Small (< 4 cm) Renal Mass: Differentiation of Oncocytoma From Renal Cell Carcinoma on Biphasic Contrast-Enhanced CT

Size: px
Start display at page:

Download "Small (< 4 cm) Renal Mass: Differentiation of Oncocytoma From Renal Cell Carcinoma on Biphasic Contrast-Enhanced CT"

Transcription

1 Geitouriary Imagig Origial Research Sasaguri et al. Differetiatig Ococytoma From RCC o Cotrast-Ehaced CT Geitouriary Imagig Origial Research Kohei Sasaguri 1,2 Naoki Takahashi 1 Daiel Gomez-Cardoa 1 Shuai Leg 1 Grat D. Schmit 1 Rickey E. Carter 3 radley C. Leibovich 4 kira Kawashima 1 Sasaguri K, Takahashi N, Gomez-Cardoa D, et al. Keywords: CT, differetial diagosis, kidey, real cell carcioma, real ococytoma DOI:1214/JR Received October 9, 2014; accepted after revisio February 26, Departmet of Radiology, Mayo Cliic, 200 First St SW, Rochester, MN ddress correspodece to N. Takahashi (Takahashi.Naoki@mayo.edu). 2 Preset address: Departmet of Radiology, Faculty of Medicie, Saga Uiversity, Saga, Japa. 3 Departmet of Health Scieces Research, Mayo Cliic, Rochester, MN. 4 Departmet of Urology, Mayo Cliic, Rochester, MN. This article is available for credit. JR 2015; 205: X/15/ merica Roetge Ray Society Small (< 4 cm) Real Mass: Differetiatio of Ococytoma From Real Cell Carcioma o iphasic Cotrast-Ehaced CT OJECTIVE. The purpose of this study was to evaluate whether small (< 4 cm) ococytomas ca be differetiated from real cell carciomas (RCCs) o biphasic cotrast-ehaced CT. MTERILS ND METHODS. Forty-three patiets with 53 ococytomas ad 123 patiets with 128 RCCs (24 papillary subtype ad 104 clear cell ad other subtypes) who uderwet biphasic cotrast-ehaced CT were icluded i the study. Patiet demographics ad CT tumor characteristics were evaluated i each case. multiomial logistic regressio model was the costructed for differetiatig ococytoma from clear cell ad other subtype RCCs, ococytoma from papillary RCCs, ad clear cell ad other subtype RCCs from papillary RCCs. The probability of each group was calculated from the model. Diagostic performace amog three pairwise diagoses ad betwee ococytoma ad ay RCC (clear cell ad other subtypes ad papillary) were assessed by UC values. RESULTS. Patiet age, tumor CT atteuatio values ad skewess (i.e., histogram aalysis of CT values) i both the corticomedullary ad ephrographic phases, ad subjective tumor heterogeeity were statistically sigificat variables i the multiomial logistic regressio aalysis. The logistic regressio model usig the variables yielded UCs of 2, 5, 1, ad 4 for differetiatig ococytomas from clear cell ad other subtype RCCs, ococytomas from papillary RCCs, clear cell ad other subtype RCCs from papillary RCCs, ad ococytomas from ay RCC (clear cell ad other subtypes ad papillary), respectively. CONCLUSION. combiatio of imagig features o biphasic CT, icludig tumor CT atteuatio values ad tumor texture (heterogeeity ad skewess), ca help differetiate ococytoma from RCC. T wety percet to 30% of solid real tumors smaller tha 4 cm are beig, ad of these beig lesios, more tha half are ococytomas [1, 2]. I view of the beig course ad excellet progosis of patiets with real ococytomas, active surveillace has bee icreasigly adopted as a treatmet strategy [3, 4]. Thus, it would be helpful to have a CT algorithm that could help to more cofidetly differetiate ococytoma from real cell carcioma (RCC). Classically described imagig fidigs of ococytoma (i.e., well-differetiated margis; homogeeous ehacemet without hemorrhage, calcificatio, or ecrosis; ad cetral stellate scar) are ot cosidered diagostic because of cosiderable overlap with RCC [5, 6]. I recet studies, segmetal ehacemet iversio o biphasic MDCT has bee reported as a fidig specific for real ococytoma [7, 8]. However other ivestigators have reported this fidig to be ifrequet ad ot characteristic of ococytoma [9, 10]. The purpose of this study was to determie whether small ococytomas ca be differetiated from RCCs by evaluatig a combiatio of tumor imagig characteristics o biphasic cotrast-ehaced CT. lthough o sigle imagig feature has bee idetified to cofidetly differetiate ococytoma from RCC, we hypothesized that diagostic accuracy could be improved by combiig multiple imagig features. Materials ad Methods Patiets This retrospective study was approved by our istitutioal review board ad is compliat with the HIP. ll patiets had previously coseted to the use of their medical records for research purposes. flowchart of patiet selectio is show i Figure 1. etwee Jauary 2003 ad Jauary 2011, 961 RCCs ad 168 ococytomas JR:205, November

2 Sasaguri et al. were diagosed histologically after surgical removal of primary real tumors smaller tha 4 cm i diameter at our istitutio. Durig the same period, 269 RCCs ad 67 ococytomas were diagosed by core eedle biopsy before percutaeous ablatio therapy for real tumors smaller tha 4 cm i diameter. Twety-three tumors diagosed as ococytic eoplasm by biopsy (ot diagostic of RCC or ococytoma) were excluded. Of these, all ococytomas ad oe half of RCCs were icluded i the study. We the selected patiets who uderwet multiphase cotrast-ehaced CT, icludig both corticomedullary ad ephrographic phases. Predomiatly cystic masses without a measurable solid compoet (i.e., septatios or mural odule smaller tha a few millimeters) were excluded (four RCCs). mog the remaiig patiets, ie had multiple ococytomas ad four had multiple RCCs; i these cases, up to three of the largest masses for each patiet were icluded i the evaluatio. The fial cohort icluded 43 patiets with 53 ococytomas (23 me ad 20 wome; mea age, 66.8 years) ad 123 patiets with 128 RCCs (82 me ad 41 wome; mea age, 61.9 years). Fourtee ococytomas ad 35 RCCs were diagosed by biopsy. Subtypes of RCC icluded 92 clear cell RCCs, 24 papillary RCCs, ad 12 other subtypes of RCC (three chromophobe RCCs, two combied clear cell ad papillary RCCs, ad seve RCCs of ucertai type). CT Protocol ll patiets uderwet multiphase cotrast-ehaced CT icludig both corticomedullary ad geeralized ephrographic phases. Our stadard CT real scaig protocol icludes tube voltage of 120 kvp, tube curret of m (depedig o patiet size), pitch of 84, slice thickess of 5.0 mm, IV ijectio of 140 ml of oioic cotrast material (iohexol, Omipaque 300, GE Healthcare) at a ijectio rate of 3 ml/s, ad scaig delays of 45 secods for the corticomedullary phase ad 90 secods for the ephrographic phase. Twety-eight patiets who uderwet CT at outside istitutios lacked records of amout ad ijectio rate of iodiaed cotrast material ad scaig delay time. dequacy of the phases (corticomedullary or ephrographic) was determied subjectively for these patiets. The corticomedullary phase was judged as adequate whe the real cortex ehaced brightly ad was easily differetiated from the miimally ehacig real medulla. The ephrographic phase was judged as adequate whe the real parechyma ehaced homogeeously but little or o cotrast material was excreted ito the collectig system. Slice thickess o these outside examiatios was variable ad raged from 1.3 to 6.5 mm (mea, 3.8 mm). CT Image alysis CT images were reviewed o a workstatio (dvatage for Widows versio 4.6, GE Healthcare). We recorded pertiet real tumor imagig features refereced i previous articles [11 14]. ll these features were assessed o the trasverse images. Reviewers were blided to the pathologic diagosis. Subjective Radiologic Features Cetral scar, agular iterface sig, pseudocapsule, cystic compoet, calcificatio, segmetal ehacemet iversio, degree of exophytic growth of the tumor, ad subjective heterogeeity of the tumor were retrospectively ad idepedetly assessed by two radiologists (with 8 ad 13 years of experiece i abdomial imagig). The locatio of each mass was give to the reviewers to avoid cofusio i patiets with more tha oe real mass. cetral scar was defied as a cetral stellate hypodesity i corticomedullary phase with or without progressive ehacemet i ephrographic phase. agular iterface sig was cosidered to be preset whe the tumor showed exophytic growth with a agular-shaped itraparechymal compoet ad a rouded exophytic compoet. Segmetal ehacemet iversio was determied to be preset whe the real tumor had two differetly ehacig segmets o corticomedullary phase images, with reversal of this ehacemet patter o the subsequet ephrographic phase images. pseudocapsule was defied as a high- or low-atteuatio rim surroudig the tumor. These subjective features were assessed as biary variables. The fial assessmet for discordat cases was made by cosesus review. The degree of exophytic growth of the tumor was graded by percetage of tumor outside the expected cotour of real parechyma (0 100% at 10% icremets). Subjective heterogeeity was rated usig a 3-poit gradig scale (1, homogeeous; 2, mildly heterogeeous; ad 3, markedly heterogeeous); the readers determied this gradig from either the corticomedullary or ephrographic phase images, whichever showed the most tumor heterogeeity. The degree of exophytic tumor growth ad subjective heterogeeity grade by the two readers were averaged for statistical aalysis. Objective Radiologic Features Objective features icluded maximal tumor diameter, CT atteuatio value of the tumor (Housfield uits) i both the corticomedullary ad ephrographic phases, ad quatitative tumor texture parameters measured by pixel distributio histogram of CT values, icludig etropy (irregularity of pixel distributio), skewess (skewess of pixel distributio), ad kurtosis (peakedess of pixel distributio) i both the corticomedullary ad ephrographic phase [15, 16] (equatios used to calculate etropy, skewess, ad kurtosis are show i ppedix 1). These parameters were measured by a sigle radiologist usig CT images i DICOM format exported to a PC. CT tumor atteuatio values ad texture parameters were calculated usig a Matlab (MathWorks) based software package developed i-house. Image-based deoisig was performed before calculatig the tumor texture [17]. The largest possible ellipsoid ROI was placed o the tumor for the largest crosssectioal area to calculate CT atteuatio ad tumor texture parameters, with careful attetio to avoid partial volume averagig from the adjacet ormal real parechyma ad periephric fat (Fig. 2). CT atteuatio value of the real cortex was measured i each phase. Stadard of Referece The stadard of referece was pathologic examiatio (official pathology report) for all tumors. Statistical alysis Uivariate aalysis was performed to compare patiet demographic data ad tumor radiologic features betwee the ococytomas ad RCCs. Clear cell RCCs ad papillary RCCs were aalyzed separately because they have distictly differet CT fidigs; other subtype RCCs were grouped alog with clear cell RCCs. Comparisos betwee the categoric data were tested usig the chi-square or Fisher exact probability test. Comparisos betwee the cotiuous data were tested usig the idepedet t test if ormal distributio was achieved; otherwise, the oparametric Ma- Whitey U test was used. I additio, the correlatio betwee subjective tumor heterogeeity ad etropy (objective tumor heterogeeity) was assessed with the Spearma rak correlatio coefficiet, usig the higher etropy value from either the corticomedullary or ephrographic phase. The oparametric Ma-Whitey U test was used to evaluate for a correlatio betwee tumor skewess ad subjective iteral tumor features (segmetal ehacemet iversio ad cetral scar). multiomial logistic regressio model was costructed for differetiatig ococytoma, clear cell ad other subtype RCCs, ad papillary RCCs. I this aalysis, the samplig fractio was cosidered whe weightig the observatios. Samplig weights were set by the prevalece of the lesio type i the etire case series divided by the prevalece of the lesio type i the sample i which imagig characteristics were studied. This allowed oversamplig of the less-commo lesio types ad provided a meas to correctly estimate positive predictive probabilities for each tumor group. Give this weightig schedule ad the feature vec JR:205, November 2015

