Contrasting breast cancer molecular subtypes across serial tumor progression stages: biological and prognostic implications

Størrelse: px
Starte visningen fra side:

Download "Contrasting breast cancer molecular subtypes across serial tumor progression stages: biological and prognostic implications"

Transkript

1 /, Vol. 6, No. 32 Contrasting breast cancer molecular subtypes across serial tumor progression stages: biological and prognostic implications Siker Kimbung 1,2, Anikó Kovács 3, Anna Danielsson 4, Pär-Ola Bendahl 1, Kristina Lövgren 1, Marianne Frostvik Stolt 5, Nicholas P. Tobin 5, Linda Lindström 6,7, Jonas Bergh 5, Zakaria Einbeigi 4, Mårten Fernö 1, Thomas Hatschek 5, Ingrid Hedenfalk 1,2 1 Division of Oncology and Pathology, Department of Clinical Sciences, Lund University, Lund, Sweden 2 CREATE Health Strategic Center for Translational Cancer Research, Lund University, Lund, Sweden 3 Department of Clinical Pathology and Cytology, Sahlgrenska University Hospital, Gothenburg, Sweden 4 Department of Oncology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden 5 Department of Oncology and Pathology, Karolinska Institutet and Karolinska University Hospital, Sweden 6 Department of Surgery, University of California at San Francisco (UCSF), San Francisco, CA, USA 7 Department of Biosciences and Nutrition, Karolinska Institutet and University Hospital, Solna, Sweden Correspondence to: Ingrid Hedenfalk, Ingrid.Hedenfalk@med.lu.se Keywords: metastatic breast cancer, estrogen receptor, molecular subtype, biomarker conversion, post recurrence mortality Received: June 12, 2015 Accepted: August 28, 2015 Published: September 08, 2015 ABSTRACT The relevance of the intrinsic subtypes for clinical management of metastatic breast cancer is not comprehensively established. We aimed to evaluate the prevalence and prognostic significance of drifts in tumor molecular subtypes during breast cancer progression. A well-annotated cohort of 304 women with advanced breast cancer was studied. Tissue microarrays of primary tumors and synchronous lymph node metastases were constructed. Conventional biomarkers were centrally assessed and molecular subtypes were assigned following the 2013 St Gallen guidelines. Fine-needle aspirates of asynchronous metastases were transcriptionally profiled and subtyped using PAM50. Discordant expression of individual biomarkers and molecular subtypes was observed during tumor progression. Primary luminal-like tumors were relatively unstable, frequently adopting a more aggressive subtype in the metastases. Notably, loss of ER expression and a luminal to non-luminal subtype conversion was associated with an inferior post-recurrence survival. In addition, ER and molecular subtype assessed at all tumor progression stages were independent prognostic factors for postrecurrence breast cancer mortality in multivariable analyses. Our results demonstrate that drifts in tumor molecular subtypes may occur during tumor progression, conferring adverse consequences on outcome following breast cancer relapse. INTRODUCTION Breast cancer mortality is mainly associated with the development of metastases [1, 2]. The introduction of targeted therapies and optimized combinations of chemotherapeutics, coupled with better surveillance, have increased survival, especially for patients with estrogen receptor (ER) and progesterone receptor (PR) or human epidermal growth factor receptor 2 (HER2) positive primary breast cancer; however, the significance of these therapeutic and technological advances for metastatic breast cancer (MBC) survival remains controversial [2 6]. Conventionally, risk assessment and treatment decision-making for MBC is based on both clinical (length of metastasis-free interval, adjuvant systemic therapy, tumor burden, age at diagnosis, and the patient s general performance status) and primary tumor pathological factors (i.e. ER and HER2) [1, 2]. Typically, distant metastases 33306

2 have not been systematically biopsied, rationalizing the personalization of therapy based on primary tumor biomarker status. However, remarkable heterogeneity in the mutational spectrum, copy number alterations, transcriptomes and epigenomes within and between primary tumors, circulating and disseminated tumor cells and metastases have been revealed through high-throughput molecular profiling studies, and the notion that hormone receptor and HER2 status may differ significantly between metastases and primary tumors has been validated in several studies [7 12]. In addition, biomarker conversion may affect the choice of systemic therapy [11 14] and loss of ER expression at relapse has been linked with an inferior survival [9, 10]. Thus, many national and international guidelines for MBC management now recommend re-testing of at least one metastatic biopsy for better individualization of therapy [15 18]. Studies evaluating the prognostic significance of biomarker expression in metastases are of importance, especially in an era when retesting of metastases is being mandated. The molecular taxonomy of breast cancer is complex and currently at least four stable intrinsic subtypes with distinct biology and clinical outcome have been defined by transcriptional profiling [19 22]. However, translation of the intrinsic subtypes into daily clinical practice is limited by the requirement for fresh frozen specimens, technological complexity and high costs, and has led to the adoption of an immunohistochemistry-based surrogate definition for approximation of the intrinsic subtypes [23, 24]. The prognostic importance of the subtypes is well established in early stage disease, and they are now included in several clinical guidelines (e.g. St Gallen and ASCO). In contrast, the importance of the molecular subtypes is poorly defined in MBC. Hormone receptor positive tumors are comprised of two distinct subtypes; luminal A and luminal B, which differ in terms of proliferation, response to therapy and outcome. Even when ER is concordantly expressed during disease progression, a biological change in for instance proliferation, as captured by the subtypes, may occur in a metastasis, which may alter the prognosis and necessitate a change in the therapeutic management. This study aimed to evaluate the concurrence in the expression of individual breast tumor pathological biomarkers and the tumor molecular subtypes measured at time of primary tumor diagnosis, including synchronous lymph node metastases (LNMs), and at recurrence. In addition, we aimed to investigate the significance of metastasis-specific biomarker status and the implications of biomarker conversion for the prognosis of MBC. RESULTS The distribution of baseline clinico-pathological factors in the entire cohort and the subgroups of patients included in the analyses representing each tumor progression stage in this study are shown in Table 1 and Supplementary Table S1, respectively. Approximately 70% of the patients were diagnosed with synchronous LNMs. Most clinico-pathological characteristics were similarly distributed between these subsets of patients compared to the 304 patients in the study cohort (Supplementary Table S1). PR expression was however more frequently absent in the LNM metastases. Likewise, the surrogate (IHC-derived) molecular subtypes were similarly distributed between the primary tumors and the LNMs. The distribution of ER, PR and HER2 in the asynchronous metastases was similar to the primary tumor and LNM subsets, but an increase in the proportions of basal-like and HER2-enriched cases was observed among asynchronous metastases processed by transcriptional profiling (Table 1). Concordance/discordance of individual biomarkers across tumor progression stages: ER, PR, HER2 and Ki67 The expression of each biomarker was compared across different progression stages (Table 2). A total of 126 cases had paired data for ER expression between primary tumors and asynchronous metastases and a discordance rate of 17% was observed. This discordance was significantly skewed (McNemar s P = 0.007) as the majority (17/21, 81%) changed from positive status in the primary tumor to negative in the metastasis. Similarly, ER was discordantly expressed between 14% of the paired primary tumors and synchronous LNMs, with the majority (10/13, 77%) losing expression in the LNM (McNemar s P = 0.09). In contrast, 12/52 (23%) paired cases had discordant ER expression between LNMs and asynchronous metastases, but no skewness in either direction was observed as half (6/12) of the discordant cases lost ER and the other half gained ER (McNemar s P = 1.0). PR expression was more unstable between the different tumor progression stages. Discordance rates of 21% and 39% were observed between primary tumors and LNMs, and between primary tumors and asynchronous metastases, respectively (Table 2). A significant skewness from positive to negative status (16/19, 84%) was observed for primary tumors vs. LNMs (McNemar s P = 0.004) and similarly, 32/41 (78%) discordant cases lost PR expression when primary tumors were compared with paired asynchronous metastases (McNemar s P < 0.001). No statistically significant bias in the direction of change was noted for LNMs compared with asynchronous metastases. Although 18/44 (41%) paired cases were discordant, only 10/18 (56%) lost PR expression (McNemar s P = 0.82). Discordance rates for HER2 and Ki67 expression between primary tumors and LNMs were 8% and 29%, respectively (Table 2). Five of seven (71%) discordant cases gained HER2 expression, while 15/26 (58%) of cases with discordant Ki67 displayed high expression 33307

3 Table 1: Distribution of tumor biomarkers and molecular subtypes at different tumor progression stages ER status Primary Tumors (N = 217) Tumor progression stage Synchronous LNM (N = 111) Asynchronous Mets (N = 304) N (%) N (%) N (%) Positive 158 (81%) 75 (73%) 100 (71%)* Negative 36 (19%) 28 (27%) 41 (29%)* Missing/unknown PR status Positive 110 (58%) 39 (38%) 53 (41%)* Negative 81 (42%) 64 (62%) 77 (49%)* Missing/unknown HER status Amplified 17 (9%) 13 (14%) 7 (7%)* Normal 180 (91%) 77(86%) 95 (93%)* Missing/unknown Ki67 status High 65 (36%) 33 (33%) n.a. Low 122 (64%) 66 (67%) n.a. Missing/unknown n.a. Molecular subtype Luminal A-like a /Luminal A b 62 (35%) a 25 (29%) a 5 (6%) b Luminal B-like a /Luminal B b 84 (50%) a 44 (50%) a 26 (31%) b HER2 driven a /HER2- enriched b 9 (5%) a 5 (6%) a 27 (32%) b Triple negative a /Basal-like b 24 (13%) a 13 (15%) a 24 (29%) b Normal-like b n.a. n.a. 2 (2%) b Unclassified/missing *IHC or CISH data retrieved from clinical records a St Gallen subtype b PAM50 subtype; n.a., not applicable of this proliferation marker in the LNM. However, no statistically significant skewness in the direction of change was observed for these biomarkers (McNemar s P > 0.05). Contrasting molecular subtypes across tumor progression stages The overall distribution of molecular subtypes was similar between primary tumors and synchronous metastases, but there was an enrichment for more aggressive subtypes (HER2-enriched and basal-like) in the asynchronous metastases (Table 1). Surrogate molecular subtypes could be assigned to 179 primary tumors and 87 LNMs respectively, of which 74 cases had paired data. A subtype conversion was observed in 13/33 (39%) patients with luminal A-like primary tumors, 92% (12/13) of which changed to the luminal B-like subtype. In contrast, a luminal B-like subtype in the primary tumor changed to the less aggressive luminal A-like subtype in 5/28 (18%) patients, and to the more aggressive triple negative subtype in 2/28 (7%) patients. Three of nine (33%) triple negative

