REVIEW. Predictive and prognostic value of FDG-PET

Størrelse: px
Starte visningen fra side:

Download "REVIEW. Predictive and prognostic value of FDG-PET"

Transkript

1 Cancer Imaging (2008) 8, DOI: / REVIEW Predictive and prognostic value of FDG-PET Lioe-Fee de Geus-Oei and Wim J.G. Oyen Department of Nuclear Medicine, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands Corresponding address: L.F. de Geus-Oei, MD PhD, Department of Nuclear Medicine (internal postal code 444), Radboud University Nijmegen Medical Centre, PO Box 9101, 6500 HB Nijmegen, The Netherlands. Date accepted for publication 14 February 2008 Abstract The predictive and prognostic value of fluorodeoxyglucose (FDG)-positron emission tomography (PET) in nonsmall-cell lung carcinoma, colorectal carcinoma and lymphoma is discussed. The degree of FDG uptake is of prognostic value at initial presentation, after induction treatment prior to resection and in the case of relapse of non-small cell lung cancer (NSCLC). In locally advanced and advanced stages of NSCLC, FDG-PET has been shown to be predictive for clinical outcome at an early stage of treatment. In colorectal carcinoma, limited studies are available on the prognostic value of FDG-PET, however, the technique appears to have great potential in monitoring the success of local ablative therapies soon after intervention and in the prediction and evaluation of response to radiotherapy, systemic therapy, and combinations thereof. The prognostic value of end-of treatment FDG-PET for FDG-avid lymphomas has been established, and the next step is to define how to use this information to optimize patient outcome. In Hodgkin s lymphoma, FDG-PET has a high negative predictive value, however, histological confirmation of positive findings should be sought where possible. For non-hodgkin s lymphoma, the opposite applies. The newly published standardized guidelines for interpretation formulates specific criteria for visual interpretation and for defining PET positivity in the liver, spleen, lung, bone marrow and small residual lesions. The introduction of these guidelines should reduce variability among studies. Interim PET offers a reliable method for early prediction of long-term remission, however it should only be performed in prospective randomized controlled trials. Many of the diagnostic and management questions considered in this review are relevant to other tumour types. Further research in this field is of great importance, since it may lead to a change in the therapeutic concept of cancer. The preliminary findings call for systematic inclusion of FDG-PET in therapeutic trials to adequately position FDG-PET in treatment time lines. Keywords: FDG-PET; prediction; prognosis; response monitoring; therapy monitoring; SUV; non-small-cell lung cancer; colorectal cancer; lymphoma. Introduction For several years, [ 18 F]fluorodeoxyglucose (FDG)-positron emission tomography (PET) has become part of the standard of care in pre-surgical staging of a variety of malignant diseases, focusing on the detection of malignant lesions at early stages and early detection of recurrence and metastatic spread. FDG-PET has been shown to be successful in distinguishing fibrosis and scar from viable tumour in residual masses after therapy and in localization of recurrence in patients with an unexplained rise of serum tumour markers. FDG-PET has a positive impact on overall staging and patient management for a wide variety of malignancies. However, there is more beyond staging. The metabolic information provided by FDG-PET makes this technique a promising imaging biomarker. Biomarkers in medical practice have been defined as indicators of normal biological or pathologic processes, or indicators of response to treatment and they can serve as a surrogate clinical endpoint. Thus, by definition, many specimen features can be considered biomarkers. The strength of FDG-PET, however, is that it permits whole-body imaging in a non-invasive way. It is therefore not limited to characterizing one or a few target lesions, but can evaluate multiple tumour sites at the This paper is available online at In the event of a change in the URL address, please use the DOI provided to locate the paper /08/ þ 11 ß 2008 International Cancer Imaging Society

2 Predictive and prognostic value of FDG-PET 71 same time. Furthermore, serial scanning can be performed, which allows for measurement of functional changes over time during therapeutic interventions. The technique can visualize and quantify FDG uptake and is able to provide several highly reproducible quantitative parameters of tumour glucose metabolism. As individualized treatment strategies become more relevant and the choice of anti-tumour agents is expanding considerably, there is growing interest in the use of FDG-PET as a response-monitoring tool. Some new therapies may be cytostatic instead of cytoreductive, in which case successful treatment may not lead to a decrease in tumour size, which poses new demands on imaging modalities. The present review aims to discuss the predictive and prognostic value of FDG-PET. It addresses the role of FDG-PET in identifying tumour response to anti-cancer therapies and in identifying subsets of patients with poor outcome among patients with nonsmall-cell lung cancer (NSCLC), colorectal carcinoma and lymphoma. Prognostic value of FDG-PET in NSCLC The introduction of the combined use of FDG-PET and computed tomography (CT) has had a major impact on the diagnosis and staging of lung cancer. FDG-PET has been employed to evaluate unclassified pulmonary nodules for malignancy [1,2]. Furthermore, it provides non-invasive mediastinal staging and reduces the number of futile thoracotomies and mediastinoscopies [3 5]. This imaging modality detects unsuspected extrathoracic metastases in 14 17% of patients otherwise considered potentially resectable [6]. Recently, FDG-PET has also demonstrated its value in radiation treatment planning and detection of recurrent disease [7 10]. Currently, there is an increasing interest in the role of FDG-PET beyond staging, such as the evaluation of biological characteristics of the tumour and prediction of prognosis in the context of treatment stratification and the early assessment of tumour response to therapy. To date, the tumour node metastasis (TNM) staging system is considered the most important tool to estimate prognosis and the most important guide in treatment decisions [11]. However, the TNM staging system provides an incomplete biologic profile of NSCLC, does not always provide a satisfactory explanation for differences in relapse and survival and is thus far from perfect as a prognostic indicator [12]. Quantitative measures of biological aggressiveness, like FDG uptake, seem to be better indicators for survival and risk of relapse [12 15]. For prognostic stratification a semi-quantitative value that expresses glucose use (i.e. the standardized uptake value or SUV) can be calculated using a single whole body FDG-PET that is routinely performed as part of the pre-therapeutic staging procedure. A great advantage of measurement of FDG uptake is that this can be done before any treatment has been performed. The prognostic value of FDG-PET at diagnosis [12,15 24], after induction therapy [25 28] or in recurrent disease [29,30] has been evaluated. These studies have shown that pre-therapeutic FDG-PET not only improved patient staging, but also provided prognostic information. Patients with low FDG uptake in their primary tumour have a significant longer overall and progression-free survival than patients with high FDG uptake. Several studies [16,17,21] found that in patients with high FDG uptake, prognosis was further reduced if the tumour also exceeded 3 cm in size. In contrast to FDG uptake in the primary tumour, the prognostic ability of the SUV for the regional lymph nodes remains uncertain. Sasaki et al. [15] observed that patients with high SUVs of their regional lymph nodes and low SUVs in their primary tumours did not experience any local or distant relapse. Therefore, it is at least speculated that the SUVs for the regional lymph nodes do not agree with and are not stronger prognostic factors than the SUVs for the primary tumour. Patients with complete resolution of prior FDG positive lesions have been shown to have a good prognosis compared to those with residual FDG uptake after induction treatment. Univariate analyses performed to determine a cut-off point for the SUV in the primary tumour to discriminate between a more or less favourable prognosis has ranged widely from 5 to 20. Vansteenkiste and Higashi et al. [12,17] showed that dichotomization with a broad range of SUVs gave significantly discriminative log-rank probability values. This implies that the relationship between SUV and prognosis could be a gradual one rather than based on a threshold. It seems reasonable to hypothesize that there is no true cut-off point but, rather, a transition zone, within which the prognosis gradually worsens. However, the wide range of SUV values seen in these studies can also be due to the heterogeneity of the patient cohorts analysed and to variation in the PET scanners and acquisition protocols used. Institutionalbased technical factors can lead to variations in measurement of SUV and might hinder the integrated or comparative interpretation of the results from one centre to another [31,32]. Therefore, standardization of acquisition, reconstruction and ROI methods is preferred for SUV quantification in multi-centre trials [32]. Agreement on methods of scanning, SUV measurement and the best cut-off values is needed before this technique can be fully exploited in clinical medicine to select patients for adjuvant treatments. Nevertheless, despite these variabilities and concerns, all 17 studies arrived at the same conclusion and strongly confirmed that the degree of tumour glucose use on an FDG-PET scan provides independent prognostic information.