3 Differetiatig Ococytoma From RCC o Cotrast-Ehaced CT TLE 1: Summary of Variables ad Uivariate alyses p Variables Ococytoma Clear Cell ad Other Subtype RCC Papillary RCC tor cotaiig primarily lesio-level attributes, tumors were treated as statistically idepedet durig modelig. The modelig was iitially performed such that all idepedet variables were etered as covariates. Stepwise selectio was the used util oly variables with p values for the likelihood ratio test less tha 0.05 were retaied i the fial model. Fourfold cross-validatio was used to costruct the models. Three of the four sets were used to costruct each model, ad the remaiig set was used for validatio. The model givig the best validatio statistic was chose as the fial model. This fial fitted ad cross-validated model was the used to calculate probabilities for each lesio type: ococytoma, clear cell ad other subtype RCCs, ad papillary RCCs. These probabilities were adjusted for the tumor prevalece i the etire cohort (235 ococytomas ad 1230 RCCs). Diagostic performace of the model to differetiate ococytoma from ay RCC (clear cell ad other subtypes ad papillary), as well as the ability to differetiate each pair of tumor groups (ococytoma vs clear cell ad other subtype RCCs, ococytoma vs papillary RCC, ad clear cell ad other subtype RCCs vs papillary RCC) was evaluated usig ROC curves. To elaborate the effect of iclusio of patiets who uderwet CT at outside istitutios, patiet demographics, tumor histologic features, ad CT atteuatio of real cortex were compared betwee those patiets who uderwet CT at our istitutio ad those who did so at outside istitutio. Statistical aalyses were performed usig statistical software (JMP versio 10.0, SS Istitute), ad p < 0.05 was cosidered to be statistically sigificat. Ococytoma vs Clear Cell ad Other Subtypes Ococytoma vs Papillary Clear Cell ad Other Subtypes vs Papillary Demographic data ge (y) 67 ± ± ± a 0.08 Sex, male-to-female ratio 30:23 68:36 19: Subjective CT features, % (o./total) Cetral scar 11.3 (6/53) 9.6 (10/104) 0 (0/24) Segmetal ehacemet iversio 13.2 (7/53) 3.8 (4/104) 0 (0/24) 0.04 a 1 gular iterface sig 5.7 (3/53) 1.9 (2/104) 0 (0/24) 1 Cystic compoet 3.8 (2/53) 9.6 (10/104) 0 (0/24) 1 Calcificatio 0 (0/53) 1.9 (2/104) 0 (0/24) 1 1 Pseudocapsule 17.0 (9/53) 32.7 (34/104) 8.3 (2/24) 0.04 a 0.02 a Exophytic growth (%) b 44 ± ± ± 26 Subjective heterogeeity b 1.9 ± 2.2 ± 1.1 ± 0.08 < a < a Objective CT features Size (mm) 22 ± 8 26 ± ± a 0.06 CT atteuatio value i corticomedullary phase (HU) 136 ± ± ± a < a < a CT atteuatio value i ephrographic phase (HU) 126 ± ± ± 15 < a < a < a Etropy i corticomedullary phase 6.3 ± 6.5 ± 5.7 ± 0.07 < a < a Etropy i ephrographic phase 6.1 ± 6.2 ± 5.7 ± < a < a Skewess i corticomedullary phase 4 ± 1 2 ± ± a 0.03 a Skewess i ephrographic phase 2 ± 2 0 ± ± 0.06 Kurtosis i corticomedullary phase 3.7 ± ± 3.2 ± 0.05 Kurtosis i ephrographic phase 3.2 ± 3.1 ± 3.2 ± Note Except where oted otherwise, data are mea ± SD. RCC = real cell carcioma. a The compariso was statistically sigificat. b veraged score of two radiologists. Results Uivariate alysis The results of uivariate aalyses are summarized i Table 1. Tumor segmetal ehacemet iversio, pseudocapsule, subjective ad objective heterogeeity (etropy), CT atteuatio values i both the corticomedullary ad ephrographic phases, ad skewess i corticomedullary phase were statistically sigificat betwee at least oe pair of the three groups. Segmetal ehacemet iversio was observed i seve of 53 (13.2%) ococytomas, four of 104 (3.8%) clear cell ad other subtype RCCs, ad zero of 24 (0.0%) papillary RCCs. Pseudocapsule was observed i 34 of 104 (32.7%) clear cell ad other subtypes, ie of 53 (17.0%) ococytomas, ad two of 24 (8.3%) papillary RCCs. Ococytomas showed slightly higher CT atteuatio values i the corticomedullary phase compared with clear cell ad other subtype RCCs, ad this differece icreased further i the ephrographic phase. Papillary RCCs showed distictly lower ehacemet tha did the other tumor groups. Ococytomas teded to be slightly more homogeeous tha JR:205, November

4 Sasaguri et al. TLE 2: Results of Multiomial Logistic Regressio alysis Ococytoma vs Clear Cell ad Other Subtype RCC Ococytoma vs Papillary RCC Clear Cell ad Other Subtype RCC vs Papillary RCC Rage of Parameters (1/3 of Rage) Coefficiet OR a (95% CI) Rage of Parameter (1/3 of Rage) Coefficiet OR a (95% CI) Rage of Parameters (1/3 of Rage) Coefficiet OR a (95% CI) Variable Costat ge (y) (20) ( ) (20) (6 6.2) (16) (9 1.4) CT atteuatio values i (92) ( ) (76) (0 115) (92) (0 1029) corticomedullary phase (HU) CT atteuatio values i (61) ( ) (62) (4 2282) (60) ( ) ephrographic phase (HU) Skewess i 2.64 to 1.63 (1.4) ( ) 1.53 to 1.63 (1.1) 1 3 ( ) 2.64 to 0 (1.2) (2 30) corticomedullary phase Skewess i ephrographic 1.20 to 3 (8) ( ) 1.20 to 3 (8) (9 23) 1.03 to 2 (8) (5 4.7) phase Subjective heterogeeity 1 3 (1) 6 (5 0) 1 3 (1) (3 5.5) 1 3 (1) ( ) Note RCC = real cell carcioma. a Odds ratio (OR) is reported for chage i oe third of the parameter rage istead of per uit chage so that relative cotributio of each parameter ca be estimated. clear cell ad other subtype RCCs o both subjective assessmet ad objective heterogeeity evaluatio (etropy). Papillary RCCs were statistically sigificatly more homogeeous tha the other tumor groups, ad subjective tumor heterogeeity ad etropy were strog predictors of tumor type (correlatio coefficiet, 4). Skewess i the corticomedullary phase was statistically sigificatly lower i tumors with a cetral scar tha those without a cetral scar (p = 0.047), but skewess i ephrographic phase was ot statistically sigificatly differet (p = 9). Skewess was also ot statistically sigificatly differet betwee tumors with or without segmetal ehacemet iversio i either phase (p = 1 i corticomedullary phase; p = 6 i ephrographic phase). Multivariate alysis The results of multiomial aalyses are summarized i Table 2. Tumor CT atteuatio values ad skewess (histogram aalysis of CT values) i both the corticomedullary ad ephrographic phases, subjective tumor heterogeeity, ad patiet age were statistically sigificat variables i the multiomial logistic regressio aalysis. Whe oe third of each parameter rage was used to compare relative cotributio for each of these tumor characteristics, CT atteuatio values i the ephrographic phase had the largest chage i log-odds for differetiatig ococytomas from clear cell ad other subtype RCCs ad ococytomas from papillary RCCs, skewess i the corticomedullary phase was the secod most importat factor for differetiatig ococytomas from clear cell ad other subtype RCCs. CT atteuatio value i the corticomedullary phase was the secod most importat factor for differetiatio ococytomas from papillary RCCs. Fial probabilities of each group calculated from the model with prevalece adjustmet are show o terary plots (Fig. 3). UCs for differetiatig ococytomas from clear cell ad other subtype RCCs, ococytomas from papillary RCCs, ad clear cell ad other subtype RCCs from papillary RCCs were 2, 5, ad 1, respectively. The UC for differetiatig ococytomas from ay RCC (clear cell ad other subtype RCCs ad papillary RCC) was 4. Sesitivity, specificity, ad prevalece-adjusted positive predictive value at represetative cutoff values of probability of ococytoma are show i Table 3. Case examples are show i Figures 4 6. Compariso etwee Patiets Who Uderwet CT at Our Istitutio ad at Outside Istitutios Oe hudred thirty-eight patiets with 152 real masses uderwet CT at our istitutio, whereas 28 patiets with 29 real masses uderwet CT at outside istitutios. There were o statistically sigificat differeces betwee mea patiet age (63.3 vs 61.1 years old; p = ), male-to-female ratio (100:52 vs 17:12; p = ), ad real mass pathologic profiles (48 ococytomas, 84 clear cell ad other subtype RCCs, ad 20 papillary RCCs vs 5 ococytomas, 20 clear cell ad other subtype RCCs, ad 4 papillary RCCs; p = ), whereas ehacemet of the real cortex was statistically sigificatly higher i patiets who uderwet CT i our istitutio versus outside istitutios (184 ± 56 HU vs 156 ± 46 HU o corticomedullary phase, p = 0.01; ad 172 ± 38 HU vs 150 ± 36 HU o ephrographic phase, p < 0.01). Discussio Several studies have described CT features of real ococytomas (i.e., well-differetiated margis; homogeeous ehacemet without hemorrhage, calcificatio, or ecrosis; ad the presece of a cetral stellate scar). However, these features are ot cosidered diagostic of real ococytomas because there is cosiderable overlap with RCCs [11, 13]. Kim et al. [7] idetified tumor segmetal ehacemet iversio o biphasic MDCT to be both a sesitive ad specific idicator of real ococytoma, ad a study by Woo et al. [18] reported this fidig to be preset i 17 of 33 (51.5%) ococytomas. However, other ivestigators have reported segmetal ehacemet iversio to be a ifrequetly idetified characteristic of ococytomas (0 12.5%) [9, 10] JR:205, November 2015