4 Table 2: Biomarker discordance at different stages of tumor progression Biomarker N Loss Gain Discordance (%) P Primary tumor vs. synchronous LNM ER PR HER Ki Primary tumor vs. asynchronous metastasis ER PR <0.001 HER Synchronous LNM vs. asynchronous metastasis ER PR HER Abbreviations: N, number of cases with paired data; P, P-value (McNemar s test) primary tumors also changed subtype. The McNemar- Bowker s test of symmetry was used to test the null hypothesis that the shift in the distribution of subtypes was balanced, resulting in no significant deviation from the null hypothesis (Table 3; McNemar-Bowker s P = 0.42). Next, an exploratory analysis was performed to compare the molecular subtypes between primary tumors and asynchronous metastases. To simplify the analyses, the triple negative and basal-like subgroups were considered as the same entity since the basallike subtype is known to constitute a majority of the triple negative group [22, 25, 26]. Furthermore, because the surrogate IHC classification does not include the normal-like subgroup, the two metastases assigned to this subgroup by PAM50 were excluded. In total, 49 cases with paired data for the molecular subtypes from the primary tumors and asynchronous metastases were included in the final analyses (Table 3). Eleven out of 13 (85%) cases changed subtype from luminal A-like in the primary tumor to a more aggressive subtype in the metastasis [luminal B (8/11, 73%) and HER2-enriched (3/11, 27%), respectively]. In addition, 14/21 (67%) cases transitioned from the luminal B-like subtype, 11 (79%) switching to the HER2-enriched subtype. Of note, the majority (3/5, 60%) of the HER2 driven primary tumors were of the HER2-enriched subtype at recurrence and all (10/10, 100%) triple negative primary tumors displayed a basal-like subtype at recurrence. Overall, the symmetry of subtype distribution between the primary tumors and asynchronous metastases was significantly altered, particularly for the luminal tumors, favoring a shift to a more aggressive subtype at recurrence (11/11 for luminal A-like and 13/14 for luminal B-like (Table 3; McNemar-Bowker s P = 0.001). Similarly, a very high (100%) concordance of the HER2 driven/her2-enriched and triple negative/ basal subtypes was observed when LNMs and asynchronous metastases were contrasted. All (5/5) luminal A-like tumors also changed subtype in the asynchronous metastasis, while 6/10 luminal B-like tumors changed to a more aggressive subtype (Table 3; McNemar-Bowker s P = 0.09). Additional analyses were performed to investigate possible associations between biomarker conversion and the administration of adjuvant treatment for primary disease (endocrine or chemotherapy treatment), as well as the association between biomarker drifts and the site/s of metastatic recurrence. However, no significant association was observed for any of these comparisons (Fisher s exact P > 0.05 for all tests). In addition, subtype conversion was not associated with time to progression after primary tumor diagnosis (Log-rank P = 0.52). Post-recurrence breast cancer mortality in relation to ER, PR and molecular subtype status at different progression stages The median breast cancer specific survival for patients alive at last follow-up was approximately 45 months (range months). Negative ER status at 33309

5 Table 3: Breast cancer molecular subtype concordance/discordance at different stages of tumor progression Primary tumor (St Gallen subtype) LNM (St Gallen subtype) Luminal A-like Luminal B-like HER2 driven Triple negative P* Luminal A-like Luminal B-like HER2 driven Triple negative Primary tumor (St Gallen subtype) Asynchronous metastasis (PAM50 subtype) Luminal A Luminal B HER2-enriched Basal-like P* Luminal A-like Luminal B-like HER2 driven Triple negative LNM (St Gallen subtype) Asynchronous metastasis (PAM50 subtype) Luminal A Luminal B HER2-enriched Basal-like P* Luminal A-like Luminal B-like HER2 driven Triple negative *P-value from McNemar-Bowker s test. primary diagnosis was associated with inferior survival in both univariable (primary tumors; Figure 1A, Logrank P = 0.002, HR = 1.7, CI = and LNMs; HR = 2.1, CI= ) and multivariable analyses (Table 4: primary tumors; HR = 2.2, CI = and LNMs; HR = 2.0, CI = ). Interestingly, the relative risk of mortality in the ER negative group increased when the ER status of the asynchronous metastases was considered [univariable (Figure 1B, Log-rank P = HR = 2.3, CI = ) and multivariable analyses (Table 4; HR = 3.0, CI = )]. Negative PR status in the primary tumors and asynchronous metastases only was also independently prognostic for shorter survival following relapse in multivariable analyses (Table 4: primary tumors; HR = 1.5, CI = and asynchronous metastases; HR = 2.0, CI = ). Next, the prognostic significance of the molecular subtypes for outcome after MBC diagnosis was investigated. Five-year post-relapse mortality rates were significantly different between the molecular subtypes assessed in primary tumors (Figure 2A; Log-rank P = 0.01) and synchronous LNMs (Logrank P < 0.001) and subtype remained an independent prognostic factor in multivariable analyses (Table 4; P < 0.01). Importantly, a significant difference in post-recurrence breast cancer mortality was also observed when the PAM50 intrinsic subtypes of the metastases were considered [univariable (Figure 2B; Log-rank P = 0.04) and multivariable (Table 4; P = 0.02) analyses]. Finally, the effect of losing ER expression at recurrence or changing tumor subtype from a luminal-like subtype in the primary tumor to a non-luminal subtype in the asynchronous metastases was investigated in subanalyses. Amongst patients presenting with ER positive primary tumors and for whom paired data for ER expression in the asynchronous metastases could be retrieved from the clinical records (N = 101), 17 (17%) lost ER expression at recurrence, which conveyed a significantly inferior breast cancer survival (Figure 1C, HR = 2.6, CI = , P = 0.002). Similarly, when considering only patients with a luminal-like (luminal A or luminal B) primary tumor, 16/34 cases changed to a non-luminal subtype following 33310

6 Figure 1: Cumulative breast cancer mortality (BCM) following metastasis diagnosis according to A. ER status at primary diagnosis, B. ER status at recurrence and C. Discordance in ER expression between primary tumor and asynchronous metastasis. Abbreviations: ER+, estrogen receptor positive; ER-, estrogen receptor negative. adjuvant treatment. The majority (14/16) became HER2- enriched, and this drift in molecular subtype correlated with an inferior post-recurrence survival (Figure 2C, HR = 1.8, CI = , P = 0.14). Interestingly, amongst these 16 cases, where corresponding IHC or CISH data for ER and HER2, respectively were available, 7/10 had concordant ER positive tumors and only 1/7 had gained HER2 amplification in the metastasis. DISCUSSION This study confirms that conversion of single tumor pathological biomarkers occurs continuously during the course of breast cancer progression, with loss of hormone receptors (ER and PR) most commonly observed when primary tumor cells migrate from the breast to other anatomical sites. In addition, we confirm that loss of ER expression following adjuvant treatment is significantly associated with an unfavorable post-recurrence survival. Importantly, our results also suggest that other tumor biological properties which are captured when evaluating the molecular subtypes may also change in metastases, with important consequences on post-recurrence disease outcome. Such important changes in tumor biology may be missed when only single biomarkers are evaluated, as evident by the drifts observed in ER positive primary tumors even when ER is concordantly expressed in the metastasis. The implication of these results for the management of MBC is important given the poor prognosis generally associated with an MBC diagnosis. In this study, 17% and 39% discordance rates were observed for ER and PR expression respectively, between primary tumors and asynchronous metastases, which is consistent with the 7 31% and 21 49% discordance rates reported for ER and PR respectively in previous studies [7, 8, 10, 12, 27 29]. Similarly, ER and PR expression was also unstable when primary tumors were contrasted with synchronous LNMs, albeit to a lesser extent. A similar comparison by Falck et al. [30] did not reveal any statistically significant changes in ER or PR expression between primary tumors and synchronous LNMs, but the smaller number of cases included in their analyses and the enrichment for patients with metastatic breast cancer in the present cohort may have contributed to the divergent results. The presence of synchronous LNMs at time of primary tumor diagnosis is prognostic for a higher likelihood of relapse and death due to breast cancer [1, 2], yet their contribution to the biology of metastatic disease is not well studied. Although the level of discordance for ER and PR between LNMs and asynchronous metastases was comparable to that between primary tumors and asynchronous metastases, the direction of change was not significantly skewed in either direction, probably due to the smaller number of cases included in these analyses. Notwithstanding, these data highlight the vast intra- and inter-tumoral heterogeneity between primary tumors and metastases, which represents a severe impediment to the successful clinical management of breast cancer. ER is an acknowledged independent prognostic and treatment predictive factor in primary breast cancer and the intrinsic molecular subtypes have also been validated for prognostication purposes in early stage disease [31]. However, unlike the hormone receptors, the role of the molecular subtypes is not well defined in MBC. Primary tumors of the triple negative and HER2 positive subtypes were remarkably stable throughout tumor progression. On the other hand, luminal-like tumors were significantly unstable, frequently adopting 33311

7 Table 4: Multivariable Cox proportional hazards analyses for 5-year post-recurrence breast cancer mortality (BCM) Biomarker status of primary tumors ER 275 Positive (reference) N Relative hazard 95% CI P Negative vs. positive <0.001 PR 259 Positive (reference) Negative vs. positive St Gallen subtype Luminal A-like (reference) Luminal B-like vs. Luminal A-like HER2 driven vs. Luminal A-like Triple negative vs. Luminal A-like <0.001 Biomarker status of LNM ER 103 Positive (reference) Negative vs. positive PR 103 Positive (reference) Negative vs. positive St Gallen subtype 87 <0.001 Luminal A-like (reference) Luminal B-like vs. Luminal A-like HER2 driven vs. Luminal A-like Triple negative vs. Luminal A-like <0.001 Biomarker status of asynchronous metastases ER 135 Positive (reference) Negative vs. positive <0.001 PR 125 Positive (reference) 50 Negative vs. positive PAM50 subtype Luminal A (reference) Luminal B vs. Luminal A HER2-enriched vs. Luminal A Basal-like vs. Luminal A The analyses were adjusted for age at primary diagnosis (>50 years or 50 years), metastasis-free interval ( 2 years or >2 years), number of metastatic sites (multiple or single), site of metastasis (loco-regional vs. bone or lung or liver), nodal status (N+ or N0), adjuvant endocrine therapy (yes or no), and adjuvant chemotherapy (yes or no) 33312