3 72 L.F. de Geus-Oei, W.J.G. Oyen Figure 1 Typical example of a patient with stage IV NSCLC and tumour response to chemotherapy. Relative to baseline (A), there is an obvious metabolic response on FDG-PET after two cycles of carboplatin/gemcitabine (B). The lung lesion in combination with some atelectasis persists indefinitely on the post-therapy (B) CT scan, which cannot distinguish residual vital tumour. Predictive value of FDG-PET in NSCLC Although the hallmark for evaluation of therapeutic effectiveness of cancer treatment, current morphological imaging techniques have limitations in reliably distinguishing necrotic tumour or fibrotic scar from residual tumour tissue [26]. Metabolic response correlated better to pathologic response than the change in size on CT and proved to be a better predictor of long-term survival [33 38]. Indeed, final treatment outcome will be determined more by the biological aggressiveness of residual tumour than by its volume [39]. A reduction in glucose use by tumour cells, indicative of tumour response to therapy, may occur before alterations in tumour size. There seems to be a near linear relationship between the change in tumour glucose use (as expressed in the SUV) and the percent of non-viable tumour cells in resected tumours [36,37]. Fourteen studies indicated a possible role for PET in assessment of response during chemotherapy [40 43], induction chemotherapy [28,44] during or after radiotherapy [45,46], or a combination thereof [26,35 38,47]. There are significantly more complete responders to chemoradiation on PET than CT, whereas fewer patients are judged to be nonresponders, which implies that chemoradiation may be a more effective therapy than previous CT-based assessments have suggested [26]. Based on the residual metabolic rate of glucose after one cycle of chemotherapy, patients with different outcomes can be selected [28,40]. Early prediction of tumour response is of particular interest in patients with advanced stages of NSCLC. Tumour progression during first-line chemotherapy occurs in approximately 30% of patients [48]. Due to relatively slow tumour shrinkage as measured on morphological imaging modalities, a significant percentage of patients will continue to undergo toxic therapy for weeks without benefit. At present, there are no systematic data available on patients with NSCLC to determine the optimal time to perform FDG-PET after radiotherapy. However, the influence of radiation induced inflammatory reactions does not seem a major issue since all the reports in a post-radiotherapy setting did not show major confounding results [26,28,35,38,45,47,49 52]. Despite the fact that the 12 studies on therapy response assessment were very heterogeneous with respect to the methods of PET quantification and data analysis applied, the primary targets of PET evaluation (primary tumour and/or lymph nodes), tumour stage, tumour type, and the clinical end points (histology, survival), all studies showed that FDG-PET is a significant predictor of therapy outcome and provides results of great prognostic significance (Fig. 1). Prognostic and predictive value of FDG-PET in colorectal carcinoma FDG-PET has an established role in staging patients before surgical resection of recurrence and metastases, in the localization of recurrence in patients with an unexplained rise of serum carcinoembryonic antigen, and distinguishing fibrosis and scar from viable tumour in

4 Predictive and prognostic value of FDG-PET 73 residual masses of rectal cancer after treatment [53]. In the pre-surgical evaluation, FDG-PET may be best used in conjunction with anatomic imaging in order to combine the benefits of both anatomical (CT) and functional (PET) information, which leads to significant improvements in pre-operative liver staging and pre-operative judgement on the feasibility of resection. Integration of FDG-PET into the management algorithm of these categories of patients alters and improves therapeutic management, reduces morbidity due to futile surgery, leads to substantial cost savings and probably also to a better patient outcome [54,55]. The following paragraph presents a literature review of its emerging role in the prediction and evaluation of treatment response, such as monitoring of radiotherapy and multimodality treatment response in primary rectal cancer [56 62], monitoring response after local ablative therapy of liver metastases [63 66] and monitoring chemotherapy response in advanced colorectal cancer [67 71]. Several investigators have speculated that the amount of FDG uptake correlates with biologic factors such as Ki-67, proliferating cell nuclear antigen, Glut-1, and hexokinase [72] and that FDG uptake resembles the biological behaviour of the tumour, and might be associated with intrinsic biologic characteristics, like hypoxia [73], low apoptosis rate [74], cell viability [75], proliferative activity [76] and p53 overexpression [77]. These characteristics are all potentially adverse factors in patients treated with radiotherapy or chemotherapy, while some of them may also impact negatively in patients treated surgically. To the best of our knowledge, there are only two studies [78,79] addressing the prognostic value of FDG-PET in patients with metastatic colorectal carcinoma. Pretreatment FDG uptake in metastatic colorectal cancer predicted outcome, irrespective of the subsequent treatment modality, as patients with FDG avid disease showed reduced overall survival. In rectal cancer, pre-operative chemoradiotherapy is used in advanced T3 and T4 tumours in an attempt to down-stage the disease, in order to reduce the risk of local recurrence and to allow sphincter preserving tumour resection in selected cases [80,81]. FDG-PET may have a role in pre-operative multimodality treatment response evaluation and in a pre-operative strategy aimed at identifying patients most suitable for sphincter preserving surgery [56,58]. Reduction in SUV was significantly greater in (histopathologically confirmed) responders compared to non-responders and predicted therapy outcome significantly better than endorectal ultrasound, CT and magnetic resonance imaging (MRI) [56,57,59,60]. It is striking that the confounding radiotherapy-induced effects, as discussed earlier, have less impact on the results of FDG-PET if it is combined with chemotherapy and/or regional hyperthermia. This implies that the nature of the combination of treatment modalities for neoadjuvant therapy is important in the timing of FDG- PET evaluation. Further studies are required to ascertain the exact sequence of time-dependent (radio)biological effects during neoadjuvant multimodality treatment. For induction radiotherapy alone, it has not yet been sufficiently investigated whether FDG-PET could play a role in the pre-operative radiotherapy response assessment of primary rectal cancer. The generally accepted interval of at least 6 months for FDG-PET evaluation after adjuvant radiotherapy is not applicable in a neoadjuvant setting. Probably due to these expected confounding radiotherapy-induced effects on FDG uptake, only one study on this subject has been performed [61]. They found that an overall decrease of glucose utilization correlated to reduction of tumour burden and cell death and was predictive for therapy outcome as early as 2 weeks after radiotherapy. These surprising results call for systematic investigation of the required interval for post-radiotherapy evaluation with FDG-PET. For patients with colorectal liver metastases, surgical resection offers the best chances for cure. In most patients with colorectal liver metastases, however, resection cannot be performed. When this is caused by the number and/or localization of metastases, local ablative techniques such as cryosurgery or radiofrequency ablation may offer an alternative treatment that produces localized intrahepatic tumour destruction and possibly results in a prolongation of survival. A prospective randomized trial on the impact of radiofrequency ablation versus chemotherapy (CLOCC) is on-going. Different morphological imaging techniques have been used to facilitate intra-operative localization. However, during the process of local ablation the destruction process cannot easily be ascertained with intra-operative ultrasound imaging because of the hyperechogenicity that is induced within the treated area [82]. Furthermore, evaluation with CT scanning or MRI of residual tumour after the ablation procedure is limited because posttreatment hyperaemia or tissue regeneration may result in contrast enhancement in the periphery of the ablative necrosis [83]. This can lead to either a delayed diagnosis of treatment failure or to confusion between incomplete local ablative treatment and the occurrence of new metastases in regions adjacent to the treatment site. Several studies have described the feasibility of FDG-PET scanning in the surveillance of these patients [63 66]. It appears to have great potential in identifying residual tumour soon after local ablative treatments. The negative predictive value of FDG-PET at 3 months was 100%. The data presented indicate that FDG-PET could play a central role in optimizing the use of local ablative treatment of liver metastases as it recognizes early incomplete tumour ablation that is not detectable by CT scanning. FDG-PET determines the need for further investigations and guides the reading of the CT scan, which on its own appears difficult to interpret in the early period after local ablative therapy. The combined information of FDG-PET and CT scans offers the opportunity to re-treat tumours at an early stage.