5 Differetiatig Ococytoma From RCC o Cotrast-Ehaced CT TLE 3: Diagostic Performace i Differetiatio of Ococytoma From Clear Cell ad Other Subtype Real Cell Carcioma (RCC) ad Papillary RCC Probability of Ococytoma (%) Sesitivity (%) Specificity (%) PPV (%) a > (33/53) [ ] 89.1 (114/128) [ ] 52.2 > (24/53) [ ] 93.0 (119/128) [ ] 55.3 > (20/53) [ ] 96.9 (124/128) [ ] 69.9 > (15/53) [ ] 97.7 (125/128) [ ] 7 Note Data are percetage (o. of cases/totals) [95% CI]. PPV = positive predictive value. a PPV was adjusted to the prevalece of origial cohort (235 ococytomas ad 1230 RCCs). I our study, segmetal ehacemet iversio was statistically sigificatly more commo i ococytomas (13.2%) tha RCCs (3.1%), but it was ot a statistically sigificat parameter i the multiomial logistic regressio aalysis. Oe of the reasos for the discrepacy i the prevalece of this fidig might be attributed to the differece i CT protocol [18]. I our study, the sca delays for the corticomedullary ad ephrographic phases were 45 secods ad 90 secods i most cases, whereas secods ad secods were used i the studies by Kim et al. [7] ad Woo et al. [18]. Our shorter iterval betwee the first ad secod phase of cotrast ehacemet may ot have allowed eough time for the tumor ehacemet patter to reverse. mog other subjective radiologic features (cetral scar, agular iterface sig, pseudocapsule, cystic compoet, calcificatio, subjective heterogeeity, ad exophytic growth), oly subjective heterogeeity was a statistically sigificat factor i the multiomial logistic regressio aalysis. The degree ad patter of ehacemet o multiphase cotrast-ehaced CT were the most importat parameters for differetiatig ococytomas from RCCs i our study. Several studies have focused o real tumor ehacemet patters [11, 12, 19 21]. I a study icludig oly tumors smaller tha 4 cm [20], the peak ehacemet more commoly occurred i the ephrographic phase i ococytomas, whereas it occurred more commoly i the corticomedullary phase i clear cell RCCs. study usig multiphasic cotrast-ehaced MRI also showed a similar ehacemet patter [21]. I the study by Youg et al. [22], both ococytomas ad clear cell RCCs showed peak ehacemet i the corticomedullary phase, but the degree of deehacemet i the ephrographic phase was smaller for ococytomas tha for clear cell RCCs. These results idicate that a smaller degree of deehacemet i the ephrographic phase may be a feature of ococytomas. Ideed, our study showed that ococytomas had lesser deehacemet, ad the higher CT atteuatio values i the ephrographic phase icreased the probability of a diagosis of ococytoma i the logistic regressio model. Our study showed that ococytomas ehaced more i both the corticomedullary ad ephrographic phases tha did clear cell ad other subtype RCCs, whereas clear cell RCCs ehaced more tha ococytomas did i the study by Youg et al. We speculate that the differece i the way the ROIs were draw betwee the two studies may have cotributed to this disparity. Youg et al. placed a relatively small ROI o the most avidly ehacig part of the lesio, whereas we placed the largest possible ROI o the tumor because we thought this method would be more reproducible. Differeces i CT atteuatio values betwee the two measuremet methods were likely larger i clear cell RCCs because of the high prevalece of low-atteuatio regios (i.e., degeeratio or ecrosis) see i this tumor group. Our study showed that papillary RCCs had distictly lower ehacemet i both the corticomedullary ad ephrographic phases tha did clear cell RCCs ad ococytomas, ad this is compatible with fidigs from prior studies [20, 22]. Subjective tumor heterogeeity has bee show to be a importat parameter for real tumor characterizatio [5, 6, 10 12, 19]. I our aalysis, papillary RCCs were the most homogeeous tumor. Ococytomas teded to be more homogeeous tha clear cell ad other subtype RCCs, although this fidig was ot statistically sigificat i the uivariate aalysis. I additio to subjective assessmet, we performed a quatitative tumor texture aalysis, icludig evaluatio of etropy, skewess, ad kurtosis. Texture aalysis is a image processig algorithm that ca be used to quatify texture by assessig the pixel distributio of CT values withi the tumor [15, 16]. Recet studies suggest that texture aalysis may serve as a importat imagig biomarker to predict progosis i patiets with cacer [15, 16, 23, 24] ad may be useful for tumor differetiatio [25, 26]. To our kowledge, however, this is the first study to use texture aalysis to differetiate real tumors o CT. Tumor etropy (objective heterogeeity) showed the same tedecy as subjective heterogeeity for tumor characterizatio, but this was ot a statistically sigificat variable i the multiomial logistic regressio aalysis. Tumor skewess i both the corticomedullary ad ephrographic phase was a statistically sigificat parameter i the multiomial logistic regressio aalysis. Skewess quatifies the symmetry of the pixel distributio histogram with respect to the mea CT values withi the ROI ad is ot iflueced by the absolute CT atteuatio values. Tumors with more low-ct-value pixels tha high-ctvalue pixels with respect to the mea have skewess values above zero ad vice versa. I our study, skewess i the corticomedullary phase was statistically sigificatly lower i tumors with a cetral scar. We speculate that the low-atteuatio cetral scar may create a log tail of lower-ct-value pixels withi the tumor. However, this speculatio does ot fully explai this differece i skewess. The diagostic performace of the proposed model is ot sufficiet to make the defiitive diagosis of ococytoma by itself. For example, the prevalece-adjusted predictive value was 52.2% to achieve a sesitivity of 62.3%, whereas the pretest predictive value was 16.0% (235/1465). Our proposed CT diagostic model could be icorporated i the diagostic algorithm ad could determie who should udergo biopsy before surgery or ablatio ad who could be followed (watchful waitig) without biopsy. There are a umber of limitatios to our study. First, the study was retrospective, ad a prospective validatio study was ot performed. Secod, CT techiques were variable, particularly those performed at outside istitutios. These icluded differeces i slice thickess, amout ad ijectio rate of iodiated cotrast material, ad sca delay. The ehacemet of real cortex was statistically sigificatly lower i patiets who uderwet CT at outside istitutios ( 13 15% i corticomedullary ad ephrographic phases). However, cosiderig that the umber of JR:205, November