8 Figure 2: Cumulative breast cancer mortality (BCM) following metastasis diagnosis according to A. St Gallen molecular subtype at primary diagnosis, B. PAM50 molecular subtype at recurrence and C. Conversion from a luminal-like to a non-luminal subtype between primary tumor and asynchronous metastasis. Abbreviations: Lum, Luminal; LumA, Luminal A; LumB, Luminal B; HER2, HER2-enriched; TN, Triple negative. a more aggressive and proliferative phenotype in the metastases. Importantly, the fact that a majority of the cases with discordant luminal subtypes still expressed ER highlights the importance of determining the intrinsic molecular subtype in addition to ER in metastases. Analogous to our findings, Falck et al., by using the IHC-based classification as outlined in the 12th St Gallen consensus guidelines [24], reported more frequent, albeit statistically non-significant, conversion from luminal A to luminal B in LNMs and luminal A to luminal B/HER2 positive at recurrence [30]. Patients with metastases displaying a conversion from a luminal-like to a HER2- enriched subtype may derive benefit from treatment with anti-her2 agents. Nonetheless, given the small number of cases included in our study and that of Falck and colleagues [30], further investigations are warranted to validate and extend these interesting results. Currently, the prognosis of MBC is established based on primary tumor characteristics, including ER and HER2 status. Although ER status of the primary tumor has been validated as an independent prognostic factor for post-recurrence survival [1], such analyses ignore the possibility of a conversion of the ER status in the metastasis and the consequences there-of. In separate Cox-proportional multivariable models, ER and molecular subtype at time of primary diagnosis and at recurrence were both independent prognostic factors of breast cancer mortality; but interestingly, mortality risk estimates were higher when biomarkers assessed at time of relapse were modeled. However, because of unequal numbers of cases included in the different models, statistical tests to evaluate the best performing model were not performed. Nonetheless, our results confirm the validity of ER and molecular subtypes of both the primary tumor and metastasis as independent prognostic biomarkers for clinical outcome after breast cancer relapse. Biopsies of metastases are now routinely collected whenever possible for reassessment of biomarkers, but data on the impact of biomarker discordance on decisions regarding treatment choice and overall survival are scarce. We show that loss of ER at recurrence is associated with an inferior prognosis, a finding in line with previous reports [9, 10, 29, 30]. Furthermore, conversion from a luminal to a non-luminal subtype at recurrence was also associated with shorter post-recurrence survival. Together, these findings link biomarker discordance with changes in tumor biology due to selective pressures of adjuvant systemic treatment, resulting in more aggressive metastatic clones which may require alteration of treatment strategies to improve survival following breast cancer recurrence. Despite the significant associations of drifts in biomarker expression and clinical outcome shown herein, these discordances may also be attributed to lessthan-perfect accuracy and reproducibility of analytical techniques [9, 15, 16, 32] and specific to this study, differences in the methods used for assigning subtypes to the primary tumors (IHC) and the asynchronous metastases (mrna profiles). The threshold used to define ER positivity may affect concordance rates [7]. Although the locally accepted 10% cut-off for ER positivity used in this study differs from the 1% cut-off recently recommended by the ASCO/CAP guidelines [33], a sub-analysis using the 1% cut-off for ER showed similar results, precluding any potential influence of ER cut-off on the results reported. PR, as expected, displayed the highest rates of change 33313

9 across tumor progression stages and could in part explain the high rate of conversion from luminal A-like to luminal B at recurrence. The compatibility between the IHC-based subtype classification and the gene expression-based PAM50 classification is modest [21, 26, 34, 35], and the expected discordance rate associated with analytical bias has been shown to range between 15 19% [26, 34] for the luminal A subtype, which is significantly lower than the 85% discordance observed in the present study. One would also expect a more frequent misclassification of luminallike tumors with amplification of the HER2 gene (ER+, HER2+, any PR, any Ki67) to HER2-enriched by PAM50 [21, 26, 34, 35]. Importantly in the present study, almost all the luminal-like to HER2-enriched subtype conversion occurred in tumors lacking HER2 amplification, since HER2 positivity was an exclusion criteria in the clinical trial on which the present study was based. In fact, the two cases with HER2 positive primary tumors with corresponding PAM50 subtype for the asynchronous metastases were classified as HER2-enriched by PAM50, as expected. Taken together, these data suggest that some ER positive tumors may adopt a HER2-enriched phenotype at recurrence in the absence of an ERBB2 amplification, a change that may only be captured by subtyping using gene expression methods such as PAM50. Furthermore, a true subtype conversion may have occurred in a significant proportion of these discordant cases based on the significant adverse correlation with prognosis observed. The triple negative and basal subtypes are reported to display the highest concordance [21, 26, 35] which was also observed in our study, further validating these reports. Clearly, given the importance of translating the intrinsic subtypes into clinically useful groups, there is an urgent need for prospective data to strengthen the clinical validity and utility of individual biomarkers, especially cutoffs for Ki67 and PR, to optimize and standardize the methodologies for the identification of molecular subtypes whether by IHC or mrna profiling. In summary, receptor conversion and change in molecular subtype at recurrence can potentially affect the outcome of patients diagnosed with MBC, and biomarker assessment at time of recurrence may significantly improve prognostication and treatment of MBC, as evidenced by data presented here-in. However, some caveats of our study call for caution when interpreting the significance of these results. First, the retrospective nature of this study limited the sample size in several analyses. In addition, as a result of limited resources, a technical bias due to methodological differences in the assessment of molecular subtypes in primary tumors and asynchronous metastases may have affected the results, and the potential effects of intra-tumoral heterogeneity on biomarker evaluation warrants further prospective studies to better understand the significance of these interesting results given their clinical value to improve the personalization of therapy for women diagnosed with MBC. MATERIALS AND METHODS Patients The study cohort consisted of 304 women with locally advanced and MBC who were enrolled in a randomized phase III trial (TEX) conducted between in Sweden to study the effects of two firstline chemotherapy regimens for MBC. Patients with brain metastases, HER2-positive disease indicated for first-line treatment with trastuzumab, or with other malignancies diagnosed within five years were exempted from the trial. Detailed information on the trial design and outcome has been reported [36]. As first-line treatment for MBC, patients received a combination of an anthracycline (epirubucin) and a taxane (paclitaxel) with or without the addition of capecitabine; no significant difference in overall survival was observed between the treatment arms. Ethics statement This sub-study was approved by the regional ethics committees at all participating centers: Karolinska Institutet Stockholm (KI & ); Sahlgrenska University Hospital Gothenburg (M & M091 02); Linköping University Hospital ( & ); Örebro University Hospital (308/02 & 308/03); Umeå University Hospital (Um & Um 03 03) and Lund University Hospital (LU & LU ). All patients provided written informed consent to participate in the clinical trial and translational studies, including genomic analyses and publication of results (ClinicalTrials.gov Identifier: NCT ). This study adheres to the REMARK guidelines for reporting tumor marker prognostic studies [37]. Data collection The flow chart in ww depicts patient/sample selection at the respective stages. Pathological data, adjuvant systemic treatment and outcome data were collected from the central clinical trial database. Archival formalin-fixed paraffin-embedded primary tumor and LNM blocks were collected whenever possible for tissue microarray (TMA) construction and central assessment of biomarkers by IHC. Cases were excluded from analyses if TMA core loss occurred during IHC staining procedures, non-evaluable staining, <10% tumor cells available for scoring or if clinical data were missing. Furthermore, fine-needle aspirates (FNAs) from metastatic lesions were collected for transcriptional profiling whenever possible as previously described [39]. In brief, tumor cellularity was assessed by a cytologist and total RNA was extracted from samples with high (>50%) tumor cell content. RNA quantity and integrity were analyzed using the NanoDrop spectrophotometer 33314

10 (NanoDrop Technologies, Wilmington, DE) and the Agilent 2100 Bioanalyzer (Agilent, Santa Clara, CA). Samples with sufficient high quality RNA were hybridized onto custommade Affymetrix HuRSTA-2a gene chips. Data pre-processing and normalization were performed using the robust multichip average (RMA) algorithm. Of the 120 metastases collected, 92 samples obtained from 85 patients passed all quality control measures and were included in the final dataset. These data can be accessed from the Gene Expression Omnibus database (GSE46141). Biomarker evaluation Standard pathological markers (ER, PR, HER2 and Ki67) were centrally evaluated on the TMAs. At least two 0.6 mm cores per sample were included on the TMAs. This number of cores has been reported to be sufficient to produce results representative of staining seen on full histological sections, even for markers that are heterogeneously expressed [11, 38]. The complete information describing TMA construction and evaluation of biomarkers has been previously reported [39]. All scorings were performed independently by a pathologist blinded to outcome information. Briefly, two representative cores from the invasive component of the tumor were taken from the donor FFPE block to the TMA. ER, PR and Ki67 were analyzed by IHC and HER2 status was analyzed by both IHC and chromogenic in situ hybridization (CISH). Furthermore, IHC data for ER, PR and HER2 (performed on core or fine-needle biopsies) for asynchronous metastases were extracted from the clinical trial database. Cut-offs used to indicate positive staining were 10% for ER and PR, IHC 3+ or positive CISH for HER2 and 20% for Ki67, as recommended by national guidelines. For determination of the surrogate molecular subtype of tumors, a cut-off of 20% was used to indicate PR positivity as recommended by the 2013th St Gallen consensus guidelines [23]. In addition, IHC/CISH data for ER, PR and HER2 for asynchronous metastases were retrieved from clinical records whenever possible. The final number of evaluable cases for each biomarker is presented in Figure 3 and Table 1. Molecular subtyping The St Gallen International experts consensus on primary therapy for early breast cancer approved the utilization of a surrogate molecular subtype classification for breast cancers based on IHC assessment of ER, PR, HER2 and Ki67 [23, 24]. Following the guidelines from the 2013 experts consensus [23], tumors were classified into the following molecular subgroups: luminal A-like (ER+, PR+, HER2-, Ki67 low), luminal B-like (ER+, HER2- and at least one of PR- or Ki67 high; or alternatively ER+, HER2+, any PR, any Ki67), HER2 driven (ER-, PR-, HER2+, any Ki67) and triple negative (ER-, PR-, HER2-, any Ki67). In addition, the PAM50 genetic classifier was used for classifying metastases into intrinsic subtypes (luminal A, luminal B, HER2-enriched, basal-like and normal-like) as Figure 3: Flow chart showing the selection of patients included at different tumor progression stages. Cases were excluded due to missing clinical data, unavailable tumor blocks, missing TMA data due to core loss or <10% tumor cells, or failed quality control for transcriptional profiling, respectively. Abbreviations: ER, estrogen receptor; PR, progesterone receptor; HER2, human epidermal growth factor receptor-2; IHC, immumohistochemistry