5 74 L.F. de Geus-Oei, W.J.G. Oyen Figure 2 Transversal slice through the liver at baseline (A) and after 2 months of chemotherapy (B) in a patient with liver metastases of colorectal cancer. After 2 months of chemotherapy there is a complete metabolic response; MRI still shows a liver lesion of 7 cm in diameter. There are five reports suggesting that FDG-PET can predict response to chemotherapy in patients with irresectable colorectal cancer liver metastases [67 71] (Fig. 2). A clear correlation was observed between the reduction of tumour metabolism 5 weeks after the initiation of chemotherapy and treatment outcome, which was not observed at 1 2 weeks on treatment [67]. These results show the importance of the correct timing of FDG-PET after the onset of chemotherapy. The authors mention the so-called flare phenomenon that occurs 1 2 weeks after the initiation of chemotherapy, which can be observed as a marked increase in FDG metabolism in lesions that show a response later on. Bender et al. [68] showed that the flare phenomenon probably does not play a role as early as 72 h after initiation of chemotherapy. These preliminary data indicate that acute changes of glucose utilization following a single application of chemotherapy seem to be indicative for the final therapeutic outcome. Predictive and prognostic value of FDG-PET in lymphoma In the treatment of curable lymphomas (e.g. Hodgkin s lymphoma (HL) and aggressive, i.e. high-grade non- Hodgkin s lymphoma (NHL) or diffuse large B-cell lymphoma (DLBCL)), the goal of treatment is to achieve a complete response, which is a prerequisite for cure [84]. Patients who do not achieve a complete response by the end of treatment are offered extra or salvage treatment. CT is often unable to differentiate between viable tumour, necrosis, or fibrosis in a residual mass (Fig. 3). The awareness of long-term toxicities and treatment related disease, especially after chemoradiation, has questioned the standard use of radiotherapy on a residual mass [85]. The introduction of patient tailored therapy raised the interest for accurate assessment of response. Recently, FDG-PET has been introduced for post-treatment remission assessment of these FDG-avid, potentially curable lymphomas. A high negative predictive value of FDG-PET is consistently reported in DLBCL and HL, and a negative FDG-PET clearly identifies patients with an excellent prognosis [86]. Classical HL deserves special consideration in this regard. In patients with HL the significance of a positive FDG-PET scan is less clear, since typically less than 1% of the tumour mass comprises malignant cells; the remainder is a benign inflammatory infiltrate [87]. In general, a negative scan in HL is indicative of a good prognosis, whereas a positive scan should be interpreted in concert with other staging investigations. in contrast, in histologically aggressive NHL, there appear to be few false positive results but negative FDG-PET scans must be viewed with some caution [88]. CT-defined FDG-PET negative residual masses require no further treatment. FDG-PET-positive residual masses require further treatment, preferably after histological confirmation. The prognostic value of FDG-PET for curable lymphomas has been established, however, the next step is to define how to use this information

6 Predictive and prognostic value of FDG-PET 75 Figure 3 (A) Pre-treatment and (B) post-treatment PET-CT of a patient with a stage IIA nodular sclerosing Hodgkin s lymphoma. The baseline FDG-PET shows advanced FDG avid disease. A first follow-up study shows complete metabolic response, whereas the CT scan shows residual mediastinal abnormalities. The patient was classified as having CRu (complete response unconfirmed) by International Workshop Criteria (IWC) and complete response by IWC þ PET. to optimize patient outcomes. The role of metabolic response assessment in aggressive NHL subtypes other than DLBCL, and in indolent and mantle-cell lymphomas, is questionable. Most low-grade lymphomas relapse over time, regardless of the initial response obtained and early salvage therapy has not yet been proven to change survival. Although HL, DLBCL, follicular lymphoma and mantle-cell lymphoma are routinely FDG avid, pretherapy FDG-PET for assessment of response after treatment is strongly encouraged, because it can facilitate the interpretation of post-therapy FDG-PET[89 91]. However, pre-treatment FDG-PET is obligatory for variably FDG avid lymphomas, like aggressive NHL subtypes other than DLBCL, such as T-cell lymphomas, and all subtypes of indolent NHL other than follicular lymphoma, such as extranodal marginal zone lymphoma of mucosa associated lymphoid tissue (MALT) and small lymphocytic lymphoma, to document pre-treatment FDG avidity at all disease sites noted by CT[89,92,93]. The imaging subcommittee of the International Harmonization Project (IHP) recommended metabolic response assessment at the conclusion of therapy at least 3 weeks after chemo(immuno)therapy and preferably 8 12 weeks after completion of (chemo)radiation, in order to minimize false-positive interpretation, due to transient inflammatory changes as a reaction to therapy[91]. As benign inflammatory FDG uptake in a residual mass rarely exceeds FDG uptake in the mediastinum, a comparison between uptake in the residual mass and the mediastinum has been proposed by the IHP as a reference cut-off for standardization of PET criteria. Residual masses, regardless of their location, with uptake less than or equal to mediastinal activity should be considered negative for lymphoma, while uptake greater than mediastinal uptake should be considered as residual disease. However, as FDG-uptake in a residual mass less than 2 cm in diameter is artificially decreased because of the effect of partial volume averaging, any uptake higher than the surrounding background should be suggestive for residual lymphoma. Where abnormal FDG uptake is seen outside the sites involved initially, infectious/inflammatory lesions and thymic hyperplasia have first to be excluded[94]. Such lesions should only be considered relapsed or progressive disease after confirmation with other modalities. Specific criteria for lung nodules have been developed. New lung nodules 41.5 cm as measured by CT in

7 76 L.F. de Geus-Oei, W.J.G. Oyen a patient with no evidence of pulmonary lymphoma before therapy should only be considered suggestive of lymphoma if nodular uptake exceeds that of the mediastinum and should always be confirmed with other modalities and ultimately need histologic confirmation. In cases of complete response at all previously known disease sites, these new lung FDG-avid nodules should be considered negative for lymphoma regardless of their size or uptake because these typically represent infectious or inflammatory lesions. Unfortunately, residual lymphoma cannot be excluded in pre-existent small nodules 51.5 cm in size, that fail to show FDG uptake [91]. FDG uptake that exceeds liver or spleen uptake in preexisting hepatic or splenic lesions that are 41.5 cm as measured on CT should be considered positive for lymphoma. If their uptake is less than that of the liver or spleen they should be considered negative for lymphoma, whereas persistent hepatic/splenic lesions 51.5 cm in diameter should be considered negative if their uptake is equal to or lower than surrounding liver or spleen uptake. Recent cytokine administration can cause diffusely increased splenic uptake for up to 10 days after cessation of cytokine administration [95]. If the patient has no history of cytokine administration, diffusely increased splenic uptake greater than normal liver uptake should be interpreted as positive for lymphoma. Diffusely increased bone marrow uptake, is usually due to post-therapy marrow hyperplasia. However, obviously increased (multi)focal bone marrow uptake should be considered positive for lymphoma. Bone marrow biopsy, however, remains the standard procedure for assessment of bone marrow, since a negative FDG uptake in the bone marrow does not exclude mild or moderate bone marrow involvement [96,97]. In addition to the standardization of FDG-PET interpretation, the IHP has formulated guidelines for integration of FDG-PET and CT results (IWC þ PET criteria, see Table 1) [98,99]. In the original International Workshop Criteria (IWC), based on CT response assessment, complete response unconfirmed (CRu) was defined by complete disappearance of all detectable Table 1 International Workshop Criteria and PET-based response criteria for lymphoma [85,91,98,99] IWC þ PET response designations CR PR SD PD Description CR, CRu, PR or SD by IWC; PET completely negative; BMB negative if positive prior to therapy CR, CRu, PR by IWC; PET positive SD by IWC; PET positive PD by IWC; PET positive corresponding to the CT abnormality IWC þ PET, International Workshop Criteria and positron emission tomography; CR, complete remission; BMB, bone marrow biopsy; CT, computed tomography; CRu, unconfirmed CR; PR, partial response; SD, stable disease; PD, progressive disease. clinical evidence of disease, normalization of biochemical abnormalities and disease-related symptoms, but with a residual mass more than 1.5 cm in diameter that has regressed by more than 75% or indeterminate bone marrow (increased number or size of aggregates without cytologic or architectural atypia). FDG-PET increased the number of patients with complete remission by eliminating the CRu category, and enhanced the ability to discern the difference in progression-free survival between patients with complete and partial remission (Fig. 3). It is important that these guidelines are adopted widely by study groups, pharmaceutical and biotechnology companies, and regulatory agencies to facilitate the development of new and more effective therapies to improve the outcome of patients with lymphoma. Use of FDG-PET for early response assessment during a course of therapy should only be done in a clinical trial or as part of a prospective registry. Response-adapted treatment aims to optimize the balance between cure and toxicity for the individual patient. Early response assessment could enable this strategy in the future by minimizing treatment for patients with a good prognosis and intensifying treatment for patients with a poor prognosis. Most authors are convinced that interim FDG-PET has at least an equally strong prognostic value compared to end-of-treatment FDG-PET, but the optimal timing of interim PET is not yet clear. Several studies have demonstrated the predictive value of FDG-PET as early as after one to four cycles of chemo(immuno)therapy, although no treatment change based on early PET results has proven to alter patients outcome yet [100,101]. During a course of therapy, FDG-PET should be performed as close as possible before the subsequent cycle [91].Itis not yet clear whether visual or (semi)quantitative assessment is sufficiently reliable to distinguish patients with a more favourable from those with less favourable outcome. Nevertheless, measurements of fractional changes in glucose use over time are only reliable when sequential scans of the same patient are performed using the same scanner, under identical scanning, image reconstruction and data analysis conditions, what means that serial scans of one patient should be performed in the same institute. A clear cut-off for an adequate (clinically meaningful) reduction in glucose use remains to be defined in large trials and may vary on the basis of tumour histology and type of treatment. Final remarks This review provides an overview of the literature on the prognostic value of FDG-PET at initial presentation of NSCLC and metastatic colorectal carcinoma, after induction treatment of NSCLC and lymphoma and in the case of relapse of NSCLC. In other malignancies, such as head and neck squamous cell carcinoma [ ], breast cancer [77,109,110], glioma [111], oesophageal carcinoma [112,113], pancreatic cancer [ ] and