6 Sasaguri et al. patiets evaluated at outside istitutios was small ad that there was o statistically sigificat differece i the distributio of real mass histologic profiles, we decided to iclude these patiets. Third, although tumor skewess i both the corticomedullary ad ephrographic phases by texture aalysis was idetified as a statistically sigificat parameter for differetiatig ococytomas from RCCs i our study, this fidig is difficult to completely explai, ad future studies will be ecessary to cofirm its importace for characterizig real masses. Fourth, ococytic tumors (ot diagostic of RCC or ococytoma) at biopsy were excluded from the study. I coclusio, a combiatio of multiple imagig features o biphasic cotrast-ehaced CT, icludig atteuatio values ad texture (heterogeeity ad skewess) of the tumor, ca help differetiate small (< 4 cm) ococytomas from RCCs. Refereces 1. Frak I, lute ML, Cheville JC, Lohse CM, Weaver L, Zicke H. Solid real tumors: a aalysis of pathological features related to tumor size. J Urol 2003; 170: Remzi M, Ozsoy M, Kligler HC, et al. re small real tumors harmless? alysis of histopathological features accordig to tumors 4 cm or less i diameter. J Urol 2006; 176: Kurup N, Thompso RH, Leibovich C, et al. Real ococytoma growth rates before itervetio. JU It 2012; 110: Kawaguchi S, Ferades K, Fielli, Robiette M, Flesher N, Jewett M. Most real ococytomas appear to grow: observatios of tumor kietics with active surveillace. J Urol 2011; 186: Qui MJ, Hartma DS, Friedma C, et al. Real ococytoma: ew observatios. Radiology 1984; 153: Davidso J, Hayes WS, Hartma DS, McCarthy WF, Davis CJ Jr. Real ococytoma ad carcioma: failure of differetiatio with CT. Radiology 1993; 186: Kim JI, Cho JY, Moo KC, Lee HJ, Kim SH. Segmetal ehacemet iversio at biphasic multidetector CT: characteristic fidig of small real ococytoma. Radiology 2009; 252: Woo S, Cho JY, Kim SH, Kim SY. Compariso of segmetal ehacemet iversio o biphasic MDCT betwee small real ococytomas ad chromophobe real cell carciomas. JR 2013; 201: McGaha JP, Lamba R, Fisher J, et al. Is segmetal ehacemet iversio o ehaced biphasic MDCT a reliable sig for the oivasive diagosis of real ococytomas? JR 2011; 197:[web] W674 W O Malley ME, Tra P, Habidge, Rogalla P. Small real ococytomas: is segmetal ehacemet iversio a characteristic fidig at biphasic MDCT? JR 2012; 199: Millet I, Doyo FC, Hoa D, et al. Characterizatio of small solid real lesios: ca beig ad maligat tumors be differetiated with CT? JR 2011; 197: Zhag J, Lefkowitz R, Ishill NM, et al. Solid real cortical tumors: differetiatio with CT. Radiology 2007; 244: Choudhary S, Rajesh, Mayer NJ, Mulcahy K, Haroo. Real ococytoma: CT features caot reliably distiguish ococytoma from other real eoplasms. Cli Radiol 2009; 64: Verma SK, Mitchell DG, Yag R, et al. Exophytic real masses: agular iterface with real parechyma for distiguishig beig from maligat lesios at MR imagig. Radiology 2010; 255: Goh V, Gaesha, Natha P, Juttla JK, Viaya, Miles K. ssessmet of respose to tyrosie kiase ihibitors i metastatic real cell cacer: CT texture as a predictive biomarker. Radiology 2011; 261: Ng F, Gaesha, Kozarski R, Miles K, Goh V. ssessmet of primary colorectal cacer heterogeeity by usig whole-tumor texture aalysis: cotrast-ehaced CT texture as a biomarker of 5-year survival. Radiology 2013; 266: Maduca, Yu L, Trzasko JD, et al. Projectio space deoisig with bilateral filterig ad CT oise modelig for dose reductio i CT. Med Phys 2009; 36: Woo S, Cho JY, Kim SH, et al. Segmetal ehacemet iversio of small real ococytoma: differeces i prevalece accordig to tumor size. JR 2013; 200: lshumrai G, O Malley M, Ghai S, et al. Small ( 4 cm) cortical real tumors: characterizatio with multidetector CT. bdom Imagig 2010; 35: Pierorazio PM, Hyams ES, Tsai S, et al. Multiphasic ehacemet patters of small real masses ( 4 cm) o preoperative computed tomography: utility for distiguishig subtypes of real cell carcioma, agiomyolipoma, ad ococytoma. Urology 2013; 81: Vargas H, Chaim J, Lefkowitz R, et al. Real cortical tumors: use of multiphasic cotrast-ehaced MR imagig to differetiate beig ad maligat histologic subtypes. Radiology 2012; 264: Youg JR, Margolis D, Sauk S, Patuck J, Sayre J, Rama SS. Clear cell real cell carcioma: discrimiatio from other real cell carcioma subtypes ad ococytoma at multiphasic multidetector CT. Radiology 2013; 267: Gaesha, Skoge K, Pressey I, Coutroubis D, Miles K. Tumour heterogeeity i oesophageal cacer assessed by CT texture aalysis: prelimiary evidece of a associatio with tumour metabolism, stage, ad survival. Cli Radiol 2012; 67: Miles K, Gaesha, Griffiths MR, Youg RC, Chatwi CR. Colorectal cacer: texture aalysis of portal phase hepatic CT images as a potetial marker of survival. Radiology 2009; 250: Peg Y, Jiag Y, Yag C, et al. Quatitative aalysis of multiparametric prostate MR images: differetiatio betwee prostate cacer ad ormal tissue ad correlatio with Gleaso score a computer-aided diagosis developmet study. Radiology 2013; 267: Chadaraa H, Rosekratz, Mussi TC, et al. Histogram aalysis of whole-lesio ehacemet i differetiatig clear cell from papillary subtype of real cell cacer. Radiology 2012; 265: (ppedixes ad figures start o ext page) 1004 JR:205, November 2015

7 PPENDIX 1: Equatios for Calculatig Etropy, Skewess, ad Kurtosis Differetiatig Ococytoma From RCC o Cotrast-Ehaced CT Etropy quatifies the homogeeity of the CT value histogram ad is calculated as follows: j max Etropy = p(j) log 2 p( j), (1) j = j mi where p(i) is the probability of image pixels havig a CT value of i, with i ragig from the miimal CT value (i mi ) to the maximal CT value (i max ) Patiets with real mass less tha 4 cm (surgery, 1214; biopsy, 457) betwee Jauary 2003 ad Jauary Patiets with ococytomas (surgery, 168; biopsy, 67) 43 Patiets with 53 ococytoma Icluded patiets who uderwet biphasic CT Skewess quatifies the asymmetry of the CT value histogram relative to the ormal distributio ad is calculated as follows: 1 (x j x) 3 j = 1 Skewess = 1 { (x j x) } 2 j = 1 3 2, (2) where, x is the mea of the CT value of all pixels, ad is the umber of pixels withi the ROI. histogram with a loger tail o the left side (lower CT value) teds to have a egative skewess value, whereas a histogram with a loger tail o the right side (higher CT value) teds have a positive skewess value Patiets with RCCs (surgery, 961; biopsy, Patiets with 128 RCCs (92 clear cell, 24 papillary, 3 chromophobe, 9 others) No. of Pixels Patiets excluded 91 giomyolipomas 75 Nodiagostic 23 Ococytic eoplasms 17 Others Half of patiets with RCCs ( = 615) were excluded at radom 4 Patiets excluded: cystic RCCs CT tteuatio Value (HU) Kurtosis quatifies the peakedess of the CT value histogram relative to the ormal distributio ad is calculated as follows: 1 (x j x) 4 j = 1 Kurtosis = 1 { (x j x) } 2 j = 1, (3) 2 where x j is the CT value of each pixel, x is the mea of the CT value of all pixels, ad is the umber of pixels withi the ROI. histogram with a distict peak ear the mea teds to have a high kurtosis value, whereas a histogram with flat top ear the mea teds to have a low kurtosis value. ormal distributio has a kurtosis value of 3. Fig. 1 Flowchart shows iclusio ad exclusio criteria adopted for our study. RCC = real cell carcioma. Fig. 2 Examples of ROI placemet ad histogram of CT values., 59-year-old woma with clear cell real cell carcioma. Largest possible roud ROI (circle) was placed over real mass., Example of histogram of CT values withi ROI, which results i etropy of 6.79, skewess of 1.24, ad kurtosis of JR:205, November

8 Sasaguri et al. Probability of Clear Cell ad Other Subtype RCC Probability of Ococytoma Probability of Clear Cell ad Other Subtype RCC Probability of Ococytoma Probability of Papillary RCC Probability of Papillary RCC C Probability of Clear Cell ad Other Subtype RCC Probability of Ococytoma Fig. 3 Terary plots of probabilities of ococytoma, clear cell ad other subtypes of real cell carcioma (RCC), ad papillary RCC. Data poits close to left lower apex, top apex, ad right lower apex are likely ococytomas, clear cell ad other subtype RCCs, ad papillary RCCs, respectively., Plots of ococytoma cases ( = 53). With cutoff value of probability of ococytoma > 50% (gray area), 20 of 53 ococytomas were correctly diagosed. May false-egative cases had high probability of clear cell ad other subtype RCC., Plots of clear cell ad other subtype RCC cases ( = 104). With cutoff value of probability of ococytoma < 50% (gray area), 100 of 104 cases of clear cell ad other subtype RCC were classified as RCC, but four cases were misclassified as ococytoma (false-positive). C, Plots of papillary RCC cases ( = 24). ll Papillary RCCs had probability of ococytoma of < 20% (gray area). Probability of Papillary RCC Fig year-old woma with ococytoma. ad, Trasverse cotrast-ehaced CT images show 3.2-cm mass i left kidey. Variables for logistic regressio models were age 66 years ad CT atteuatio values of 153 HU i corticomedullary phase () ad 179 HU i ephrographic phase (). Mea subjective heterogeeity score was 2.5 (average of two readers), skewess i corticomedullary phase was 8, ad skewess i ephrographic phase was 7. Calculated probability of ococytoma was 79%, ad lesio was correctly diagosed as ococytoma JR:205, November 2015

9 Differetiatig Ococytoma From RCC o Cotrast-Ehaced CT FOR YOUR INFORMTION Fig year-old woma with clear cell real cell carcioma (RCC). ad, Trasverse cotrast-ehaced CT images show 3.8-cm mass i left kidey. Variables for logistic regressio models iclude age 78 years ad CT atteuatio values of HU i corticomedullary phase () ad 66.9 HU i ephrographic phase (). Mea subjective heterogeeity score was 3, skewess i corticomedullary phase was 0.088, ad skewess i ephrographic phase was 9. Model correctly classified tumor as clear cell ad other subtype RCC (calculated probability of clear cell ad other subtype RCC, 94%). Fig year-old ma with ococytoma. ad, Trasverse cotrast-ehaced CT images show 3.3-cm mass i left kidey. Variables for logistic regressio models were age 62 years ad CT atteuatio values of HU i corticomedullary phase () ad HU i i ephrographic phase (). Mea subjective heterogeeity score was 2.5 (average of two readers), skewess i corticomedullary phase was 89, ad skewess i ephrographic phase was Calculated probability of ococytoma was 8%, ad lesio was icorrectly diagosed as real cell carcioma. This article is available for CME ad Self-ssessmet (S-CME) credit that satisfies Part II requiremets for maiteace of certificatio (MOC). To access the examiatio for this article, follow the prompts associated with the olie versio of the article. JR:205, November

IMPAIRED THEOPHYLLINE CLEARANCE IN PATIENTS WITH COR PULMONALE

IMPAIRED THEOPHYLLINE CLEARANCE IN PATIENTS WITH COR PULMONALE Br. J. cli. Pharmac. (1979), 7, 33--37 IMPAIRED THEOPHYLLINE CLEARANCE IN PATIENTS WITH COR PULMONALE N. VICUNA,1 J.L. McNAY,l T.M. LUDDEN2 & H. SCHWERTNER3 'Divisio of Cliical Pharmacology, Departmets

More information

Primary: To assess the change on the subject s quality of life between diagnosis and the first 3 months of treatment.