11 originally described [21]. For accurate determination of the intrinsic subtype of a tumor, the sample must be centered against an appropriately large and representative sample set. HER2 positive disease was a basis for exclusion from the TEX trial, hence the distribution of the subtypes in the present cohort may be different from that of the original dataset used by Parker and colleagues [21], and may violate the specifications for accurate assignment of subtypes using the PAM50 classifier. To circumvent this potential bias, the breast cancer metastasis dataset used in the present investigation was merged with an external primary breast cancer dataset (N = 623, GSE48091) profiled using the same microarray platform (Affymetrix HuRSTA-2a gene chips) to obtain a sufficiently sized and representative cohort to improve the accuracy in intrinsic subtype determination. The data were normalized and classified into the intrinsic subtypes as previously described [21]. Statistical analyses Paired dichotomized data were compared using the McNemar test. McNemar-Bowker s test of symmetry was used when comparing molecular subtypes between tumor progression stages. The primary endpoint for survival analyses was post-recurrence breast cancer mortality (BCM), which was calculated as the interval between the diagnosis of metastatic disease to breast cancer specific death, and the follow-up was restricted to five years. The last follow-up date was July of 2013 and the median post-recurrence BCM was approximately 2.7 years. Cumulative incidence curves were used to visualize differences in BCM between groups and the Log-rank test to evaluate statistical significance. Univariable and multivariable Cox-proportional hazards models were used to evaluate the independent prognostic importance of biomarkers and molecular subtype. Proportional hazards assumptions were checked by graphical methods. All P-values correspond to two-sided statistical tests and values <0.05 were considered significant. The statistical software packages IBM SPSS Statistics 19 (IBM Corporation, NY) and STATA version 12 (StataCorp, College Station, TX) were used. ACKNOWLEDGMENTS We thank Suzanne Egyházi and Lambert Skoog for pathological assessment of FNAs from metastases. Microarray experiments were performed at Merck Inc. (West Point, PA). We are also indebted to the TEX Trialists Group [Coordinating Investigator: Thomas Hatschek; Translational research: Mårten Fernö, Linda Lindström, Ingrid Hedenfalk; QoL: Yvonne Brandberg; Statistics: John Carstensen; Laboratory: Suzanne Egyházi, Marianne Frostvik Stolt, Lambert Skoog; Clinical Trial Office: Mats Hellström, Maarit Maliniemi, Helene Svensson; Radiology: Gunnar Åström; Karolinska University Hospital, Stockholm: Jonas Bergh, Judith Bjöhle, Elisabet Lidbrink, Sam Rotstein, Birgitta Wallberg; Sahlgrenska University Hospital, Gothenburg: Zakaria Einbeigi, Per Karlsson, Barbro Linderholm; Linköping University Hospital: Thomas Walz; Malmö University Hospital: Martin Söderberg; Lund University Hospital: Niklas Loman, Per Malmström; Helsingborg General Hospital: Martin Malmberg; Sundsvall General Hospital: Lena Carlsson; Umeå University Hospital: Birgitta Lindh; Kalmar General Hospital: Marie Sundqvist; Karlstad General Hospital: Lena Malmberg] for providing samples and clinical data. CONFLICTS OF INTEREST The authors declare that they have no competing interest. FUNDING This work was supported by grants from the Swedish Cancer Society, the Swedish Research Council, the Gunnar Nilsson Cancer Foundation, the Berta Kamprad Foundation, the Gyllenstierna Krapperup s Foundation, the Swedish Cancer and Allergy Foundation, the Research Funds at Radiumhemmet, the Swedish Breast Cancer Association (BRO), ALF/FOU research funds at the Karolinska Institutet and Stockholm County Council, and unrestricted grants from Bristol-Myers Squibb Sweden AB, Pfizer Sweden AB and Roche Sweden AB. None of the funding agencies were involved in study design, data collection, analysis or interpretation, or in the writing and submission of the report for publication. REFERENCES 1. Largillier R, Ferrero JM, Doyen J, et al. Prognostic factors in 1,038 women with metastatic breast cancer. Ann Oncol. 2008; 19: Cardoso F, Harbeck N, Fallowfield L, et al. Locally recurrent or metastatic breast cancer: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann Oncol. 2012; 23:vii Chia SK, Speers CH, D Yachkova Y, et al. The impact of new chemotherapeutic and hormone agents on survival in a population-based cohort of women with metastatic breast cancer. Cancer. 2007; 110: Giordano SH, Buzdar AU, Smith TL, et al. Is breast cancer survival improving? Cancer. 2004; 100: Ufen MP, Kohne CH, Wischneswky M, et al. Metastatic breast cancer: are we treating the same patients as in the past? Ann Oncol. 2014; 25: Tevaarwerk AJ, Gray RJ, Schneider BP, et al. Survival in patients with metastatic recurrent breast cancer after adjuvant chemotherapy: little evidence of improvement over the past 30 years. Cancer. 2013; 119:

12 7. Hoefnagel LD, van de Vijver MJ, van Slooten HJ, et al. Receptor conversion in distant breast cancer metastases. Breast Cancer Res. 2010; 12:R Hoefnagel LD, van der Groep P, van de Vijver MJ, et al. Discordance in ERalpha, PR, and HER2 receptor status across different distant breast cancer metastases within the same patient. Ann Oncol 2013; 24: Liedtke C, Broglio K, Moulder S, et al. Prognostic impact of discordance between triple-receptor measurements in primary and recurrent breast cancer. Ann Oncol. 2009; 20: Lindstrom LS, Karlsson E, Wilking UM, et al. Clinically used breast cancer markers such as estrogen receptor, progesterone receptor, and human epidermal growth factor receptor 2 are unstable throughout tumor progression. J Clin Oncol. 2012; 30: Thompson AM, Jordan LB, Quinlan P, et al. Prospective comparison of switches in biomarker status between primary and recurrent breast cancer: the Breast Recurrence In Tissues Study (BRITS). Breast Cancer Res. 2010; 12:R de Duenas EM, Hernandez AL, Zotano AG, et al. Prospective evaluation of the conversion rate in the receptor status between primary breast cancer and metastasis: results from the GEICAM ConvertHER study. Breast Cancer Res Treat. 2014; 143: Amir E, Miller N, Geddie W, et al. Prospective study evaluating the impact of tissue confirmation of metastatic disease in patients with breast cancer. J Clin Oncol. 2012; 30: Simmons C, Miller N, Geddie W, et al. Does confirmatory tumor biopsy alter the management of breast cancer patients with distant metastases? Ann Oncol. 2009; 20: Penault-Llorca F, Coudry RA, Hanna WM, et al. Experts opinion: Recommendations for retesting breast cancer metastases for HER2 and hormone receptor status. Breast. 2013; 22: Carlson RW, Allred DC, Anderson BO, et al. Metastatic breast cancer, version : featured updates to the NCCN guidelines. J Natl Compr Canc Netw. 2012; 10: Lin NU, Thomssen C, Cardoso F, et al. International guidelines for management of metastatic breast cancer (MBC) from the European School of Oncology (ESO)-MBC Task Force: Surveillance, staging, and evaluation of patients with early-stage and metastatic breast cancer. Breast. 2013; 22: SweBCG. Nationella Riktlinjer for behandling av bröstcancer. In Hu Z, Fan C, Oh DS, et al. The molecular portraits of breast tumors are conserved across microarray platforms. BMC Genomics. 2006; 7: Perou CM, Sorlie T, Eisen MB, et al. Molecular portraits of human breast tumours. Nature. 2000; 406: Parker JS, Mullins M, Cheang MC, et al. Supervised risk predictor of breast cancer based on intrinsic subtypes. J Clin Oncol. 2009; 27: Sorlie T, Tibshirani R, Parker J, et al. Repeated observation of breast tumor subtypes in independent gene expression data sets. Proc Natl Acad Sci U S A. 2003; 100: Goldhirsch A, Winer EP, Coates AS, et al. Personalizing the treatment of women with early breast cancer: highlights of the St Gallen International Expert Consensus on the Primary Therapy of Early Breast Cancer. Ann Oncol. 2013; 24: Goldhirsch A, Wood WC, Coates AS, et al. Strategies for subtypes dealing with the diversity of breast cancer: highlights of the St. Gallen International Expert Consensus on the Primary Therapy of Early Breast Cancer Ann Oncol. 2011; 22: Arslan C, Dizdar O, Altundag K. Pharmacotherapy of triple-negative breast cancer. Expert Opin Pharmacother. 2009; 10: Prat A, Perou CM. Deconstructing the molecular portraits of breast cancer. Mol Oncol. 2011; 5: Aurilio G, Monfardini L, Rizzo S, et al. Discordant hormone receptor and human epidermal growth factor receptor 2 status in bone metastases compared to primary breast cancer. Acta Oncol. 2013; 52: Karlsson E, Appelgren J, Solterbeck A, et al. Breast cancer during follow-up and progression - A population based cohort on new cancers and changed biology. Eur J Cancer. 2014; 50: Hoefnagel LD, Moelans CB, Meijer SL, et al. Prognostic value of estrogen receptor alpha and progesterone receptor conversion in distant breast cancer metastases. Cancer. 2012; 118: Falck AK, Bendahl PO, Chebil G, et al. Biomarker expression and St Gallen molecular subtype classification in primary tumours, synchronous lymph node metastases and asynchronous relapses in primary breast cancer patients with 10 years follow-up. Breast Cancer Res Treat. 2013; 140: Buyse M, Loi S, van t Veer L, et al. Validation and clinical utility of a 70-gene prognostic signature for women with node-negative breast cancer. J Natl Cancer Inst. 2006; 98: Pusztai L, Viale G, Kelly CM, Hudis CA. Estrogen and HER-2 receptor discordance between primary breast cancer and metastasis. Oncologist. 2010; 15: Hammond ME, Hayes DF, Wolff AC, et al. American society of clinical oncology/college of american pathologists guideline recommendations for immunohistochemical testing of estrogen and progesterone receptors in breast cancer. J Oncol Pract. 2010; 6: Prat A, Cheang MC, Martin M, et al. Prognostic significance of progesterone receptor-positive tumor cells within immunohistochemically defined luminal A breast cancer. J Clin Oncol. 2013; 31:

13 35. Tramm T, Kyndi M, Myhre S, et al. Relationship between the prognostic and predictive value of the intrinsic subtypes and a validated gene profile predictive of loco-regional control and benefit from post-mastectomy radiotherapy in patients with high-risk breast cancer. Acta Oncol. 2014; 53: Hatschek T, Carlsson L, Einbeigi Z, et al. Individually tailored treatment with epirubicin and paclitaxel with or without capecitabine as first-line chemotherapy in metastatic breast cancer: a randomized multicenter trial. Breast Cancer Res Treat. 2012; 131: McShane LM, Altman DG, Sauerbrei W, et al. REporting recommendations for tumor MARKer prognostic studies (REMARK). Nat Clin Pract Urol. 2005; 2: Camp RL, Neumeister V, Rimm DL. A decade of tissue microarrays: progress in the discovery and validation of cancer biomarkers. J Clin Oncol. 2008; 26: Kimbung S, Kovacs A, Bendahl PO, et al. Claudin-2 is an independent negative prognostic factor in breast cancer and specifically predicts early liver recurrences. Mol Oncol. 2014; 8:

Danish Breast Cancer Cooperative Group. Rigshospitalet DBCG. Betydning af systemisk behandling. Maj-Britt Jensen. 16 th ACTA ONCOLOGICA SYMPOSIUM

Danish Breast Cancer Cooperative Group. Rigshospitalet DBCG. Betydning af systemisk behandling. Maj-Britt Jensen. 16 th ACTA ONCOLOGICA SYMPOSIUM DBCG Betydning af systemisk behandling Maj-Britt Jensen 16 th ACTA ONCOLOGICA SYMPOSIUM Long time ago Acta Oncologica, 2008; 47: 633-638 Extended radical mastectomy versus simple mastectomy followed by

Læs mere

Generalized Probit Model in Design of Dose Finding Experiments. Yuehui Wu Valerii V. Fedorov RSU, GlaxoSmithKline, US

Generalized Probit Model in Design of Dose Finding Experiments. Yuehui Wu Valerii V. Fedorov RSU, GlaxoSmithKline, US Generalized Probit Model in Design of Dose Finding Experiments Yuehui Wu Valerii V. Fedorov RSU, GlaxoSmithKline, US Outline Motivation Generalized probit model Utility function Locally optimal designs

Læs mere

Basic statistics for experimental medical researchers

Basic statistics for experimental medical researchers Basic statistics for experimental medical researchers Sample size calculations September 15th 2016 Christian Pipper Department of public health (IFSV) Faculty of Health and Medicinal Science (SUND) E-mail:

Læs mere

applies equally to HRT and tibolone this should be made clear by replacing HRT with HRT or tibolone in the tibolone SmPC.

applies equally to HRT and tibolone this should be made clear by replacing HRT with HRT or tibolone in the tibolone SmPC. Annex I English wording to be implemented SmPC The texts of the 3 rd revision of the Core SPC for HRT products, as published on the CMD(h) website, should be included in the SmPC. Where a statement in

Læs mere

Reexam questions in Statistics and Evidence-based medicine, august sem. Medis/Medicin, Modul 2.4.

Reexam questions in Statistics and Evidence-based medicine, august sem. Medis/Medicin, Modul 2.4. Reexam questions in Statistics and Evidence-based medicine, august 2013 2. sem. Medis/Medicin, Modul 2.4. Statistics : ESSAY-TYPE QUESTION 1. Intelligence tests are constructed such that the average score

Læs mere

Department of Public Health. Case-control design. Katrine Strandberg-Larsen Department of Public Health, Section of Social Medicine

Department of Public Health. Case-control design. Katrine Strandberg-Larsen Department of Public Health, Section of Social Medicine Department of Public Health Case-control design Katrine Strandberg-Larsen Department of Public Health, Section of Social Medicine Case-control design Brief summary: Comparison of cases vs. controls with

Læs mere

Lægedag Syd 2011. Biomarkører ved brystkræft -fra primær tumor til metastase

Lægedag Syd 2011. Biomarkører ved brystkræft -fra primær tumor til metastase Lægedag Syd 2011 Biomarkører ved brystkræft -fra primær tumor til metastase Jeanette Dupont Jensen MD Onkologisk Afdeling, Odense Universitets Hospital Forskningsenheden for Onkologi, Klinisk Institut,

Læs mere

Hvor mange har egentlig kræft?

Hvor mange har egentlig kræft? Hvor mange har egentlig kræft? John Brodersen Professor, speciallæge i almen medicin, ph.d. Center for Forskning & Uddannelse i Almen Medicin, IFSV, KU Forskningsenheden for Almen Praksis, Region Sjælland

Læs mere

Statistik for MPH: 7

Statistik for MPH: 7 Statistik for MPH: 7 3. november 2011 www.biostat.ku.dk/~pka/mph11 Attributable risk, bestemmelse af stikprøvestørrelse (Silva: 333-365, 381-383) Per Kragh Andersen 1 Fra den 6. uges statistikundervisning:

Læs mere

BETYDNINGEN AF FRIE RESEKTIONSRANDE VED BRYSTBEVARENDE OPERATIONER

BETYDNINGEN AF FRIE RESEKTIONSRANDE VED BRYSTBEVARENDE OPERATIONER BETYDNINGEN AF FRIE RESEKTIONSRANDE VED BRYSTBEVARENDE OPERATIONER Anne Bodilsen Verdenskort hvor marginern står?? - 21 studier (n: 48-3899) - 14,571 patienter European Journal of Cancer 46 (2010) 319-3232

Læs mere

X M Y. What is mediation? Mediation analysis an introduction. Definition

X M Y. What is mediation? Mediation analysis an introduction. Definition What is mediation? an introduction Ulla Hvidtfeldt Section of Social Medicine - Investigate underlying mechanisms of an association Opening the black box - Strengthen/support the main effect hypothesis

Læs mere

On the complexity of drawing trees nicely: corrigendum

On the complexity of drawing trees nicely: corrigendum Acta Informatica 40, 603 607 (2004) Digital Object Identifier (DOI) 10.1007/s00236-004-0138-y On the complexity of drawing trees nicely: corrigendum Thorsten Akkerman, Christoph Buchheim, Michael Jünger,

Læs mere

Evaluating Germplasm for Resistance to Reniform Nematode. D. B. Weaver and K. S. Lawrence Auburn University

Evaluating Germplasm for Resistance to Reniform Nematode. D. B. Weaver and K. S. Lawrence Auburn University Evaluating Germplasm for Resistance to Reniform Nematode D. B. Weaver and K. S. Lawrence Auburn University Major objectives Evaluate all available accessions of G. hirsutum (TX list) for reaction to reniform

Læs mere

The use of instrumented gait analysis in interdisciplinary interventions for children with cerebral palsy

The use of instrumented gait analysis in interdisciplinary interventions for children with cerebral palsy PhD thesis The use of instrumented gait analysis in interdisciplinary interventions for children with cerebral palsy Helle Mätzke Rasmussen Department of Clinical Research Faculty of Health Sciences University

Læs mere

Measuring the Impact of Bicycle Marketing Messages. Thomas Krag Mobility Advice Trafikdage i Aalborg, 27.08.2013

Measuring the Impact of Bicycle Marketing Messages. Thomas Krag Mobility Advice Trafikdage i Aalborg, 27.08.2013 Measuring the Impact of Bicycle Marketing Messages Thomas Krag Mobility Advice Trafikdage i Aalborg, 27.08.2013 The challenge Compare The pilot pictures The choice The survey technique Only one picture

Læs mere

Brystkræftscreening og overdiagnostik hvordan forstår vi stigningen i incidens?

Brystkræftscreening og overdiagnostik hvordan forstår vi stigningen i incidens? Brystkræftscreening og overdiagnostik hvordan forstår vi stigningen i incidens? Henrik Støvring stovring@ph.au.dk 1. December 2016 Institut for Folkesundhed, AU Institutseminar, Vingsted Screening forskningsområdet

Læs mere

Patientinddragelse i forskning. Lars Henrik Jensen Overlæge, ph.d., lektor

Patientinddragelse i forskning. Lars Henrik Jensen Overlæge, ph.d., lektor Patientinddragelse i forskning Lars Henrik Jensen Overlæge, ph.d., lektor BMC Health Services Research 2014, 14:89 142 studies that described a spectrum of engagement Engagement was feasible in most settings

Læs mere

Statistik for MPH: oktober Attributable risk, bestemmelse af stikprøvestørrelse (Silva: , )

Statistik for MPH: oktober Attributable risk, bestemmelse af stikprøvestørrelse (Silva: , ) Statistik for MPH: 7 29. oktober 2015 www.biostat.ku.dk/~pka/mph15 Attributable risk, bestemmelse af stikprøvestørrelse (Silva: 333-365, 381-383) Per Kragh Andersen 1 Fra den 6. uges statistikundervisning:

Læs mere

Embedded Software Memory Size Estimation using COSMIC: A Case Study

Embedded Software Memory Size Estimation using COSMIC: A Case Study Embedded Software Memory Size Estimation using COSMIC: A Case Study Sophie STERN, Economic Efficiency Project manager, RENAULT, Embedded software group, FRANCE Cigdem GENCEL, Assistant Professor, Blekinge

Læs mere

Cohort of HBV and HCV Patients

Cohort of HBV and HCV Patients Cohort of HBV and HCV Patients Emanuel K. Manesis, MD Professor of Medicine In 2003 the Hellenic Center for Disease Prevention & Control (HCDPC) started a cohort study of chronic HBV, HDV and HCV infection

Læs mere

ESG reporting meeting investors needs

ESG reporting meeting investors needs ESG reporting meeting investors needs Carina Ohm Nordic Head of Climate Change and Sustainability Services, EY DIRF dagen, 24 September 2019 Investors have growing focus on ESG EY Investor Survey 2018

Læs mere

Gusset Plate Connections in Tension

Gusset Plate Connections in Tension Gusset Plate Connections in Tension Jakob Schmidt Olsen BSc Thesis Department of Civil Engineering 2014 DTU Civil Engineering June 2014 i Preface This project is a BSc project credited 20 ECTS points written

Læs mere

Medicinske komplikationer efter hofte- og knæalloplastik (THA and KA) med fokus på trombosekomplikationer. Alma B. Pedersen

Medicinske komplikationer efter hofte- og knæalloplastik (THA and KA) med fokus på trombosekomplikationer. Alma B. Pedersen Medicinske komplikationer efter hofte- og knæalloplastik (THA and KA) med fokus på trombosekomplikationer Alma B. Pedersen Outline Introduction to epidemiology of THA and KA Epidemiology of medical complications:

Læs mere

Hvordan går det danske patienter med testis cancer?