8 Predictive and prognostic value of FDG-PET 77 hepatocellular carcinoma [118] FDG-PET also proved to be an independent prognostic marker. As was reported in gastrointestinal stromal tumours [119,120], oesophageal carcinoma [ ], gastric carcinoma [124], head and neck squamous cell carcinoma [125] and cervix carcinoma [126], FDG-PET proved to have a predictive value early in the course of treatment of NSCLC and lymphoma. In colorectal carcinoma, FDG-PET also appears to have great potential in monitoring the success of local ablative therapies soon after intervention and in the evaluation of response to radiotherapy, systemic therapy, and combinations thereof. Further research in this field is of great importance, since it may induce a change in the therapeutic concept of oncological patients. If the results of the reviewed studies can be confirmed, FDG-PET could shorten the track of early clinical trials that assess new anti-neoplastic agents and could also improve patient management by reducing morbidity, efforts and costs of ineffective treatment in non-responders. References [1] Gould MK, Maclean CC, Kuschner WG, Rydzak CE, Owens DK. Accuracy of positron emission tomography for diagnosis of pulmonary nodules and mass lesions: a meta-analysis. JAMA 2001; 285: [2] Bury T, Dowlati A, Paulus P et al. Evaluation of the solitary pulmonary nodule by positron emission tomography imaging. Eur Respir J 1996; 9: [3] Verhagen AF, Bootsma GP, Tjan-Heijnen VC et al. FDG-PET in staging lung cancer: how does it change the algorithm? Lung Cancer 2004; 44: [4] van Tinteren H, Hoekstra OS, Smit EF et al. Effectiveness of positron emission tomography in the preoperative assessment of patients with suspected non-small-cell lung cancer: the PLUS multicentre randomised trial. Lancet 2002; 359: [5] Pieterman RM, van Putten JW, Meuzelaar JJ et al. Preoperative staging of non-small-cell lung cancer with positron-emission tomography. N Engl J Med 2000; 343: [6] Vesselle H, Turcotte E, Wiens L et al. Relationship between non-small cell lung cancer fluorodeoxyglucose uptake at positron emission tomography and surgical stage with relevance to patient prognosis. Clin Cancer Res 2004; 10: [7] Ashamalla H, Rafla S, Parikh K et al. The contribution of integrated PET/CT to the evolving definition of treatment volumes in radiation treatment planning in lung cancer. Int J Radiat Oncol Biol Phys 2005; 63: [8] Juweid ME, Cheson BD. Positron-emission tomography and assessment of cancer therapy. N Engl J Med 2006; 354: [9] De Ruysscher D, Wanders S, van Haren E et al. Selective mediastinal node irradiation based on FDG-PET scan data in patients with non-small-cell lung cancer: a prospective clinical study. Int J Radiat Oncol Biol Phys 2005; 62: [10] van Der Wel A, Nijsten S, Hochstenbag M et al. Increased therapeutic ratio by 18 FDG-PET CT planning in patients with clinical CT stage N2-N3M0 non-small-cell lung cancer: a modeling study. Int J Radiat Oncol Biol Phys 2005; 61: [11] van Rens MT, de la Riviere AB, Elbers HR, van den Bosch JM. Prognostic assessment of 2,361 patients who underwent pulmonary resection for non-small cell lung cancer, stage I, II, and IIIA. Chest 2000; 117: [12] Higashi K, Ueda Y, Arisaka Y et al. 18 F-FDG uptake as a biologic prognostic factor for recurrence in patients with surgically resected non-small cell lung cancer. J Nucl Med 2002; 43: [13] Higashi K, Ito K, Hiramatsu Y et al. 18 F-FDG uptake by primary tumor as a predictor of intratumoral lymphatic vessel invasion and lymph node involvement in non-small cell lung cancer: analysis of a multicenter study. J Nucl Med 2005; 46: [14] Higashi K, Ueda Y, Ayabe K et al. FDG PET in the evaluation of the aggressiveness of pulmonary adenocarcinoma: correlation with histopathological features. Nucl Med Commun 2000; 21: [15] Sasaki R, Komaki R, Macapinlac H et al. [ 18 F]fluorodeoxyglucose uptake by positron emission tomography predicts outcome of non-small-cell lung cancer. J Clin Oncol 2005; 23: [16] Ahuja V, Coleman RE, Herndon J, Patz Jr EF. The prognostic significance of fluorodeoxyglucose positron emission tomography imaging for patients with nonsmall cell lung carcinoma. Cancer 1998; 83: [17] Vansteenkiste JF, Stroobants SG, Dupont PJ et al. Prognostic importance of the standardized uptake value on 18 F-fluoro-2- deoxy-glucose-positron emission tomography scan in non-smallcell lung cancer: An analysis of 125 cases. Leuven Lung Cancer Group. J Clin Oncol 1999; 17: [18] Sugawara Y, Quint LE, Iannettoni MD et al. Does the FDG uptake of primary non-small cell lung cancer predict prognosis? A work in progress. Clin Positron Imaging 1999; 2: [19] Dhital K, Saunders CA, Seed PT, O Doherty MJ, Dussek J. [ 18 F]Fluorodeoxyglucose positron emission tomography and its prognostic value in lung cancer. Eur J Cardiothorac Surg 2000; 18: [20] Jeong HJ, Min JJ, Park JM et al. Determination of the prognostic value of [ 18 F]fluorodeoxyglucose uptake by using positron emission tomography in patients with non-small cell lung cancer. Nucl Med Commun 2002; 23: [21] Downey RJ, Akhurst T, Gonen M et al. Preoperative F-18 fluorodeoxyglucose-positron emission tomography maximal standardized uptake value predicts survival after lung cancer resection. J Clin Oncol 2004; 22: [22] Cerfolio RJ, Bryant AS, Ohja B, Bartolucci AA. The maximum standardized uptake values on positron emission tomography of a non-small cell lung cancer predict stage, recurrence, and survival. J Thorac Cardiovasc Surg 2005; 130: [23] Borst GR, Belderbos JS, Boellaard R et al. Standardised FDG uptake: a prognostic factor for inoperable non-small cell lung cancer. Eur J Cancer 2005; 41: [24] Eschmann SM, Friedel G, Paulsen F et al. Is standardised 18 F-FDG uptake value an outcome predictor in patients with stage III non-small cell lung cancer? Eur J Nucl Med Mol Imaging 2006; 33: [25] Patz Jr EF, Connolly J, Herndon J. Prognostic value of thoracic FDG PET imaging after treatment for non-small cell lung cancer. AJR Am J Roentgenol 2000; 174: [26] Mac Manus MP, Hicks RJ, Matthews JP et al. Positron emission tomography is superior to computed tomography scanning for response-assessment after radical radiotherapy or chemoradiotherapy in patients with non-small-cell lung cancer. J Clin Oncol 2003; 21: [27] Hellwig D, Graeter TP, Ukena D et al. Value of F-18-fluorodeoxyglucose positron emission tomography after induction therapy of locally advanced bronchogenic carcinoma. J Thorac Cardiovasc Surg 2004; 128: [28] Hoekstra CJ, Stroobants SG, Smit EF et al. Prognostic relevance of response evaluation using [ 18 F]-2-fluoro-2-deoxy-D-glucose positron emission tomography in patients with locally advanced non-small-cell lung cancer. J Clin Oncol 2005; 23: [29] Hellwig D, Groschel A, Graeter TP et al. Diagnostic performance and prognostic impact of FDG-PET in suspected recurrence of surgically treated non-small cell lung cancer. Eur J Nucl Med Mol Imaging 2006; 33:

9 78 L.F. de Geus-Oei, W.J.G. Oyen [30] Hicks RJ, Kalff V, MacManus MP et al. The utility of 18 F-FDG PET for suspected recurrent non-small cell lung cancer after potentially curative therapy: impact on management and prognostic stratification. J Nucl Med 2001; 42: [31] Boellaard R, Krak NC, Hoekstra OS, Lammertsma AA. Effects of noise, image resolution, and ROI definition on the accuracy of standard uptake values: a simulation study. J Nucl Med 2004; 45: [32] Westerterp M, Pruim J, Oyen W et al. Quantification of FDG PET studies using standardised uptake values in multi-centre trials: effects of image reconstruction, resolution and ROI definition parameters. Eur J Nucl Med Mol Imaging 2007; 34: [33] Miller AB, Hoogstraten B, Staquet M, Winkler A. Reporting results of cancer treatment. Cancer 1981; 47: [34] Green S, Weiss GR. Southwest Oncology Group standard response criteria, endpoint definitions and toxicity criteria. Invest New Drugs 1992; 10: [35] Choi NC, Fischman AJ, Niemierko A et al. Dose response relationship between probability of pathologic tumor control and glucose metabolic rate measured with FDG PET after preoperative chemoradiotherapy in locally advanced non-small-cell lung cancer. Int J Radiat Oncol Biol Phys 2002; 54: [36] Cerfolio RJ, Bryant AS, Winokur TS, Ohja B, Bartolucci AA. Repeat FDG-PET after neoadjuvant therapy is a predictor of pathologic response in patients with non-small cell lung cancer. Ann Thorac Surg 2004; 78: [37] Pottgen C, Levegrun S, Theegarten D et al. Value of 18 F-fluoro- 2-deoxy-D-glucose-positron emission tomography/computed tomography in non-small-cell lung cancer for prediction of pathologic response and times to relapse after neoadjuvant chemoradiotherapy. Clin Cancer Res 2006; 12: [38] Yamamoto Y, Nishiyama Y, Monden T et al. Correlation of FDG-PET findings with histopathology in the assessment of response to induction chemoradiotherapy in non-small cell lung cancer. Eur J Nucl Med Mol Imaging 2006; 33: [39] Vansteenkiste J, Fischer BM, Dooms C, Mortensen J. Positronemission tomography in prognostic and therapeutic assessment of lung cancer: systematic review. Lancet Oncol 2004; 5: [40] Weber WA, Petersen V, Schmidt B et al. Positron emission tomography in non-small-cell lung cancer: prediction of response to chemotherapy by quantitative assessment of glucose use. J Clin Oncol 2003; 21: [41] Lee KH, Lee SH, Kim DW et al. High fluorodeoxyglucose uptake on positron emission tomography in patients with advanced non-small cell lung cancer on platinum-based combination chemotherapy. Clin Cancer Res 2006; 12: [42] de Geus-Oei LF, van der Heijden HF, Visser EP et al. Chemotherapy response evaluation with 18 F-FDG PET in patients with non-small cell lung cancer. J Nucl Med 2007; 48: [43] Nahmias C, Hanna WT, Wahl LM et al. Time course of early response to chemotherapy in non-small cell lung cancer patients with 18 F-FDG PET/CT. J Nucl Med 2007; 48: [44] Vansteenkiste JF, Stroobants SG, De Leyn PR, Dupont PJ, Verbeken EK. Potential use of FDG-PET scan after induction chemotherapy in surgically staged IIIa-N2 non-small-cell lung cancer: a prospective pilot study. The Leuven Lung Cancer Group. Ann Oncol 1998; 9: [45] Ichiya Y, Kuwabara Y, Sasaki M et al. A clinical evaluation of FDG-PET to assess the response in radiation therapy for bronchogenic carcinoma. Ann Nucl Med 1996; 10: [46] Kong FM, Frey KA, Quint LE et al. A pilot study of [ 18 F]fluorodeoxyglucose positron emission tomography scans during and after radiation-based therapy in patients with non small-cell lung cancer. J Clin Oncol 2007; 25: [47] Mac Manus MP, Hicks RJ, Matthews JP et al. Metabolic (FDG- PET) response after radical radiotherapy/chemoradiotherapy for non-small cell lung cancer correlates with patterns of failure. Lung Cancer 2005; 49: [48] Sekine I, Tamura T, Kunitoh H et al. Progressive disease rate as a surrogate endpoint of phase II trials for non-small-cell lung cancer. Ann Oncol 1999; 10: [49] Abe Y, Matsuzawa T, Fujiwara T et al. Clinical assessment of therapeutic effects on cancer using 18 F-2-fluoro-2-deoxy-D-glucose and positron emission tomography: preliminary study of lung cancer. Int J Radiat Oncol Biol Phys 1990; 19: [50] Erdi YE, Macapinlac H, Rosenzweig KE et al. Use of PET to monitor the response of lung cancer to radiation treatment. Eur J Nucl Med 2000; 27: [51] Ryu JS, Choi NC, Fischman AJ, Lynch TJ, Mathisen DJ. FDG-PET in staging and restaging non-small cell lung cancer after neoadjuvant chemoradiotherapy: correlation with histopathology. Lung Cancer 2002; 35: [52] Hebert ME, Lowe VJ, Hoffman JM, Patz EF, Anscher MS. Positron emission tomography in the pretreatment evaluation and follow-up of non-small cell lung cancer patients treated with radiotherapy: preliminary findings. Am J Clin Oncol 1996; 19: [53] de Geus-Oei LF, Ruers TJ, Punt CJ et al. FDG-PET in colorectal cancer. Cancer Imaging 2006; 6: S71 S81. [54] Ruers TJ, Langenhoff BS, Neeleman N et al. Value of positron emission tomography with [F-18]fluorodeoxyglucose in patients with colorectal liver metastases: a prospective study. J Clin Oncol 2002; 20: [55] Wiering B, Krabbe PF, Jager GJ, Oyen WJ, Ruers TJ. The impact of fluor-18-deoxyglucose-positron emission tomography in the management of colorectal liver metastases. Cancer 2005; 104: [56] Amthauer H, Denecke T, Rau B et al. Response prediction by FDG-PET after neoadjuvant radiochemotherapy and combined regional hyperthermia of rectal cancer: correlation with endorectal ultrasound and histopathology. Eur J Nucl Med Mol Imaging 2004; 31: [57] Denecke T, Rau B, Hoffmann KT et al. Comparison of CT, MRI and FDG-PET in response prediction of patients with locally advanced rectal cancer after multimodal preoperative therapy: is there a benefit in using functional imaging? Eur Radiol 2005; 15: [58] Guillem JG, Puig-La Jr CJ, Akhurst T et al. Prospective assessment of primary rectal cancer response to preoperative radiation and chemotherapy using 18-fluorodeoxyglucose positron emission tomography. Dis Colon Rectum 2000; 43: [59] Guillem JG, Moore HG, Akhurst T et al. Sequential preoperative fluorodeoxyglucose-positron emission tomography assessment of response to preoperative chemoradiation: a means for determining longterm outcomes of rectal cancer. J Am Coll Surg 2004; 199: 1 7. [60] Calvo FA, Domper M, Matute R et al. 18 F-FDG positron emission tomography staging and restaging in rectal cancer treated with preoperative chemoradiation. Int J Radiat Oncol Biol Phys 2004; 58: [61] Schiepers C, Haustermans K, Geboes K et al. The effect of preoperative radiation therapy on glucose utilization and cell kinetics in patients with primary rectal carcinoma. Cancer 1999; 85: [62] Cascini GL, Avallone A, Delrio P et al. 18 F-FDG PET is an early predictor of pathologic tumor response to preoperative radiochemotherapy in locally advanced rectal cancer. J Nucl Med 2006; 47: [63] Langenhoff BS, Oyen WJ, Jager GJ et al. Efficacy of fluorine-18- deoxyglucose positron emission tomography in detecting tumor recurrence after local ablative therapy for liver metastases: a prospective study. J Clin Oncol 2002; 20: [64] Joosten J, Jager G, Oyen W, Wobbes T, Ruers T. Cryosurgery and radiofrequency ablation for unresectable colorectal liver metastases. Eur J Surg Oncol 2005; 31:

10 Predictive and prognostic value of FDG-PET 79 [65] Donckier V, Van Laethem JL, Goldman S et al. [F-18]Fluorodeoxyglucose positron emission tomography as a tool for early recognition of incomplete tumor destruction after radiofrequency ablation for liver metastases. J Surg Oncol 2003; 84: [66] Blokhuis TJ, van der Schaaf MC, van den Tol MP et al. Results of radio frequency ablation of primary and secondary liver tumors: long-term follow-up with computed tomography and positron emission tomography- 18 F-deoxyfluoroglucose scanning. Scand J Gastroenterol Suppl 2004: [67] Findlay M, Young H, Cunningham D et al. Noninvasive monitoring of tumor metabolism using fluorodeoxyglucose and positron emission tomography in colorectal cancer liver metastases: correlation with tumor response to fluorouracil. J Clin Oncol 1996; 14: [68] Bender H, Bangard N, Metten N et al. Possible role of FDG-PET in the early prediction of therapy outcome in liver metastases of colorectal cancer. Hybridoma 1999; 18: [69] Dimitrakopoulou-Strauss A, Strauss LG, Rudi J. PET-FDG as predictor of therapy response in patients with colorectal carcinoma. Q J Nucl Med 2003; 47: [70] Dimitrakopoulou-Strauss A, Strauss LG, Burger C et al. Prognostic aspects of 18 F-FDG PET kinetics in patients with metastatic colorectal carcinoma receiving FOLFOX chemotherapy. J Nucl Med 2004; 45: [71] de Geus-Oei LF, van Laarhoven HW, Visser EP et al. Chemotherapy response evaluation with FDG PET in patients with colorectal cancer. Ann Oncol 2008; 19: [72] Akhurst T, Kates TJ, Mazumdar M et al. Recent chemotherapy reduces the sensitivity of [ 18 F]fluorodeoxyglucose positron emission tomography in the detection of colorectal metastases. J Clin Oncol 2005; 23: [73] Clavo AC, Brown RS, Wahl RL. Fluorodeoxyglucose uptake in human cancer cell lines is increased by hypoxia. J Nucl Med 1995; 36: [74] Furuta M, Hasegawa M, Hayakawa K et al. Rapid rise in FDG uptake in an irradiated human tumour xenograft. Eur J Nucl Med 1997; 24: [75] Minn H, Clavo AC, Grenman R, Wahl RL. In vitro comparison of cell proliferation kinetics and uptake of tritiated fluorodeoxyglucose and L-methionine in squamous-cell carcinoma of the head and neck. J Nucl Med 1995; 36: [76] Haberkorn U, Strauss LG, Reisser C et al. Glucose uptake, perfusion, and cell proliferation in head and neck tumors: relation of positron emission tomography to flow cytometry. J Nucl Med 1991; 32: [77] Crippa F, Seregni E, Agresti R et al. Association between [ 18 F]fluorodeoxyglucose uptake and postoperative histopathology, hormone receptor status, thymidine labelling index and p53 in primary breast cancer: a preliminary observation. Eur J Nucl Med 1998; 25: [78] de Geus-Oei LF, Wiering B, Krabbe PF et al. FDG-PET for prediction of survival of patients with metastatic colorectal carcinoma. Ann Oncol 2006; 17: [79] Riedl CC, Akhurst T, Larson S et al. 18 F-FDG PET scanning correlates with tissue markers of poor prognosis and predicts mortality for patients after liver resection for colorectal metastases. J Nucl Med 2007; 48: [80] Losi L, Luppi G, Gavioli M et al. Prognostic value of Dworak grade of regression (GR) in patients with rectal carcinoma treated with preoperative radiochemotherapy. Int J Colorectal Dis 2005: 1 7. [81] Hughes R, Glynne-Jones R, Grainger J et al. Can pathological complete response in the primary tumour following pre-operative pelvic chemoradiotherapy for T3-T4 rectal cancer predict for sterilisation of pelvic lymph nodes, a low risk of local recurrence and the appropriateness of local excision? Int J Colorectal Dis 2006; 21: [82] Rossi S, Buscarini E, Garbagnati F et al. Percutaneous treatment of small hepatic tumors by an expandable RF needle electrode. AJR Am J Roentgenol 1998; 170: [83] Antoch G, Vogt FM, Veit P et al. Assessment of liver tissue after radiofrequency ablation: findings with different imaging procedures. J Nucl Med 2005; 46: [84] Mikhaeel NG. Use of FDG-PET to monitor response to chemotherapy and radiotherapy in patients with lymphomas. Eur J Nucl Med Mol Imaging 2006; 33(Suppl 1): [85] Brepoels L, Stroobants S, Verhoef G. PET and PET/CT for response evaluation in lymphoma: current practice and developments. Leuk Lymphoma 2007; 48: [86] Kirby AM, Mikhaeel NG. The role of FDG PET in the management of lymphoma: what is the evidence base? Nucl Med Commun 2007; 28: [87] Kasamon YL, Jones RJ, Wahl RL. Integrating PET and PET/ CT into the risk-adapted therapy of lymphoma. J Nucl Med 2007; 48(Suppl 1): 19S 27S. [88] Zinzani PL, Magagnoli M, Chierichetti F et al. The role of positron emission tomography (PET) in the management of lymphoma patients. Ann Oncol 1999; 10: [89] Elstrom R, Guan L, Baker G et al. Utility of FDG-PET scanning in lymphoma by WHO classification. Blood 2003; 101: [90] Schoder H, Noy A, Gonen M et al. Intensity of 18 fluorodeoxyglucose uptake in positron emission tomography distinguishes between indolent and aggressive non-hodgkin s lymphoma. J Clin Oncol 2005; 23: [91] Juweid ME, Stroobants S, Hoekstra OS et al. Use of positron emission tomography for response assessment of lymphoma: consensus of the Imaging Subcommittee of International Harmonization Project in Lymphoma. J Clin Oncol 2007; 25: [92] Hoffmann M, Kletter K, Diemling M et al. Positron emission tomography with fluorine-18-2-fluoro-2-deoxy-d-glucose (F18-FDG) does not visualize extranodal B-cell lymphoma of the mucosa-associated lymphoid tissue (MALT)-type. Ann Oncol 1999; 10: [93] Jerusalem G, Beguin Y, Najjar F et al. Positron emission tomography (PET) with 18 F-fluorodeoxyglucose ( 18 F-FDG) for the staging of low-grade non-hodgkin s lymphoma (NHL). Ann Oncol 2001; 12: [94] Bangerter M, Kotzerke J, Griesshammer M et al. Positron emission tomography with 18-fluorodeoxyglucose in the staging and follow-up of lymphoma in the chest. Acta Oncol 1999; 38: [95] Sugawara Y, Zasadny KR, Kison PV, Baker LH, Wahl RL. Splenic fluorodeoxyglucose uptake increased by granulocyte colony-stimulating factor therapy: PET imaging results. J Nucl Med 1999; 40: [96] Sugawara Y, Fisher SJ, Zasadny KR et al. Preclinical and clinical studies of bone marrow uptake of fluorine-1-fluorodeoxyglucose with or without granulocyte colony-stimulating factor during chemotherapy. J Clin Oncol 1998; 16: [97] Kazama T, Swanston N, Podoloff DA, Macapinlac HA. Effect of colony-stimulating factor and conventional- or high-dose chemotherapy on FDG uptake in bone marrow. Eur J Nucl Med Mol Imaging 2005; 32: [98] Juweid ME, Wiseman GA, Vose JM et al. Response assessment of aggressive non-hodgkin s lymphoma by integrated International Workshop Criteria and fluorine-18-fluorodeoxyglucose positron emission tomography. J Clin Oncol 2005; 23: [99] Cheson BD, Pfistner B, Juweid ME et al. Revised response criteria for malignant lymphoma. J Clin Oncol 2007; 25: [100] Romer W, Hanauske AR, Ziegler S et al. Positron emission tomography in non-hodgkin s lymphoma: assessment of chemotherapy with fluorodeoxyglucose. Blood 1998; 91: [101] Hutchings M, Loft A, Hansen M et al. FDG-PET after two cycles of chemotherapy predicts treatment failure and