Primary: To assess the change on the subject s quality of life between diagnosis and the first 3 months of treatment. Study No.: AVO112760 Title: A Observatioal Study To Assess The Burde Of Illess I Prostate Cacer Patiets With Low To Moderate Risk Of Progressio Ratioale: Little data are available o the burde of illess

More information

Iliac Wing Sign. Sentinel sign for ipsilateral pelvic and hip disorders. Dr Antoine MARCHAND Dr Raphaël GUILLIN

Iliac Wing Sign. Sentinel sign for ipsilateral pelvic and hip disorders. Dr Antoine MARCHAND Dr Raphaël GUILLIN Iliac Wig Sig Setiel sig for ipsilateral pelvic ad hip disorders Dr Atoie MARCHAND Dr Raphaël GUILLIN Departmet of Radiology ad Medical Imagig, CHRU of Rees, FRANCE Cotext Materials ad methods Results

More information

STATISTICAL ANALYSIS & ASTHMATIC PATIENTS IN SULAIMANIYAH GOVERNORATE IN THE TUBER-CLOSES CENTER

STATISTICAL ANALYSIS & ASTHMATIC PATIENTS IN SULAIMANIYAH GOVERNORATE IN THE TUBER-CLOSES CENTER March 3. Vol., No. ISSN 37-3 IJRSS & K.A.J. All rights reserved STATISTICAL ANALYSIS & ASTHMATIC PATIENTS IN SULAIMANIYAH GOVERNORATE IN THE TUBER-CLOSES CENTER Dr. Mohammad M. Faqe Hussai (), Asst. Lecturer

More information

Statistics 11 Lecture 18 Sampling Distributions (Chapter 6-2, 6-3) 1. Definitions again

Statistics 11 Lecture 18 Sampling Distributions (Chapter 6-2, 6-3) 1. Definitions again Statistics Lecture 8 Samplig Distributios (Chapter 6-, 6-3). Defiitios agai Review the defiitios of POPULATION, SAMPLE, PARAMETER ad STATISTIC. STATISTICAL INFERENCE: a situatio where the populatio parameters

More information

Should We Care How Long to Publish? Investigating the Correlation between Publishing Delay and Journal Impact Factor 1

Should We Care How Long to Publish? Investigating the Correlation between Publishing Delay and Journal Impact Factor 1 Should We Care How Log to Publish? Ivestigatig the Correlatio betwee Publishig Delay ad Joural Impact Factor 1 Jie Xu 1, Jiayu Wag 1, Yuaxiag Zeg 2 1 School of Iformatio Maagemet, Wuha Uiversity, Hubei,

More information

Objectives. Sampling Distributions. Overview. Learning Objectives. Statistical Inference. Distribution of Sample Mean. Central Limit Theorem

Objectives. Sampling Distributions. Overview. Learning Objectives. Statistical Inference. Distribution of Sample Mean. Central Limit Theorem Objectives Samplig Distributios Cetral Limit Theorem Ivestigate the variability i sample statistics from sample to sample Fid measures of cetral tedecy for distributio of sample statistics Fid measures

More information

Retention in HIV care among a commercially insured population,

Retention in HIV care among a commercially insured population, Retetio i HIV care amog a commercially isured populatio, 2006-2012 Kathy Byrd, MD, MPH 10th Iteratioal Coferece o HIV Treatmet ad Prevetio Adherece Jue 28 30, 2015 Natioal Ceter for HIV/AIDS, Viral Hepatitis,

More information

Chapter 8 Descriptive Statistics

Chapter 8 Descriptive Statistics 8.1 Uivariate aalysis ivolves a sigle variable, for examples, the weight of all the studets i your class. Comparig two thigs, like height ad weight, is bivariate aalysis. (Which we will look at later)

More information

Statistics Lecture 13 Sampling Distributions (Chapter 18) fe1. Definitions again

Statistics Lecture 13 Sampling Distributions (Chapter 18) fe1. Definitions again fe1. Defiitios agai Review the defiitios of POPULATIO, SAMPLE, PARAMETER ad STATISTIC. STATISTICAL IFERECE: a situatio where the populatio parameters are ukow, ad we draw coclusios from sample outcomes

More information

Reporting Checklist for Nature Neuroscience

Reporting Checklist for Nature Neuroscience Correspodig Author: Mauscript Number: Mauscript Type: Galea NNA48318C Article Reportig Checklist for Nature Neurosciece # Figures: 4 # Supplemetary Figures: 2 # Supplemetary Tables: 1 # Supplemetary Videos:

More information

5/7/2014. Standard Error. The Sampling Distribution of the Sample Mean. Example: How Much Do Mean Sales Vary From Week to Week?

5/7/2014. Standard Error. The Sampling Distribution of the Sample Mean. Example: How Much Do Mean Sales Vary From Week to Week? Samplig Distributio Meas Lear. To aalyze how likely it is that sample results will be close to populatio values How probability provides the basis for makig statistical ifereces The Samplig Distributio

More information

Estimation and Confidence Intervals

Estimation and Confidence Intervals Estimatio ad Cofidece Itervals Chapter 9 McGraw-Hill/Irwi Copyright 2010 by The McGraw-Hill Compaies, Ic. All rights reserved. GOALS 1. Defie a poit estimate. 2. Defie level of cofidece. 3. Costruct a

More information

GSK Medicine: Study Number: Title: Rationale: Study Period: Objectives: Indication: Study Investigators/Centers: Research Methods:

GSK Medicine: Study Number: Title: Rationale: Study Period: Objectives: Indication: Study Investigators/Centers: Research Methods: The study listed may iclude approved ad o-approved uses, mulatios or treatmet regimes. The results reported i ay sigle study may ot reflect the overall results obtaied o studies of a product. Bee prescribig

More information

How is the President Doing? Sampling Distribution for the Mean. Now we move toward inference. Bush Approval Ratings, Week of July 7, 2003

How is the President Doing? Sampling Distribution for the Mean. Now we move toward inference. Bush Approval Ratings, Week of July 7, 2003 Samplig Distributio for the Mea Dr Tom Ilveto FREC 408 90 80 70 60 50 How is the Presidet Doig? 2/1/2001 4/1/2001 Presidet Bush Approval Ratigs February 1, 2001 through October 6, 2003 6/1/2001 8/1/2001

More information

Practical Basics of Statistical Analysis

Practical Basics of Statistical Analysis Practical Basics of Statistical Aalysis David Keffer Dept. of Materials Sciece & Egieerig The Uiversity of Teessee Koxville, TN 37996-2100 dkeffer@utk.edu http://clausius.egr.utk.edu/ Goveror s School

More information

Plantar Pressure Difference: Decision Criteria of Motor Relearning Feedback Insole for Hemiplegic Patients

Plantar Pressure Difference: Decision Criteria of Motor Relearning Feedback Insole for Hemiplegic Patients 22 4th Iteratioal Coferece o Bioiformatics ad Biomedical Techology IPCBEE vol.29 (22) (22) IACSIT Press, Sigapore Platar Pressure Differece: Decisio Criteria of Motor Relearig Feedback Isole for Hemiplegic

More information

Modified Early Warning Score Effect in the ICU Patient Population

Modified Early Warning Score Effect in the ICU Patient Population Lehigh Valley Health Network LVHN Scholarly Works Patiet Care Services / Nursig Modified Early Warig Score Effect i the ICU Patiet Populatio Ae Rabert RN, DHA, CCRN, NE-BC Lehigh Valley Health Network,

More information

Measurement Variability in Duplex Scan Assessment of Carotid Atherosclerosis

Measurement Variability in Duplex Scan Assessment of Carotid Atherosclerosis Measuremet Variability i Duplex Sca Assessmet of Carotid Atherosclerosis Kim Sutto-Tyrrell, DrPH; Sidey K. Wolfso Jr., MD; Tria Thompso, BSN, RVT; ad Sheryl F. Kelsey, PhD Backgroud ad Purpose: The reproducibility

More information

Repeatability of the Glaucoma Hemifield Test in Automated Perimetry

Repeatability of the Glaucoma Hemifield Test in Automated Perimetry Repeatability of the Glaucoma Hemifield Test i Automated Perimetry Joae Katz,*-\ Harry A. Quigley,^ ad Alfred SommerX Purpose. To examie the cocordace of the Glaucoma Hemifield Test ad other global visual

More information

Fine Needle Aspiration. Acta Cytologica DOI: /

Fine Needle Aspiration. Acta Cytologica DOI: / Fie Needle Aspiratio Received: March 1, 2016 Accepted after revisio: May 12, 2016 Published olie: Jue 25, 2016 Impact of the Afirma Gee Expressio Classifier Result o the Surgical Maagemet of Thyroid Nodules

More information

5.1 Description of characteristics of population Bivariate analysis Stratified analysis

5.1 Description of characteristics of population Bivariate analysis Stratified analysis Chapter 5 Results Page umbers 5.1 Descriptio of characteristics of populatio 121-123 5.2 Bivariate aalysis 123-131 5.3 Stratified aalysis 131-133 5.4 Multivariate aalysis 134-135 5.5 Estimatio of Attributable

More information

DISTRIBUTION AND PROPERTIES OF SPERMATOZOA IN DIFFERENT FRACTIONS OF SPLIT EJACULATES*

DISTRIBUTION AND PROPERTIES OF SPERMATOZOA IN DIFFERENT FRACTIONS OF SPLIT EJACULATES* FERTILITY AND STERILITY Copyright 1972 by The Williams & Wilkis Co. Vol. 23, No.4, April 1972 Prited i U.S.A. DISTRIBUTION AND PROPERTIES OF SPERMATOZOA IN DIFFERENT FRACTIONS OF SPLIT EJACULATES* R. ELIASSON,

More information

Statistical Analysis and Graphing

Statistical Analysis and Graphing BIOL 202 LAB 4 Statistical Aalysis ad Graphig Aalyzig data objectively to determie if sets of data differ ad the to preset data to a audiece succictly ad clearly is a major focus of sciece. We eed a way

More information

CHAPTER 8 ANSWERS. Copyright 2012 Pearson Education, Inc. Publishing as Addison-Wesley

CHAPTER 8 ANSWERS. Copyright 2012 Pearson Education, Inc. Publishing as Addison-Wesley CHAPTER 8 ANSWERS Sectio 8.1 Statistical Literacy ad Critical Thikig 1 The distributio of radomly selected digits from to 9 is uiform. The distributio of sample meas of 5 such digits is approximately ormal.

More information

The relationship between hypercholesterolemia as a risk factor for stroke and blood viscosity measured using Digital Microcapillary

The relationship between hypercholesterolemia as a risk factor for stroke and blood viscosity measured using Digital Microcapillary Joural of Physics: Coferece Series PAPER OPEN ACCESS The relatioship betwee hypercholesterolemia as a risk factor for stroke ad blood viscosity measured usig Digital Microcapillary To cite this article:

More information

Caribbean Examinations Council Secondary Education Certificate School Based Assessment Additional Math Project

Caribbean Examinations Council Secondary Education Certificate School Based Assessment Additional Math Project Caribbea Examiatios Coucil Secodary Educatio Certificate School Based Assessmet Additioal Math Project Does good physical health ad fitess, as idicated by Body Mass Idex, affect the academic performace

More information

Appendix C: Concepts in Statistics

Appendix C: Concepts in Statistics Appedi C. Measures of Cetral Tedecy ad Dispersio A8 Appedi C: Cocepts i Statistics C. Measures of Cetral Tedecy ad Dispersio Mea, Media, ad Mode I may real-life situatios, it is helpful to describe data

More information

A longitudinal study of self-assessment accuracy

A longitudinal study of self-assessment accuracy The teachig eviromet A logitudial study of self-assessmet accuracy James T Fitzgerald, Casey B White & Larry D Gruppe Aim Although studies have examied medical studets ability to self-assess their performace,

More information

Chapter 21. Recall from previous chapters: Statistical Thinking. Chapter What Is a Confidence Interval? Review: empirical rule

Chapter 21. Recall from previous chapters: Statistical Thinking. Chapter What Is a Confidence Interval? Review: empirical rule Chapter 21 What Is a Cofidece Iterval? Chapter 21 1 Review: empirical rule Chapter 21 5 Recall from previous chapters: Parameter fixed, ukow umber that describes the populatio Statistic kow value calculated

More information

What are minimal important changes for asthma measures in a clinical trial?