Hvordan går det danske patienter med testis cancer? Hvordan går det danske patienter med testis cancer? Landsdækkende database for patienter med germinalcelle tumorer (GCC) Databasen dækker patienter behandlet i perioden 1984-2007 Mere end 230 variable

Læs mere

To the reader: Information regarding this document

To the reader: Information regarding this document To the reader: Information regarding this document All text to be shown to respondents in this study is going to be in Danish. The Danish version of the text (the one, respondents are going to see) appears

Læs mere

Task Force on European Standard Population. Eurostat, Unit F5 Monica Pace

Task Force on European Standard Population. Eurostat, Unit F5 Monica Pace Task Force on European Standard Population Eurostat, Unit F5 Monica Pace Background Current "Standard population" in use by Eurostat: WHO 'Standard population' of 1976 Main use is of that standard population:

Læs mere

DoodleBUGS (Hands-on)

DoodleBUGS (Hands-on) DoodleBUGS (Hands-on) Simple example: Program: bino_ave_sim_doodle.odc A simulation example Generate a sample from F=(r1+r2)/2 where r1~bin(0.5,200) and r2~bin(0.25,100) Note that E(F)=(100+25)/2=62.5

Læs mere

SKEMA TIL AFRAPPORTERING EVALUERINGSRAPPORT

SKEMA TIL AFRAPPORTERING EVALUERINGSRAPPORT SKEMA TIL AFRAPPORTERING EVALUERINGSRAPPORT OBS! Excel-ark/oversigt over fagelementernes placering i A-, B- og C-kategorier skal vedlægges rapporten. - Følgende bedes udfyldt som del af den Offentliggjorte

Læs mere

ÆLDRE OG KRÆFT. Introduktion. Trine Lembrecht Jørgensen Læge, ph.d., post. doc. University of Southern Denmark. Odense University Hospital

ÆLDRE OG KRÆFT. Introduktion. Trine Lembrecht Jørgensen Læge, ph.d., post. doc. University of Southern Denmark. Odense University Hospital ÆLDRE OG KRÆFT Introduktion Trine Lembrecht Jørgensen Læge, ph.d., post. doc University of Southern Denmark Odense University Hospital HISTORISK UDVIKLING AF ÆLDRE OG KRÆFT National Cancer Institute and

Læs mere

The X Factor. Målgruppe. Læringsmål. Introduktion til læreren klasse & ungdomsuddannelser Engelskundervisningen

The X Factor. Målgruppe. Læringsmål. Introduktion til læreren klasse & ungdomsuddannelser Engelskundervisningen The X Factor Målgruppe 7-10 klasse & ungdomsuddannelser Engelskundervisningen Læringsmål Eleven kan give sammenhængende fremstillinger på basis af indhentede informationer Eleven har viden om at søge og

Læs mere

Portal Registration. Check Junk Mail for activation . 1 Click the hyperlink to take you back to the portal to confirm your registration

Portal Registration. Check Junk Mail for activation  . 1 Click the hyperlink to take you back to the portal to confirm your registration Portal Registration Step 1 Provide the necessary information to create your user. Note: First Name, Last Name and Email have to match exactly to your profile in the Membership system. Step 2 Click on the

Læs mere

F o r t o l k n i n g e r a f m a n d a l a e r i G I M - t e r a p i

F o r t o l k n i n g e r a f m a n d a l a e r i G I M - t e r a p i F o r t o l k n i n g e r a f m a n d a l a e r i G I M - t e r a p i - To fortolkningsmodeller undersøgt og sammenlignet ifm. et casestudium S i g r i d H a l l b e r g Institut for kommunikation Aalborg

Læs mere

Øjnene, der ser. - sanseintegration eller ADHD. Professionshøjskolen UCC, Psykomotorikuddannelsen

Øjnene, der ser. - sanseintegration eller ADHD. Professionshøjskolen UCC, Psykomotorikuddannelsen Øjnene, der ser - sanseintegration eller ADHD Professionshøjskolen UCC, Psykomotorikuddannelsen Professionsbachelorprojekt i afspændingspædagogik og psykomotorik af: Anne Marie Thureby Horn Sfp o623 Vejleder:

Læs mere

Implementing SNOMED CT in a Danish region. Making sharable and comparable nursing documentation

Implementing SNOMED CT in a Danish region. Making sharable and comparable nursing documentation Implementing SNOMED CT in a Danish region Making sharable and comparable nursing documentation INTRODUCTION Co-operation pilot project between: The Region of Zealand Their EHR vendor - CSC Scandihealth

Læs mere

Nationale kliniske retningslinjer Ernæringsterapi til underernærede patienter med KOL

Nationale kliniske retningslinjer Ernæringsterapi til underernærede patienter med KOL Nationale kliniske retningslinjer Ernæringsterapi til underernærede patienter med KOL Ulrik Winning Iepsen, Læge, PhD studerende, RH 7641. Slides: Britta Tendal, PhD, Sundhedsstyrelsen 1 GRADE (Grading

Læs mere

Statistical information form the Danish EPC database - use for the building stock model in Denmark

Statistical information form the Danish EPC database - use for the building stock model in Denmark Statistical information form the Danish EPC database - use for the building stock model in Denmark Kim B. Wittchen Danish Building Research Institute, SBi AALBORG UNIVERSITY Certification of buildings

Læs mere

Vina Nguyen HSSP July 13, 2008

Vina Nguyen HSSP July 13, 2008 Vina Nguyen HSSP July 13, 2008 1 What does it mean if sets A, B, C are a partition of set D? 2 How do you calculate P(A B) using the formula for conditional probability? 3 What is the difference between

Læs mere

Engelsk. Niveau C. De Merkantile Erhvervsuddannelser September 2005. Casebaseret eksamen. www.jysk.dk og www.jysk.com.

Engelsk. Niveau C. De Merkantile Erhvervsuddannelser September 2005. Casebaseret eksamen. www.jysk.dk og www.jysk.com. 052430_EngelskC 08/09/05 13:29 Side 1 De Merkantile Erhvervsuddannelser September 2005 Side 1 af 4 sider Casebaseret eksamen Engelsk Niveau C www.jysk.dk og www.jysk.com Indhold: Opgave 1 Presentation

Læs mere

Privat-, statslig- eller regional institution m.v. Andet Added Bekaempelsesudfoerende: string No Label: Bekæmpelsesudførende

Privat-, statslig- eller regional institution m.v. Andet Added Bekaempelsesudfoerende: string No Label: Bekæmpelsesudførende Changes for Rottedatabasen Web Service The coming version of Rottedatabasen Web Service will have several changes some of them breaking for the exposed methods. These changes and the business logic behind

Læs mere

Den nye Eurocode EC Geotenikerdagen Morten S. Rasmussen

Den nye Eurocode EC Geotenikerdagen Morten S. Rasmussen Den nye Eurocode EC1997-1 Geotenikerdagen Morten S. Rasmussen UDFORDRINGER VED EC 1997-1 HVAD SKAL VI RUNDE - OPBYGNINGEN AF DE NYE EUROCODES - DE STØRSTE UDFORDRINGER - ER DER NOGET POSITIVT? 2 OPBYGNING

Læs mere

Skriftlig Eksamen Kombinatorik, Sandsynlighed og Randomiserede Algoritmer (DM528)

Skriftlig Eksamen Kombinatorik, Sandsynlighed og Randomiserede Algoritmer (DM528) Skriftlig Eksamen Kombinatorik, Sandsynlighed og Randomiserede Algoritmer (DM58) Institut for Matematik og Datalogi Syddansk Universitet, Odense Torsdag den 1. januar 01 kl. 9 13 Alle sædvanlige hjælpemidler

Læs mere

Afsnit indsættes i Patologiretningslinjekapitlet efter høring i relevante videnskabelige udvalg, retningslinjeudvalg og bestyrelse.

Afsnit indsættes i Patologiretningslinjekapitlet efter høring i relevante videnskabelige udvalg, retningslinjeudvalg og bestyrelse. Afsnit indsættes i Patologiretningslinjekapitlet efter høring i relevante videnskabelige udvalg, retningslinjeudvalg og bestyrelse. Er udarbejdet af tværfaglig DBCG arbejdsgruppe (patologiudvalg/medicinsk

Læs mere

Learnings from the implementation of Epic

Learnings from the implementation of Epic Learnings from the implementation of Epic Appendix Picture from Region H (2016) A thesis report by: Oliver Metcalf-Rinaldo, oliv@itu.dk Stephan Mosko Jensen, smos@itu.dk Appendix - Table of content Appendix

Læs mere

Linear Programming ١ C H A P T E R 2

Linear Programming ١ C H A P T E R 2 Linear Programming ١ C H A P T E R 2 Problem Formulation Problem formulation or modeling is the process of translating a verbal statement of a problem into a mathematical statement. The Guidelines of formulation

Læs mere

Childhood motor performance as predictor of physical activity and physical activity related injuries

Childhood motor performance as predictor of physical activity and physical activity related injuries Childhood motor performance as predictor of physical activity and physical activity related injuries The Childhood Health, Activity and Motor Performance School Study- DK The CHAMPS Study- DK Lisbeth Runge

Læs mere

Application form for access to data and biological samples Ref. no

Application form for access to data and biological samples Ref. no Application form for access to data and biological samples Ref. 2016-02 Project title: Applicant: Other partners taking part in the project Names and work addresses: "Skilsmisse og selvvurderet mentalt

Læs mere

Bedømmelse af klinisk retningslinje foretaget af Enhed for Sygeplejeforskning og Evidensbasering Titel (forfatter)

Bedømmelse af klinisk retningslinje foretaget af Enhed for Sygeplejeforskning og Evidensbasering Titel (forfatter) Bedømmelse af klinisk retningslinje foretaget af Enhed for Sygeplejeforskning og Evidensbasering Titel (forfatter) Link til retningslinjen Resumé Formål Fagmålgruppe Anbefalinger Patientmålgruppe Implementering

Læs mere

Translational Cancer Research

Translational Cancer Research Translational Cancer Research The Scientific Methodology, Technologies, Infrastructure, Clinical Validation Trials and Implementation The Doctoral School of Clinical Science and Biomedicine, Aalborg University

Læs mere

Unitel EDI MT940 June 2010. Based on: SWIFT Standards - Category 9 MT940 Customer Statement Message (January 2004)

Unitel EDI MT940 June 2010. Based on: SWIFT Standards - Category 9 MT940 Customer Statement Message (January 2004) Unitel EDI MT940 June 2010 Based on: SWIFT Standards - Category 9 MT940 Customer Statement Message (January 2004) Contents 1. Introduction...3 2. General...3 3. Description of the MT940 message...3 3.1.