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

United Nations Secretariat Procurement Division

United Nations Secretariat Procurement Division United Nations Secretariat Procurement Division Vendor Registration Overview Higher Standards, Better Solutions The United Nations Global Marketplace (UNGM) Why Register? On-line registration Free of charge

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

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

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

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

Onkologisk behandling af lokaliseret og lokalavanceret esophagus og gastroesophageal cancer

Onkologisk behandling af lokaliseret og lokalavanceret esophagus og gastroesophageal cancer Onkologisk behandling af lokaliseret og lokalavanceret esophagus og gastroesophageal cancer Marianne Nordsmark overlæge, phd, lektor Onkologisk afdeling Aarhus Universitetshospital Historically, this has

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Special VFR. - ved flyvning til mindre flyveplads uden tårnkontrol som ligger indenfor en kontrolzone

Special VFR. - ved flyvning til mindre flyveplads uden tårnkontrol som ligger indenfor en kontrolzone Special VFR - ved flyvning til mindre flyveplads uden tårnkontrol som ligger indenfor en kontrolzone SERA.5005 Visual flight rules (a) Except when operating as a special VFR flight, VFR flights shall be

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

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

Key words: HSVE, Serological Diagnosis, ELISA

Key words: HSVE, Serological Diagnosis, ELISA Key words: HSVE, Serological Diagnosis, ELISA Fig. 1 IgM and IgG antibody levels in acute phase CSF of patients with HSVE by age as determined by ELISA index at 1: 10 dilution of CSF age in years Fig.

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

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

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

Design til digitale kommunikationsplatforme-f2013

Design til digitale kommunikationsplatforme-f2013 E-travellbook Design til digitale kommunikationsplatforme-f2013 ITU 22.05.2013 Dreamers Lana Grunwald - svetlana.grunwald@gmail.com Iya Murash-Millo - iyam@itu.dk Hiwa Mansurbeg - hiwm@itu.dk Jørgen K.

Læs mere

Improving data services by creating a question database. Nanna Floor Clausen Danish Data Archives

Improving data services by creating a question database. Nanna Floor Clausen Danish Data Archives Improving data services by creating a question database Nanna Floor Clausen Danish Data Archives Background Pressure on the students Decrease in response rates The users want more Why a question database?

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

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

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

CT-scanning af 20 stks.

CT-scanning af 20 stks. Christiansborg 14 marts 2018 CT-scanning af 20 stks. Jørgen Johansen OUH DAHANCA Christiansborg 14 marts 2018 Konsekvenserne af rygning før, under og efter behandling for hoved/halskræft (HNSCC) Head and

Læs mere

Nyrecancer & kryoablation

Nyrecancer & kryoablation Nyrecancer & kryoablation - den tiltagende T1a udfordring Tommy Kjærgaard Nielsen, 1.reservelæge, ph.d. stud. Urinvejskirurgisk afdeling Aarhus Universitetshospital, Skejby Patienten 72 årig kvinde, henvist

Læs mere

ARTICLE. PET/CT and hepatic radiation injury in esophageal cancer patients

ARTICLE. PET/CT and hepatic radiation injury in esophageal cancer patients Cancer Imaging (2007) 7, 189 194 DOI: 10.1102/1470-7330.2007.0027 ARTICLE PET/CT and hepatic radiation injury in esophageal cancer patients Revathy B. Iyer a, Aparna Balachandran a, John F. Bruzzi a, Valen

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

Medinddragelse af patienter i forskningsprocessen. Hanne Konradsen Lektor, Karolinska Institutet Stockholm

Medinddragelse af patienter i forskningsprocessen. Hanne Konradsen Lektor, Karolinska Institutet Stockholm Medinddragelse af patienter i forskningsprocessen Hanne Konradsen Lektor, Karolinska Institutet Stockholm Værdi eller politisk korrekt (formentlig krav i fremtidige fondsansøgninger) Hurtigere, effektivere,

Læs mere

Department of Oncology Dedicated Magnetic Resonance Imaging in radiation therapy at Herlev Hospital

Department of Oncology Dedicated Magnetic Resonance Imaging in radiation therapy at Herlev Hospital Department of Oncology Dedicated Magnetic Resonance Imaging in radiation therapy at Herlev Hospital Faisal Mahmood MR och Strålterapi, Varberg 12. november 2013 Overview MRI projects in radiation therapy

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

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

Bias og confounding. Søren Kold, overlæge, ph.d., klinisk lektor Aalborg Universitetshospital

Bias og confounding. Søren Kold, overlæge, ph.d., klinisk lektor Aalborg Universitetshospital Bias og confounding Søren Kold, overlæge, ph.d., klinisk lektor Aalborg Universitetshospital Bias og confounding Kritisk litteraturlæsning Introduktion Øvelse Information 5 min. Gruppearbejde 20 min. Diskussion

Læs mere

Dumped ammunition - an environmental problem for sediment management?

Dumped ammunition - an environmental problem for sediment management? 5th International SedNet Conference, 27th-29th May 2008, Oslo, Norway Dumped ammunition - an environmental problem for sediment management? Jens Laugesen, Det Norske Veritas Harald Bjørnstad, Forsvarsbygg

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

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

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

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

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

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

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

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

Applications. Computational Linguistics: Jordan Boyd-Graber University of Maryland RL FOR MACHINE TRANSLATION. Slides adapted from Phillip Koehn

Applications. Computational Linguistics: Jordan Boyd-Graber University of Maryland RL FOR MACHINE TRANSLATION. Slides adapted from Phillip Koehn Applications Slides adapted from Phillip Koehn Computational Linguistics: Jordan Boyd-Graber University of Maryland RL FOR MACHINE TRANSLATION Computational Linguistics: Jordan Boyd-Graber UMD Applications

Læs mere

APNIC 28 Internet Governance and the Internet Governance Forum (IGF) Beijing 25 August 2009

APNIC 28 Internet Governance and the Internet Governance Forum (IGF) Beijing 25 August 2009 APNIC 28 Internet Governance and the Internet Governance Forum (IGF) Beijing 25 August 2009 http://www.intgovforum.org/ The Internet as a bone of contention The World Summit on the Information Society

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

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

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

Richter 2013 Presentation Mentor: Professor Evans Philosophy Department Taylor Henderson May 31, 2013

Richter 2013 Presentation Mentor: Professor Evans Philosophy Department Taylor Henderson May 31, 2013 Richter 2013 Presentation Mentor: Professor Evans Philosophy Department Taylor Henderson May 31, 2013 OVERVIEW I m working with Professor Evans in the Philosophy Department on his own edition of W.E.B.