What are minimal important changes for asthma measures in a clinical trial? Eur Respir J 1999; 14: 23±27 Prited i UK ± all rights reserved Copyright #ERS Jourals Ltd 1999 Europea Respiratory Joural ISSN 0903-1936 What are miimal importat chages for asthma measures i a cliical

More information

Methodology National Sports Survey SUMMARY

Methodology National Sports Survey SUMMARY Methodology 017 Natioal Sports Survey Prepared by Priceto Survey Research Associates Iteratioal for the Washigto Post ad the Uiversity of Massachusetts Lowell August 017 SUMMARY The 017 Natioal Sports

More information

Stress Distribution within the Osteochondral Lesions of the Talus with Nonshoulder-type and Shoulder-type

Stress Distribution within the Osteochondral Lesions of the Talus with Nonshoulder-type and Shoulder-type Stress Distributio withi the Osteochodral Lesios of the Talus with Noshoulder-type ad Shoulder-type Departmet of Orthopaedic Surgery, Fukuoka Uiversity Faculty of Medicie, JAPAN Tomoobu Hagio, MD, PhD,

More information

Study No.: Title: Rationale: Phase: Study Period: Study Design: Centres: Indication: Treatment: Objectives: Primary Outcome/Efficacy Variable:

Study No.: Title: Rationale: Phase: Study Period: Study Design: Centres: Indication: Treatment: Objectives: Primary Outcome/Efficacy Variable: UM27/189/ The study listed may iclude approved ad o-approved uses, formulatios or treatmet regimes. The results reported i ay sigle study may ot reflect the overall results obtaied o studies of a product.

More information

Ovarian Cancer Survival

Ovarian Cancer Survival Dairy Products, Calcium, Vitami D, Lactose ad Ovaria Cacer: Results from a Pooled Aalysis of Cohort Studies Stephaie Smith-Warer, PhD Departmets of Nutritio & Epidemiology Harvard School of Public Health

More information

Quantitative Evaluation of Stress Corrosion Cracking Based on Features of Eddy Current Testing Signals

Quantitative Evaluation of Stress Corrosion Cracking Based on Features of Eddy Current Testing Signals E-Joural of Advaced Maiteace Vol.9-2 (2017) 78-83 Japa Society of Maiteology Quatitative Evaluatio of Stress Corrosio Crackig Based o Features of Eddy Curret Testig Sigals Li WANG 1,* ad Zhemao CHEN 2

More information

Basic Requirements. of meeting cow herd production and profitability goals for the beef cattle enterprise.

Basic Requirements. of meeting cow herd production and profitability goals for the beef cattle enterprise. Basic Requiremets It is imperative that cattle producers have a adequate uderstadig of the basic utriet requiremets of the cow herd to make iformed ad effective utritio-related decisios. by Matt Hersom,

More information

Postoperative pulmonary complications contribute importantly

Postoperative pulmonary complications contribute importantly Aals of Iteral Medicie Cliical Guidelies Preoperative Pulmoary Risk Stratificatio for Nocardiothoracic Surgery: Systematic Review for the America College of Physicias Gerald W. Smetaa, MD; Valerie A. Lawrece,

More information

The US population aged 75 years or more has

The US population aged 75 years or more has 551 Blood Pressure Chage ad Survival After Age 75 Robert D. Lager, Michael H. Criqui, Elizabeth L. Barrett-Coor, Melville R. Klauber, Theodore G. Gaiats Higher diastolic pressure predicted better survival

More information

23.3 Sampling Distributions

23.3 Sampling Distributions COMMON CORE Locker LESSON Commo Core Math Stadards The studet is expected to: COMMON CORE S-IC.B.4 Use data from a sample survey to estimate a populatio mea or proportio; develop a margi of error through

More information

Children and adults with Attention-Deficit/Hyperactivity Disorder cannot move to the beat

Children and adults with Attention-Deficit/Hyperactivity Disorder cannot move to the beat 1 SUPPLEMENTARY INFORMATION Childre ad adults with Attetio-Deficit/Hyperactivity Disorder caot move to the beat Frédéric Puyjariet 1, Valeti Bégel 1,2, Régis Lopez 3,4, Delphie Dellacherie 5,6, & Simoe

More information

Neoadjuvant chemotherapy and concomitant boost radiotherapy in locally advanced non-small cell lung cancer

Neoadjuvant chemotherapy and concomitant boost radiotherapy in locally advanced non-small cell lung cancer 162 Turkish Joural of Cacer Volume 36, No.4, 2006 Neoadjuvat chemotherapy ad cocomitat boost radiotherapy i locally advaced o-small cell lug cacer DEN Z MEYDAN, fiaban ÇAKIR, N LGÜN ÖZBEK, B LGE GÜRSEL,

More information

Finite Element Simulation of a Doubled Process of Tube Extrusion and Wall Thickness Reduction

Finite Element Simulation of a Doubled Process of Tube Extrusion and Wall Thickness Reduction World Joural of Mechaics, 13, 3, 5- http://dx.doi.org/1.3/wjm.13.35 Published lie August 13 (http://www.scirp.org/joural/wjm) Fiite Elemet Simulatio of a Doubled Process of Tube Extrusio ad Wall Thickess

More information

Postoperative pulmonary complications contribute importantly

Postoperative pulmonary complications contribute importantly Aals of Iteral Medicie Cliical Guidelies Preoperative Pulmoary Risk Stratificatio for Nocardiothoracic Surgery: Systematic Review for the America College of Physicias Gerald W. Smetaa, MD; Valerie A. Lawrece,

More information

The better prognosis in secondary infertility is associated with a higher proportion of ovulation disorders*

The better prognosis in secondary infertility is associated with a higher proportion of ovulation disorders* FERTILITY AND STERlLITY Copyright c 986 The America Fertility Society Prited i U.8A. The better progosis i secodary ifertility is associated with a higher proportio of ovulatio disorders* Joh A Collis,

More information

Relationship between Established Breast Cancer Risk Factors and Risk of Seven Different Histologic Types of Invasive Breast Cancer

Relationship between Established Breast Cancer Risk Factors and Risk of Seven Different Histologic Types of Invasive Breast Cancer 946 Relatioship betwee Established Breast Cacer Risk Factors ad Risk of Seve Differet Histologic Types of Ivasive Breast Cacer Christopher I. Li, 1 Jaet R. Dalig, 1 Kathlee E. Maloe, 1 Leslie Berstei,

More information

Sampling Distributions and Confidence Intervals

Sampling Distributions and Confidence Intervals 1 6 Samplig Distributios ad Cofidece Itervals Iferetial statistics to make coclusios about a large set of data called the populatio, based o a subset of the data, called the sample. 6.1 Samplig Distributios

More information

A comparative study of laparoscopic microwave ablation with laparoscopic radiofrequency ablation for colorectal liver metastasis

A comparative study of laparoscopic microwave ablation with laparoscopic radiofrequency ablation for colorectal liver metastasis JBUON 2017; 22(): 667-672 ISSN: 1107-0625, olie ISSN: 2241-629 www.jbuo.com E-mail: editorial_office@jbuo.com ORIGINAL ARTICLE A comparative study of laparoscopic microwave ablatio with laparoscopic radiofrequecy

More information

GSK Medicine Study Number: Title: Rationale: Study Period: Objectives: Primary Secondary Indication: Study Investigators/Centers: Research Methods

GSK Medicine Study Number: Title: Rationale: Study Period: Objectives: Primary Secondary Indication: Study Investigators/Centers: Research Methods The study listed may iclude approved ad o-approved uses, formulatios or treatmet regimes. The results reported i ay sigle study may ot reflect the overall results obtaied o studies of a product. Before

More information

ACE-27 with Dr. Piccirillo from Washington University St. Louis. August 18, 2009

ACE-27 with Dr. Piccirillo from Washington University St. Louis. August 18, 2009 ACE-27 with Dr. Piccirillo from Washigto Uiversity St. Louis August 18, 2009 Itroductio Patiets with cacer ofte have other diseases, illesses, or coditios i additio to their idex cacer These other coditios

More information

A Method to Determine Cortical Bone Thickness of Human Femur and Tibia Using Clinical CT Scans. Wenjing Du, Jinhuan Zhang, Jingwen Hu

A Method to Determine Cortical Bone Thickness of Human Femur and Tibia Using Clinical CT Scans. Wenjing Du, Jinhuan Zhang, Jingwen Hu A Method to Determie Cortical Boe Thickess of Huma Femur ad Tibia Usig Cliical CT Scas Wejig Du, Jihua Zhag, Jigwe Hu Abstract Femur ad tibia fractures, are commoly see i motor vehicle crashes. Cortical

More information

Comparison of speed and accuracy between manual and computer-aided measurements of dental arch and jaw arch lengths in study model casts

Comparison of speed and accuracy between manual and computer-aided measurements of dental arch and jaw arch lengths in study model casts Compariso of speed ad accuracy betwee maual ad computeraided measuremets (Diah Wibisoo, et.al.) Compariso of speed ad accuracy betwee maual ad computeraided measuremets of detal arch ad jaw arch legths

More information

Use of Serum FSH to Identify Perimenopausal Women with Pituitary hcg

Use of Serum FSH to Identify Perimenopausal Women with Pituitary hcg Cliical Chemistry 54:4 652 656 (2008) Edocriology ad Metabolism Use of Serum FSH to Idetify Perimeopausal Wome with Pituitary hcg A M. Groowski, 1* Corie R. Fatz, 2 Curtis A. Parvi, 1 Lori J. Sokoll, 3