Læs mere

Trolling Master Bornholm 2012

Trolling Master Bornholm 2012 Trolling Master Bornholm 1 (English version further down) Tak for denne gang Det var en fornøjelse især jo også fordi vejret var med os. Så heldig har vi aldrig været før. Vi skal evaluere 1, og I må meget

Læs mere

Teknologispredning i sundhedsvæsenet DK ITEK: Sundhedsteknologi som grundlag for samarbejde og forretningsudvikling

Teknologispredning i sundhedsvæsenet DK ITEK: Sundhedsteknologi som grundlag for samarbejde og forretningsudvikling Teknologispredning i sundhedsvæsenet DK ITEK: Sundhedsteknologi som grundlag for samarbejde og forretningsudvikling 6.5.2009 Jacob Schaumburg-Müller jacobs@microsoft.com Direktør, politik og strategi Microsoft

Læs mere

Association between occupational exposures and gestational hypertension, preeclampsia, and gestational diabetes in Sweden,

Association between occupational exposures and gestational hypertension, preeclampsia, and gestational diabetes in Sweden, Association between occupational exposures and gestational hypertension, preeclampsia, and gestational diabetes in Sweden, 1994-2012 Claudia Lissåker 1, Filip Norlén 1, Per Gustavsson 1, 2, Pernilla Wiebert

Læs mere

Aktivering af Survey funktionalitet

Aktivering af Survey funktionalitet Surveys i REDCap REDCap gør det muligt at eksponere ét eller flere instrumenter som et survey (spørgeskema) som derefter kan udfyldes direkte af patienten eller forsøgspersonen over internettet. Dette

Læs mere

Modification of Molecular Biology. for Colorectal Cancer Management

Modification of Molecular Biology. for Colorectal Cancer Management Modification of Molecular Biology for Colorectal Cancer Management.. - Genetic Progression Model of Colorectal Cancer Molecular Events that Characterize the Transition to Adenocarcinoma 20-40 years Molecular

Læs mere

Dendrokronologisk Laboratorium

Dendrokronologisk Laboratorium Dendrokronologisk Laboratorium NNU rapport 14, 2001 ROAGER KIRKE, TØNDER AMT Nationalmuseet og Den Antikvariske Samling i Ribe. Undersøgt af Orla Hylleberg Eriksen. NNU j.nr. A5712 Foto: P. Kristiansen,

Læs mere

Vores mange brugere på musskema.dk er rigtig gode til at komme med kvalificerede ønsker og behov.

Vores mange brugere på musskema.dk er rigtig gode til at komme med kvalificerede ønsker og behov. På dansk/in Danish: Aarhus d. 10. januar 2013/ the 10 th of January 2013 Kære alle Chefer i MUS-regi! Vores mange brugere på musskema.dk er rigtig gode til at komme med kvalificerede ønsker og behov. Og

Læs mere

DIS ISO Status Maj 2017

DIS ISO Status Maj 2017 DIS ISO 17025 Status Maj 2017 1 Plan for udvikling/revision af ISO 17025 WD June 2015 CD1 August 2015 CD2 February 2016 DIS November 2016 (December 2016) FDIS draft July 2017 FDIS/Publication Autumn 2017

Læs mere

Sikkerhed & Revision 2013

Sikkerhed & Revision 2013 Sikkerhed & Revision 2013 Samarbejde mellem intern revisor og ekstern revisor - og ISA 610 v/ Dorthe Tolborg Regional Chief Auditor, Codan Group og formand for IIA DK RSA REPRESENTATION WORLD WIDE 300

Læs mere

Central Statistical Agency.

Central Statistical Agency. Central Statistical Agency www.csa.gov.et 1 Outline Introduction Characteristics of Construction Aim of the Survey Methodology Result Conclusion 2 Introduction Meaning of Construction Construction may

Læs mere

Financial Literacy among 5-7 years old children

Financial Literacy among 5-7 years old children Financial Literacy among 5-7 years old children -based on a market research survey among the parents in Denmark, Sweden, Norway, Finland, Northern Ireland and Republic of Ireland Page 1 Purpose of the

Læs mere

Project Step 7. Behavioral modeling of a dual ported register set. 1/8/ L11 Project Step 5 Copyright Joanne DeGroat, ECE, OSU 1

Project Step 7. Behavioral modeling of a dual ported register set. 1/8/ L11 Project Step 5 Copyright Joanne DeGroat, ECE, OSU 1 Project Step 7 Behavioral modeling of a dual ported register set. Copyright 2006 - Joanne DeGroat, ECE, OSU 1 The register set Register set specifications 16 dual ported registers each with 16- bit words

Læs mere

Observation Processes:

Observation Processes: Observation Processes: Preparing for lesson observations, Observing lessons Providing formative feedback Gerry Davies Faculty of Education Preparing for Observation: Task 1 How can we help student-teachers

Læs mere

Black Jack --- Review. Spring 2012

Black Jack --- Review. Spring 2012 Black Jack --- Review Spring 2012 Simulation Simulation can solve real-world problems by modeling realworld processes to provide otherwise unobtainable information. Computer simulation is used to predict

Læs mere

Age Standardized Incidence Rate-ASR GLOBOCAN ASR ASR.

Age Standardized Incidence Rate-ASR GLOBOCAN ASR ASR. p [ ] Age Standardized Incidence Rate-ASR ASR - ASR - GLOBOCAN C B - email: Amiralmasi@arakmu.ac.ir - p< ICD-O C22 Cochran-Armitage WinPepi 2.1 CI ± ± ± ± ± ± ± ± ± References 1. Etemadi A, Sadjadi A,

Læs mere

Alfa-1-antitrysin mangel hos børn. Elisabeth Stenbøg, Afd.læge, PhD Børneafd. A, AUH

Alfa-1-antitrysin mangel hos børn. Elisabeth Stenbøg, Afd.læge, PhD Børneafd. A, AUH Alfa-1-antitrysin mangel hos børn Elisabeth Stenbøg, Afd.læge, PhD Børneafd. A, AUH Hvad er det? Alfa-1-antitrypsin Proteinstof Produceres i leveren Fungerer i lungerne Regulerer neutrofil elastase balancen

Læs mere

Business Opening. Very formal, recipient has a special title that must be used in place of their name

Business Opening. Very formal, recipient has a special title that must be used in place of their name - Opening English Danish Dear Mr. President, Kære Hr. Direktør, Very formal, recipient has a special title that must be used in place of their name Dear Sir, Formal, male recipient, name unknown Dear Madam,

Læs mere

N Engl J Med 2011;365:518-26

N Engl J Med 2011;365:518-26 N Engl J Med 2011;365:518-26 Introduction Pleural infection more than 65,000 patients/year in US and UK mortality: 10~20% 1/3 failed for drainage + antibiotics surgical hospital stay: 12~15 days cost:

Læs mere

Business Opening. Very formal, recipient has a special title that must be used in place of their name

Business Opening. Very formal, recipient has a special title that must be used in place of their name - Opening Danish English Kære Hr. Direktør, Dear Mr. President, Very formal, recipient has a special title that must be used in place of their name Kære Hr., Formal, male recipient, name unknown Kære Fru.,

Læs mere

The GAssist Pittsburgh Learning Classifier System. Dr. J. Bacardit, N. Krasnogor G53BIO - Bioinformatics

The GAssist Pittsburgh Learning Classifier System. Dr. J. Bacardit, N. Krasnogor G53BIO - Bioinformatics The GAssist Pittsburgh Learning Classifier System Dr. J. Bacardit, N. Krasnogor G53BIO - Outline bioinformatics Summary and future directions Objectives of GAssist GAssist [Bacardit, 04] is a Pittsburgh

Læs mere

Sport for the elderly

Sport for the elderly Sport for the elderly - Teenagers of the future Play the Game 2013 Aarhus, 29 October 2013 Ditte Toft Danish Institute for Sports Studies +45 3266 1037 ditte.toft@idan.dk A growing group in the population

Læs mere

EA evaluering af DANAK Maj Erik Øhlenschlæger, DANAK april 2016

EA evaluering af DANAK Maj Erik Øhlenschlæger, DANAK april 2016 EA evaluering af DANAK Maj 2016 Erik Øhlenschlæger, DANAK april 2016 1 Omfang af peer evaluering for laboratorieområdet - 2 prøvningslaboratorier (1 aflyst pga. sygdom) - 2 kalibreringslaboratorier - 1

Læs mere

Engelsk. Niveau D. De Merkantile Erhvervsuddannelser September Casebaseret eksamen. og

Engelsk. Niveau D. De Merkantile Erhvervsuddannelser September Casebaseret eksamen.  og 052431_EngelskD 08/09/05 13:29 Side 1 De Merkantile Erhvervsuddannelser September 2005 Side 1 af 4 sider Casebaseret eksamen Engelsk Niveau D www.jysk.dk og www.jysk.com Indhold: Opgave 1 Presentation

Læs mere

Agenda. The need to embrace our complex health care system and learning to do so. Christian von Plessen Contributors to healthcare services in Denmark

Agenda. The need to embrace our complex health care system and learning to do so. Christian von Plessen Contributors to healthcare services in Denmark Agenda The need to embrace our complex health care system and learning to do so. Christian von Plessen Contributors to healthcare services in Denmark Colitis and Crohn s association Denmark. Charlotte

Læs mere

Melbourne Mercer Global Pension Index

Melbourne Mercer Global Pension Index 15 October 2009 Melbourne Global Pension Index Dr David Knox www.mercer.com.au The Genesis Victorian Government wants to highlight the significant role that Melbourne plays in the pension and funds management

Læs mere

CMS Support for Patient- Centered Medical Homes. Linda M. Magno Director, Medicare Demonstrations

CMS Support for Patient- Centered Medical Homes. Linda M. Magno Director, Medicare Demonstrations CMS Support for Patient- Centered Medical Homes Linda M. Magno Director, Medicare Demonstrations Overview Congressional support for medical homes reflected in legislation since 2006 Administration support

Læs mere

Kvant Eksamen December 2010 3 timer med hjælpemidler. 1 Hvad er en continuous variable? Giv 2 illustrationer.