Læs mere

Our activities. Dry sales market. The assortment

Our activities. Dry sales market. The assortment First we like to start to introduce our activities. Kébol B.V., based in the heart of the bulb district since 1989, specialises in importing and exporting bulbs world-wide. Bulbs suitable for dry sale,

Læs mere

Manuel behandling for patienter med hofteartrose

Manuel behandling for patienter med hofteartrose Manuel behandling for patienter med hofteartrose Muskel- og ledsygdomme er den vigtigste årsag til funktionsbegrænsning i Danmark En dansker mister i gennemsnit 7 år med god livskvalitet pga muskel- og

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

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

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

Bookingmuligheder for professionelle brugere i Dansehallerne 2015-16

Bookingmuligheder for professionelle brugere i Dansehallerne 2015-16 Bookingmuligheder for professionelle brugere i Dansehallerne 2015-16 Modtager man økonomisk støtte til et danseprojekt, har en premieredato og er professionel bruger af Dansehallerne har man mulighed for

Læs mere

Professor Ian Kunkler University of Edinburgh SIOG conference, Lisbon, 2014

Professor Ian Kunkler University of Edinburgh SIOG conference, Lisbon, 2014 Professor Ian Kunkler University of Edinburgh SIOG conference, Lisbon, 2014 MEMBERS OF SIOG RADIOTHERAPY TASK FORCE (Ann Oncol 16 th July 2014 Ian Kunkler Scotland Riccardo Audisio England Yazid Belkacemi

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

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

Clear aim to ensure safety of all people involved in optical links project Scope

Clear aim to ensure safety of all people involved in optical links project Scope Laser Safety Outline Clear aim to ensure safety of all people involved in optical links project Scope Hazard classification of CMS Tracker readout link system Requirements Note: Safety requirements here

Læs mere

Handling Sporadic Tasks in Off- Line Scheduled Distributed Real Time Systems

Handling Sporadic Tasks in Off- Line Scheduled Distributed Real Time Systems Handling Sporadic Tasks in Off- Line Scheduled Distributed Real Time Systems Damir Isović & Gerhard Fohler Department of Computer Engineering Mälardalen University, Sweden Presented by : Aseem Lalani Outline

Læs mere

Når behandlingen flytter hjem: muligheder og risici. Konsensusmøde om det borgernære sundhedsvæsen. Henning Boje Andersen

Når behandlingen flytter hjem: muligheder og risici. Konsensusmøde om det borgernære sundhedsvæsen. Henning Boje Andersen Når behandlingen flytter hjem: muligheder og risici Konsensusmøde om det borgernære sundhedsvæsen Dansk selskab for Patientsikkerhed 17. maj 2017 Henning Boje Andersen Danish Technical University DTU 2

Læs mere

Behandlingsfremskridt inden for kræft

Behandlingsfremskridt inden for kræft NATIONAL EXPERIMENTAL THERAPY PARTNERSHIP Behandlingsfremskridt inden for kræft Ulrik Lassen, professor, overlæge, ph.d. Fase 1 Enheden, onkologisk klinik, Rigshospitalet Formand for Dansk Selskab for

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

Quality indicators for clinical pharmacy services

Quality indicators for clinical pharmacy services Quality indicators for clinical pharmacy services Head of Quality and Improvement, Nordsjælland Hospital Dorthe Vilstrup Tomsen Assuring quality in clinical pharmacy services Following international, national

Læs mere

to register

to register www.livebidding.com.au to register ON ON PROPERTY RAM SALE LIST THURSDAY 15TH SEPTEMBER 2016 Inspection 9.30 Sale 1pm Glenwood 39R Dilladerry Rd Dubbo Matthew & Cherie Coddington 0438 877286 68877286 rpmerinos@bigpond.com

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

Susan Svec of Susan s Soaps. Visit Her At:

Susan Svec of Susan s Soaps. Visit Her At: Susan Svec of Susan s Soaps Visit Her At: www.susansoaps.com Background Based on All-Natural Soap and Other Products Started Due to Experience with Eczema Common Beginning Transition to Business Started

Læs mere

OSAS CPAP behandling Hvor meget er nok? Ole Hilberg Lungemedicinsk afdeling Århus Universitetshospital

OSAS CPAP behandling Hvor meget er nok? Ole Hilberg Lungemedicinsk afdeling Århus Universitetshospital OSAS CPAP behandling Hvor meget er nok? Ole Hilberg Lungemedicinsk afdeling Århus Universitetshospital Evolutionen Adherence - historie Hippokrates tid: Effekten af diverse miksturer bliver noteret! 1979:

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

ECE 551: Digital System * Design & Synthesis Lecture Set 5

ECE 551: Digital System * Design & Synthesis Lecture Set 5 ECE 551: Digital System * Design & Synthesis Lecture Set 5 5.1: Verilog Behavioral Model for Finite State Machines (FSMs) 5.2: Verilog Simulation I/O and 2001 Standard (In Separate File) 3/4/2003 1 ECE

Læs mere

Microsoft Dynamics C5. version 2012 Service Pack 01 Hot fix Fix list - Payroll

Microsoft Dynamics C5. version 2012 Service Pack 01 Hot fix Fix list - Payroll Microsoft Dynamics C5 version 2012 Service Pack 01 Hot fix 001 4.4.01.001 Fix list - Payroll CONTENTS Introduction... 3 Payroll... 3 Corrected elements in version 4.4.01.001... 4 Microsoft Dynamics C5

Læs mere

Byg din informationsarkitektur ud fra en velafprøvet forståelsesramme The Open Group Architecture Framework (TOGAF)

Byg din informationsarkitektur ud fra en velafprøvet forståelsesramme The Open Group Architecture Framework (TOGAF) Byg din informationsarkitektur ud fra en velafprøvet forståelsesramme The Open Group Framework (TOGAF) Otto Madsen Director of Enterprise Agenda TOGAF og informationsarkitektur på 30 min 1. Introduktion

Læs mere

Coordinator: Dr. Hsien-Ming Lee Coach Professor: Dr. Joseph J.-T. Huang Sit-in Professor: Dr. Su-Chang Lin. Presenter: Bagher Golzarroshan

Coordinator: Dr. Hsien-Ming Lee Coach Professor: Dr. Joseph J.-T. Huang Sit-in Professor: Dr. Su-Chang Lin. Presenter: Bagher Golzarroshan Coordinator: Dr. Hsien-Ming Lee Coach Professor: Dr. Joseph J.-T. Huang Sit-in Professor: Dr. Su-Chang Lin Presenter: Bagher Golzarroshan 1 Outline Introduction Cancer Apoptosis Apoptosis and disease Scope

Læs mere

Børneortopædi CP-hoften på 20 minutter

Børneortopædi CP-hoften på 20 minutter Børneortopædi CP-hoften på 20 minutter Christian Wong Overlæge Børnesektionen Ortopædkirurgisk afdeling 333 Hvidovre Hospital cwon0002@regionk.dk Soeren.boedtker@regionh.dk Disposition ved CP hofte fordrag

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

Indhold 1. INDLEDNING...4

Indhold 1. INDLEDNING...4 Abstract This thesis has explored the hypothesis that emotional dysregulation may be involved in problems with non response and high dropout rates, which are characteristicofthecurrenttreatmentofposttraumatic,stressdisorder(ptsd).

Læs mere

GUIDE TIL BREVSKRIVNING

GUIDE TIL BREVSKRIVNING GUIDE TIL BREVSKRIVNING APPELBREVE Formålet med at skrive et appelbrev er at få modtageren til at overholde menneskerettighederne. Det er en god idé at lægge vægt på modtagerens forpligtelser over for

Læs mere