More information

Chapter - 8 BLOOD PRESSURE CONTROL AND DYSLIPIDAEMIA IN PATIENTS ON DIALYSIS

Chapter - 8 BLOOD PRESSURE CONTROL AND DYSLIPIDAEMIA IN PATIENTS ON DIALYSIS Chapter - BLOOD PRESSURE CONTROL AND DYSLIPIDAEMIA IN PATIENTS ON DIALYSIS S. Prasad Meo Hooi Lai Seog Lee Wa Ti Suita Bavaada ST REPORT OF THE MALAYSIAN DIALYSIS AND TRANSPLANT REGISTRY SECTION.: BLOOD

More information

Sec 7.6 Inferences & Conclusions From Data Central Limit Theorem

Sec 7.6 Inferences & Conclusions From Data Central Limit Theorem Sec 7. Ifereces & Coclusios From Data Cetral Limit Theorem Name: The Cetral Limit Theorem offers us the opportuity to make substatial statistical predictios about the populatio based o the sample. To better

More information

Measures of Spread: Standard Deviation

Measures of Spread: Standard Deviation Measures of Spread: Stadard Deviatio So far i our study of umerical measures used to describe data sets, we have focused o the mea ad the media. These measures of ceter tell us the most typical value of

More information

Review for Chapter 9

Review for Chapter 9 Review for Chapter 9 1. For which of the followig ca you use a ormal approximatio? a) = 100, p =.02 b) = 60, p =.4 c) = 20, p =.6 d) = 15, p = 2/3 e) = 10, p =.7 2. What is the probability of a sample

More information

EDEXCEL NATIONAL CERTIFICATE UNIT 28 FURTHER MATHEMATICS FOR TECHNICIANS OUTCOME 1- ALGEBRAIC TECHNIQUES TUTORIAL 3 - STATISTICAL TECHNIQUES

EDEXCEL NATIONAL CERTIFICATE UNIT 28 FURTHER MATHEMATICS FOR TECHNICIANS OUTCOME 1- ALGEBRAIC TECHNIQUES TUTORIAL 3 - STATISTICAL TECHNIQUES EDEXCEL NATIONAL CERTIFICATE UNIT 8 FURTHER MATHEMATICS FOR TECHNICIANS OUTCOME 1- ALGEBRAIC TECHNIQUES TUTORIAL 3 - STATISTICAL TECHNIQUES CONTENTS Be able to apply algebraic techiques Arithmetic progressio

More information

Simple intervention to improve detection of hepatitis B and hepatitis C in general practice

Simple intervention to improve detection of hepatitis B and hepatitis C in general practice Simple itervetio to improve detectio of hepatitis B ad hepatitis C i geeral practice Zayab al-lami (GP-Birmigham) Co-authors:-Sarah Powell, Sally Bradshaw, Amada Lambert, David Mutimer ad Adrew Rouse Presetatio

More information

1 MINIMALLY INVASIVE BREAST BIOPSY: THE BREAST IMAGER S PERSPECTIVE

1 MINIMALLY INVASIVE BREAST BIOPSY: THE BREAST IMAGER S PERSPECTIVE Cambridge Uiversity Press Edited by Joa Cagiarella, Ayli Simsir ad Saa O. Tabbara More iformatio 1 MINIMALLY INVASIVE BREAST BIOPSY: THE BREAST IMAGER S PERSPECTIVE Jessica Torrete, Alliso Yiglig, ad Rachel

More information

Concepts Module 7: Comparing Datasets and Comparing a Dataset with a Standard

Concepts Module 7: Comparing Datasets and Comparing a Dataset with a Standard Cocepts Module 7: Comparig Datasets ad Comparig a Dataset with a Stadard Idepedece of each data poit Test statistics Cetral Limit Theorem Stadard error of the mea Cofidece iterval for a mea Sigificace

More information

Plasma Brain Natriuretic Peptide Concentration: Impact of Age and Gender

Plasma Brain Natriuretic Peptide Concentration: Impact of Age and Gender Joural of the America College of Cardiology Vol. 40, No. 5, 2002 2002 by the America College of Cardiology Foudatio ISSN 0735-1097/02/$22.00 Published by Elsevier Sciece Ic. PII S0735-1097(02)02059-4 Plasma

More information

The Prevalence of Coronary Artery Calcium Among Diabetic Individuals Without Known Coronary Artery Disease

The Prevalence of Coronary Artery Calcium Among Diabetic Individuals Without Known Coronary Artery Disease Joural of the America College of Cardiology Vol. 41, No. 6, 2003 2003 by the America College of Cardiology Foudatio ISSN 0735-1097/03/$30.00 Published by Elsevier Sciece Ic. doi:10.1016/s0735-1097(02)02975-3

More information

Clinical Study Transcatheter Arterial Chemoembolization of Hepatocellular Carcinoma as a Bridge to Liver Transplantation: A Retrospective Study

Clinical Study Transcatheter Arterial Chemoembolization of Hepatocellular Carcinoma as a Bridge to Liver Transplantation: A Retrospective Study SAGE-Hidawi Access to Research Iteratioal Joural of Hepatology Volume 2011, Article ID 974514, 7 pages doi:10.4061/2011/974514 Cliical Study Trascatheter Arterial Chemoembolizatio of Hepatocellular Carcioma

More information

Hypertension in patients with diabetes is a well recognized

Hypertension in patients with diabetes is a well recognized Cotrol of Hypertesio amog Type II Diabetics Kawther El-Shafie, Sayed Rizvi Abstract Objectives: Numerous studies have cofirmed the high prevalece of hypertesio amog type 2 diabetics, ad that itesive hypertesive

More information

SPONDYLODISCITIS KEY POINTS

SPONDYLODISCITIS KEY POINTS KEY POINTS SEPPO KOSKINEN, M.D., Ph.D. Professor Divisio of Radiology Departmet of Cliical Sciece, Itervetio ad Techology (CLINTEC) Seior Cosultat Fuctio Imagig & Physiology Fuctioal Area for Trauma ad

More information

A Multivariate Logistic Regression Analysis in Predicting Malignancy for Patients with Ovarian Tumors

A Multivariate Logistic Regression Analysis in Predicting Malignancy for Patients with Ovarian Tumors GYNECOLOGIC ONCOLOGY 68, 256 262 (1998) ARTICLE NO. GO984947 A Multivariate Logistic Regressio Aalysis i Predictig Maligacy for Patiets with Ovaria Tumors Kohkichi Hata, M.D., Ph.D.,*,1 Sumiori Akiba,

More information

Previous studies have shown that the agestandardized

Previous studies have shown that the agestandardized 725,, ad Case-Fatality of Stroke i Norther Israel Leo Epstei, Shmuel Rishpo, Ephraim Betal, Gerald Brook, Ada Tamir, Bella Gross, Migel Szwarc, Judith Maelis, ad Thomas Pillar We studied the icidece ad

More information

Introduction. The Journal of Nutrition Methodology and Mathematical Modeling

Introduction. The Journal of Nutrition Methodology and Mathematical Modeling The Joural of Nutritio Methodology ad Mathematical Modelig The Populatio Distributio of Ratios of Usual Itakes of Dietary Compoets That Are Cosumed Every Day Ca Be Estimated from Repeated 24-Hour Recalls

More information

The reality of routine practice: a pooled data analysis on chronic wounds treated with TLC-NOSF wound dressings

The reality of routine practice: a pooled data analysis on chronic wounds treated with TLC-NOSF wound dressings joural of woud care C W C VOLUME 26. NUMBER 2. FEBRUARY 2017??? The reality of routie practice: a pooled data aalysis o chroic wouds treated with TLC-NOSF woud dressigs K.C. Müter, 1 MD; S. Meaume, 2 MD;

More information

International Journal of Scientific & Engineering Research, Volume 5, Issue 2, February-2014 ISSN

International Journal of Scientific & Engineering Research, Volume 5, Issue 2, February-2014 ISSN ISSN 2229-5518 72 Search For a Biomarker For The Diagosis Ad Progosis of Rheumatoid Arthritis Prasath G, Suil Rao Padmaraj, Vijayakumar T & Riju Mathew Abstract Rheumatoid Arthritis (RA) is oe of the commoest

More information

Smoking cessation, decline in pulmonary function and total mortality: a 30 year follow up study among the Finnish cohorts of the Seven Countries Study

Smoking cessation, decline in pulmonary function and total mortality: a 30 year follow up study among the Finnish cohorts of the Seven Countries Study Thorax 2001;56:703 707 703 Departmet of Public Health ad Geeral Practice, Uiversity of Kuopio, Kuopio, M Pelkoe M Tervahauta Departmet of Pulmoary Diseases, Kuopio Uiversity Hospital, Kuopio, M Pelkoe

More information

Supplemental Material can be found at: 9.DC1.html

Supplemental Material can be found at:   9.DC1.html The Joural of Nutritio Nutritioal Epidemiology Supplemetal Material ca be foud at: http://j.utritio.org/cotet/suppl/2012/04/23/j.111.15691 9.DC1.html Estimatio of Treds i Serum ad RBC Folate i the U.S.

More information

Sensitivity of Computer Assisted Radionuclide Angiography in Transient Ischemic Attack and Prolonged Reversible Ischemic Neurological Deficit

Sensitivity of Computer Assisted Radionuclide Angiography in Transient Ischemic Attack and Prolonged Reversible Ischemic Neurological Deficit Sesitivity of Computer Assisted Radiouclide Agiography i Trasiet Ischemic Attack ad Prologed Reversible Ischemic Neurological Deficit 829 Compariso with Fidigs i Radiographic Agiography ad Trasmissio Computerized

More information

Journal of Epidemiology Vol. 15, No. 1 January 2005

Journal of Epidemiology Vol. 15, No. 1 January 2005 Joural of Epidemiology Vol. 15, No. 1 Jauary 2005 Primary biliary cirrhosis (PBC) is a chroic cholestatic disorder characterized by progressive, osuppurative iflammatio ad destructio of small bile ducts,

More information

Mechanism of Action: The Importance of Liver THR-β in NASH

Mechanism of Action: The Importance of Liver THR-β in NASH MGL-3196, a selective thyroid hormoe receptor-beta agoist, sigificatly decreases hepatic fat i NASH patiets at 12 weeks, the primary edpoit i a 36 week serial liver biopsy study Stephe Harriso 1, Sam Moussa

More information

Intimate partner violence and HIV in ten sub-saharan African countries: what do the Demographic and Health Surveys tell us?