Kvant Eksamen December 2010 3 timer med hjælpemidler. 1 Hvad er en continuous variable? Giv 2 illustrationer. Kvant Eksamen December 2010 3 timer med hjælpemidler 1 Hvad er en continuous variable? Giv 2 illustrationer. What is a continuous variable? Give two illustrations. 2 Hvorfor kan man bedre drage konklusioner

Læs mere

Tilmelding sker via stads selvbetjening indenfor annonceret tilmeldingsperiode, som du kan se på Studieadministrationens hjemmeside

Tilmelding sker via stads selvbetjening indenfor annonceret tilmeldingsperiode, som du kan se på Studieadministrationens hjemmeside Research Seminar in Computer Science Om kurset Subject Activitytype Teaching language Registration Datalogi master course English Tilmelding sker via stads selvbetjening indenfor annonceret tilmeldingsperiode,

Læs mere

ATEX direktivet. Vedligeholdelse af ATEX certifikater mv. Steen Christensen stec@teknologisk.dk www.atexdirektivet.

ATEX direktivet. Vedligeholdelse af ATEX certifikater mv. Steen Christensen stec@teknologisk.dk www.atexdirektivet. ATEX direktivet Vedligeholdelse af ATEX certifikater mv. Steen Christensen stec@teknologisk.dk www.atexdirektivet.dk tlf: 7220 2693 Vedligeholdelse af Certifikater / tekniske dossier / overensstemmelseserklæringen.

Læs mere

HKDSE Biology and Combined Science (Biology) Public Assessment: School-based Assessment. 22 & 29 Nov 2008

HKDSE Biology and Combined Science (Biology) Public Assessment: School-based Assessment. 22 & 29 Nov 2008 HKDSE Biology and Combined Science (Biology) Public Assessment: School-based Assessment 22 & 29 Nov 2008 1 HKDSE Bio School-Based Assessment Principles of SBA design: integrate assessment with teaching

Læs mere

Exam questions in Statistics and evidence-based medicine, spring sem. Medis/Medicin, Modul 2.4.

Exam questions in Statistics and evidence-based medicine, spring sem. Medis/Medicin, Modul 2.4. Exam questions in Statistics and evidence-based medicine, spring 2012 2. sem. Medis/Medicin, Modul 2.4. Statistics : ESSAY-TYPE QUESTION 1. In order to estimate the effect of the drug Captopril on blood

Læs mere

Analyseinstitut for Forskning

Analyseinstitut for Forskning Analyseinstitut for Forskning CIS3 The Danish Non-response Analysis Peter S. Mortensen Notat 2003/1 fra Analyseinstitut for Forskning The Danish Institute for Studies in Research and Research Policy Finlandsgade

Læs mere

A multimodel data assimilation framework for hydrology

A multimodel data assimilation framework for hydrology A multimodel data assimilation framework for hydrology Antoine Thiboult, François Anctil Université Laval June 27 th 2017 What is Data Assimilation? Use observations to improve simulation 2 of 8 What is

Læs mere

Wander TDEV Measurements for Inexpensive Oscillator

Wander TDEV Measurements for Inexpensive Oscillator Wander TDEV Measurements for Inexpensive Oscillator Lee Cosart Symmetricom Lcosart@symmetricom.com Geoffrey M. Garner SAMSUNG Electronics (Consultant) gmgarner@comcast.net IEEE 802.1 AVB TG 2009.11.02

Læs mere

Small Autonomous Devices in civil Engineering. Uses and requirements. By Peter H. Møller Rambøll

Small Autonomous Devices in civil Engineering. Uses and requirements. By Peter H. Møller Rambøll Small Autonomous Devices in civil Engineering Uses and requirements By Peter H. Møller Rambøll BACKGROUND My Background 20+ years within evaluation of condition and renovation of concrete structures Last

Læs mere

Mandara. PebbleCreek. Tradition Series. 1,884 sq. ft robson.com. Exterior Design A. Exterior Design B.

Mandara. PebbleCreek. Tradition Series. 1,884 sq. ft robson.com. Exterior Design A. Exterior Design B. Mandara 1,884 sq. ft. Tradition Series Exterior Design A Exterior Design B Exterior Design C Exterior Design D 623.935.6700 robson.com Tradition OPTIONS Series Exterior Design A w/opt. Golf Cart Garage

Læs mere

Sand ell survey December/November 2009

Sand ell survey December/November 2009 Technical University of Denmark Danish Institute for Fisheries Research Survey Cruise leader Date of depart Date of arrival NS Sandeel-survey Dirk C. Tijssen 12/11-2009 05/12-2009 Sand ell survey December/November

Læs mere

PARALLELIZATION OF ATTILA SIMULATOR WITH OPENMP MIGUEL ÁNGEL MARTÍNEZ DEL AMOR MINIPROJECT OF TDT24 NTNU

PARALLELIZATION OF ATTILA SIMULATOR WITH OPENMP MIGUEL ÁNGEL MARTÍNEZ DEL AMOR MINIPROJECT OF TDT24 NTNU PARALLELIZATION OF ATTILA SIMULATOR WITH OPENMP MIGUEL ÁNGEL MARTÍNEZ DEL AMOR MINIPROJECT OF TDT24 NTNU OUTLINE INEFFICIENCY OF ATTILA WAYS TO PARALLELIZE LOW COMPATIBILITY IN THE COMPILATION A SOLUTION

Læs mere

Identifying Gender BILL EVANS SEDOR WENDLANDT EVANS & FILIPPI LLC NOVEMBER 11, 2016

Identifying Gender BILL EVANS SEDOR WENDLANDT EVANS & FILIPPI LLC NOVEMBER 11, 2016 BILL EVANS SEDOR WENDLANDT EVANS & FILIPPI LLC NOVEMBER 11, 2016 Definitions According to a May 13, 2016 joint release by the U.S. DOE and U.S. DOJ: Gender Identity: Refers to an individual s internal

Læs mere

Journal of Breast Cancer

Journal of Breast Cancer Journal of Breast Cancer ORIGINAL ARTICLE J Breast Cancer 218 December; 21(4): 382-39 PIK3CA Mutations and Neoadjuvant Therapy Outcome in Patients with Human Epidermal Growth Factor Receptor 2-Positive

Læs mere

Elite sports stadium requirements - views from Danish municipalities

Elite sports stadium requirements - views from Danish municipalities Elite sports stadium requirements - views from Danish municipalities JENS ALM Ph.d. student Malmö University jens.alm@mah.se Analyst Danish Institute for Sports Studies jens.alm@idan.dk Background Definitions

Læs mere

Bilag. Resume. Side 1 af 12

Bilag. Resume. Side 1 af 12 Bilag Resume I denne opgave, lægges der fokus på unge og ensomhed gennem sociale medier. Vi har i denne opgave valgt at benytte Facebook som det sociale medie vi ligger fokus på, da det er det største

Læs mere

Development and effect evaluation of a High School-Based Cannabis Prevention Program

Development and effect evaluation of a High School-Based Cannabis Prevention Program Søren Holm, PhD Thesis Development and effect evaluation of a High School-Based Cannabis Prevention Program Summary Background: Cannabis use in adolescent is a public health concern associated with high

Læs mere

Constant Terminal Voltage. Industry Workshop 1 st November 2013

Constant Terminal Voltage. Industry Workshop 1 st November 2013 Constant Terminal Voltage Industry Workshop 1 st November 2013 Covering; Reactive Power & Voltage Requirements for Synchronous Generators and how the requirements are delivered Other countries - A different

Læs mere

Using SL-RAT to Reduce SSOs

Using SL-RAT to Reduce SSOs Using SL-RAT to Reduce SSOs Daniel R. Murphy, P.E. Lindsey L. Donbavand November 17, 2016 Presentation Outline Background Overview of Acoustic Inspection Approach Results Conclusion 2 Background Sanitary

Læs mere

Hvordan får vi bugt med det fedmefremmende samfund?

Hvordan får vi bugt med det fedmefremmende samfund? Hvordan får vi bugt med det fedmefremmende samfund? Forebyggelse af overvægt og fedme hos børn hvad ved vi fra kontrollerede randomiserede undersøgelser? Berit L Heitmann, Professor PhD Enheden for Epidemiologisk

Læs mere

ASCO Brystkræft

ASCO Brystkræft ASCO 2016 - Brystkræft Abstract LBA1: A Randomized Trial (MA17R) of Extending Adjuvant Letrozole for 5 Years of Aromatase Inhibitor Therapy alone or Preceded by Tamoxifen in Postmenopausal Women with Early-stage

Læs mere

Resource types R 1 1, R 2 2,..., R m CPU cycles, memory space, files, I/O devices Each resource type R i has W i instances.

Resource types R 1 1, R 2 2,..., R m CPU cycles, memory space, files, I/O devices Each resource type R i has W i instances. System Model Resource types R 1 1, R 2 2,..., R m CPU cycles, memory space, files, I/O devices Each resource type R i has W i instances. Each process utilizes a resource as follows: request use e.g., request

Læs mere

RoE timestamp and presentation time in past

RoE timestamp and presentation time in past RoE timestamp and presentation time in past Jouni Korhonen Broadcom Ltd. 5/26/2016 9 June 2016 IEEE 1904 Access Networks Working Group, Hørsholm, Denmark 1 Background RoE 2:24:6 timestamp was recently

Læs mere

Molio specifications, development and challenges. ICIS DA 2019 Portland, Kim Streuli, Molio,

Molio specifications, development and challenges. ICIS DA 2019 Portland, Kim Streuli, Molio, Molio specifications, development and challenges ICIS DA 2019 Portland, Kim Streuli, Molio, 2019-06-04 Introduction The current structure is challenged by different factors. These are for example : Complex

Læs mere

Please report absence, also if you don t plan to participate in dinner to Birgit Møller Jensen Telephone: /

Please report absence, also if you don t plan to participate in dinner to Birgit Møller Jensen   Telephone: / Annex 01.01 Board Meeting - Draft Agenda Wednesday, 24 th April 2013 at 15.00-20.00 in the Meetery, AADK, Fælledvej 12, 2200 Copenhagen N Agenda Status Time (proposed) Annex Comments 1. Welcome and approval

Læs mere