . however our data , which reflect real - world experience in california , contain 1,711 cases of these two subtypes reported to the ccr . the percent of cases classified as er/pr+ has remained constant since 1999 and can not be ignored . additionally , these two subtypes had similar survival as the other er subtypes . lastly , we recognize the limitation that ki67 was unavailable and , although not conclusive , may provide a more precise surrogate classification . missing data , especially of her2 , remains a problem . incomplete or inaccurate race / ethnicity identification , lack of central pathology review , and lack of treatment information are other major limitations . nonetheless , these types of investigations , especially if conducted with large numbers of patients , may show trends or highlight areas worthy of further research not readily apparent in studies with far fewer patients . we believe our study is of value because of the large number of cases reported to the statewide registry from an ethnically diverse population . gene expression profiling and the latest generation of genomic tests to further explore , decipher , and define the intricacies of tumor biology and categorize the various subtypes of breast cancer are important . however , for the practicing clinician , especially those residing in countries with limited or stressed health care budgets , use of er , pr , and her2 is a valuable and acceptable way to subtype breast cancer . ultimately , it is our hope that classic demographic and clinicopathologic factors be fully integrated with the results of genomic testing . additionally , linkage of electronic medical records from hospitals / clinics with the ccr would provide medical information sadly lacking at this time . in summary , we have compared the usefulness of the er / pr / her2 subtyping of breast cancer with an ihc surrogate classification and , while both are valuable at categorizing breast cancer patients for survival purposes , the er / pr / her2 subtype is simple , inexpensive , easy to interpret , reliable , reproducible , and readily available for clinicians without additional tests . further , the heterogeneity of the her2 + subtypes and the prognostic importance of er and pr expression are more readily apparent when using only er , pr , and her2 .
introduction . 
 er , pr , and her2 are routinely available in breast cancer specimens . the purpose of this study is to contrast breast cancer - specific survival for the eight er / pr / her2 subtypes with survival of an immunohistochemical surrogate for the molecular subtype based on the er / pr / her2 subtypes and tumor grade . methods . 
 we identified 123,780 cases of stages 13 primary female invasive breast cancer from california cancer registry . 
 the surrogate classification was derived using er / pr / her2 and tumor grade . 
 kaplan - meier survival analysis and cox proportional hazards modeling were used to assess differences in survival and risk of mortality for the er / pr / her2 subtypes and surrogate classification within each stage . 
 results . 
 the luminal b / her2 surrogate classification had a higher risk of mortality than the luminal b / her2 + for all stages of disease . 
 there was no difference in risk of mortality between the er+/pr+/her2 and er+/pr+/her2 + in stage 3 . with one exception in stage 3 , 
 the er - negative subtypes all had an increased risk of mortality when compared with the er - positive subtypes . 
 conclusions . 
 assessment of survival using er / pr / her2 illustrates the heterogeneity of her2 + subtypes . 
 the surrogate classification provides clear separation in survival and adjusted mortality but underestimates the wide variability within the subtypes that make up the classification .