Intimate partner violence and HIV in ten sub-saharan African countries: what do the Demographic and Health Surveys tell us? Itimate parter violece ad HIV i te sub-sahara Africa coutries: what do the Demographic ad Health Surveys tell us? Dick Durevall, Aika Lidskog Summary Backgroud May studies have idetified a sigificat positive

More information

Risk factors for repetition and suicide following self-harm in older adults: multicentre cohort study {

Risk factors for repetition and suicide following self-harm in older adults: multicentre cohort study { The British Joural of Psychiatry (2012) 200, 399 404. doi: 10.1192/bjp.bp.111.094177 Risk factors for repetitio ad suicide followig self-harm i older adults: multicetre cohort study { Elizabeth Murphy,

More information

Technical Assistance Document Algebra I Standard of Learning A.9

Technical Assistance Document Algebra I Standard of Learning A.9 Techical Assistace Documet 2009 Algebra I Stadard of Learig A.9 Ackowledgemets The Virgiia Departmet of Educatio wishes to express sicere thaks to J. Patrick Liter, Doa Meeks, Dr. Marcia Perry, Amy Siepka,

More information

Non-alcoholic fatty liver disease may not be a severe disease at presentation among Asian Indians

Non-alcoholic fatty liver disease may not be a severe disease at presentation among Asian Indians PO Box 2345, Beijig 100023, Chia World J Gastroeterol 2006 Jue 7; 12(21): 3400-3405 www.wjget.com World Joural of Gastroeterology ISSN 1007-9327 wjg@wjget.com 2006 The WJG Press. All rights reserved. CLINICAL

More information

Minimum skills required by children to complete healthrelated quality of life instruments for asthma: comparison of measurement properties

Minimum skills required by children to complete healthrelated quality of life instruments for asthma: comparison of measurement properties Eur Respir J 1997; 10: 225 24 DOI: 10.113/09031936.97.1010225 Prited i UK - all rights reserved Copyright ERS Jourals Ltd 1997 Europea Respiratory Joural ISSN 0903-1936 Miimum skills required by childre

More information

GOALS. Describing Data: Numerical Measures. Why a Numeric Approach? Concepts & Goals. Characteristics of the Mean. Graphic of the Arithmetic Mean

GOALS. Describing Data: Numerical Measures. Why a Numeric Approach? Concepts & Goals. Characteristics of the Mean. Graphic of the Arithmetic Mean GOALS Describig Data: umerical Measures Chapter 3 Dr. Richard Jerz Calculate the arithmetic mea, weighted mea, media, ad mode Explai the characteristics, uses, advatages, ad disadvatages of each measure

More information

Pilot and Exploratory Project Support Grant

Pilot and Exploratory Project Support Grant KEY DATES LETTERS OF INTENT DUE November 3, 2014 5:00 pm est FULL PROPOSAL INVITATIONS November 17, 2014 FULL PROPOSAL DEADLINE Jauary 15, 2015 5:00 pm est NOTIFICATION OF AWARDS April, 2015 Pilot ad Exploratory

More information

J Clin Oncol 29: by American Society of Clinical Oncology INTRODUCTION

J Clin Oncol 29: by American Society of Clinical Oncology INTRODUCTION VOLUME 29 NUMBER 16 JUNE 1 211 JOURNAL OF CLINICAL ONCOLOGY O R I G I N A L R E P O R T From the Iteratioal Collaboratio of Trialists o behalf of the Medical Research Coucil Advaced Bladder Cacer Workig

More information

Original Contributions. Secular Trends in Stroke Incidence and Mortality. The Framingham Study

Original Contributions. Secular Trends in Stroke Incidence and Mortality. The Framingham Study Origial Cotributios Secular Treds i Stroke Icidece ad Mortality The Framigham Study Philip A. Wolf, MD; Ralph B. D'Agostio, PhD; M. Agela O'Neal, MD; Pamela Sytkowski, PhD; Carlos S. Kase, MD; Albert J.

More information

Carotid and femoral arterial wall changes and the prevalence of clinical cardiovascular disease

Carotid and femoral arterial wall changes and the prevalence of clinical cardiovascular disease Carotid ad femoral arterial wall chages ad the prevalece of cliical cardiovascular disease Maura Griffi Vascular Noivasive Screeig ad Diagostic Cetre, Adrew Nicolaides The Cyprus Istitute of Neurology

More information

Item Reduction and Psychometric Validation of the Oily Skin Self Assessment Scale (OSSAS) and the Oily Skin Impact Scale (OSIS)vhe_

Item Reduction and Psychometric Validation of the Oily Skin Self Assessment Scale (OSSAS) and the Oily Skin Impact Scale (OSIS)vhe_ Volume 12 Number 5 2009 VALUE IN HEALTH Item Reductio ad Psychometric Validatio of the Oily Ski Self Assessmet Scale (OSSAS) ad the Oily Ski Impact Scale (OSIS)vhe_504 828..837 Robert Arbuckle, MA, 1 Marci

More information

Somatic cell score genetic parameter estimates of dairy cattle in Portugal using fractional polynomials 1

Somatic cell score genetic parameter estimates of dairy cattle in Portugal using fractional polynomials 1 Published December 4, 214 Somatic cell score geetic parameter estimates of dairy cattle i Portugal usig fractioal polyomials 1 A. M. Martis, 2 A. M. Silvestre, M. F. Petim-Batista, ad J. A. Colaço Departmet

More information

A Supplement to Improved Likelihood Inferences for Weibull Regression Model by Yan Shen and Zhenlin Yang

A Supplement to Improved Likelihood Inferences for Weibull Regression Model by Yan Shen and Zhenlin Yang A Supplemet to Improved Likelihood Ifereces for Weibull Regressio Model by Ya She ad Zheli Yag More simulatio experimets were carried out to ivestigate the effect of differet cesorig percetages o the performace

More information

COMBINATORIAL ON/OFF MODEL FOR OLFACTORY CODING. A.Koulakov 1, A.Gelperin 2, and D.Rinberg 2

COMBINATORIAL ON/OFF MODEL FOR OLFACTORY CODING. A.Koulakov 1, A.Gelperin 2, and D.Rinberg 2 COMBINATORIAL ON/OFF MODEL FOR OLFACTORY CODING A.Koulakov, A.Gelperi 2, ad D.Riberg 2. Cold Sprig Harbor Laboratory, Cold Sprig Harbor, NY, 724 USA 2. Moell Chemical Seses Ctr., Philadelphia, PA, 904

More information

Randomised controlled trial of a brief alcohol intervention in a general hospital setting

Randomised controlled trial of a brief alcohol intervention in a general hospital setting Shiles et al. Trials 2013, 14:345 TRIALS RESEARCH Ope Access Radomised cotrolled trial of a brief alcohol itervetio i a geeral hospital settig Celia J Shiles 1, Ua P Caig 1, Sadra A Keell-Webb 1, Carolie

More information

Review. The new ASAS classification criteria for axial and peripheral spondyloarthritis: promises and pitfalls. Sarah Lipton1 & Atul Deodhar*1

Review. The new ASAS classification criteria for axial and peripheral spondyloarthritis: promises and pitfalls. Sarah Lipton1 & Atul Deodhar*1 The ew ASAS classificatio criteria for axial ad peripheral spodyloarthritis: promises ad pitfalls Spodyloarthritis (SpA), if ot diagosed ad treated early, ofte leads to sigificat morbidity. Ufortuately,

More information

The effects of body weight on airway calibre

The effects of body weight on airway calibre Eur Respir J 2005; 25: 896 901 DOI: 10.1183/09031936.05.00104504 CopyrightßERS Jourals Ltd 2005 The effects of body weight o airway calibre G.G. Kig*,#,",+, N.J. Brow*,#, C. Diba*, C.W. Thorpe*,#,1, P.

More information

Evaluation of Prognosis One Year After Myocardial Infarction

Evaluation of Prognosis One Year After Myocardial Infarction J AM CaLL CARDIOL 985 1983,1(4).985-93 CLINICAL STUDIES Evaluatio of Progosis Oe Year After Myocardial Ifarctio ERLING BIRK MADSEN, MD, ELIZABETH GILPIN, MS, HARTMUT HENNING, MD Sa Diego, Califoria Three

More information

Treatment Outcome in Endodontics The Toronto Study. Phase II: Initial Treatment

Treatment Outcome in Endodontics The Toronto Study. Phase II: Initial Treatment JOURNAL OF ENDODONTICS Prited i U.S.A. Copyright 2004 by The America Associatio of Edodotists VOL. 30, NO. 5, MAY 2004 CLINICAL RESEARCH Treatmet Outcome i Edodotics The Toroto Study. Phase II: Iitial

More information

Supplemental Figure 1: Flow cytometry gating strategy for CCR/CXCR homing receptors

Supplemental Figure 1: Flow cytometry gating strategy for CCR/CXCR homing receptors Supplemetal Figure 1: Flow cytometry gatig strategy for CCR/CXCR homig receptors First, we discrimiated cells based o size scatter ad, after exclusio of doublet cells ad dead cells, as well as o cells

More information

Associations between markers of respiratory morbidity in European children

Associations between markers of respiratory morbidity in European children Eur Respir J 2002; 19: 479 486 DOI: 10.1183/09031936.02.00087802 Prited i UK all rights reserved Copyright #ERS Jourals Ltd 2002 Europea Respiratory Joural ISSN 0903-1936 Associatios betwee markers of

More information

Rheological Characterization of Fiber Suspensions Prepared from Vegetable Pulp and Dried Fibers. A Comparative Study.

Rheological Characterization of Fiber Suspensions Prepared from Vegetable Pulp and Dried Fibers. A Comparative Study. ANNUAL TRANSACTIONS OF THE NORDIC RHEOLOGY SOCIETY, VOL. 3, 5 Rheological Characterizatio of Fiber Suspesios Prepared from Vegetable Pulp ad Dried Fibers. A Comparative Study. Elea Bayod, Ulf Bolmstedt

More information

Longitudinal Study of Acuity and Stereopsis in Infants with or At-risk for Esotropia

Longitudinal Study of Acuity and Stereopsis in Infants with or At-risk for Esotropia Ivestigative Ophthalmology & Visual Sciece, Vol. 3, No. 6, Jue 18 Copyright Associatio for Research i Visio ad Ophthalmology Logitudial Study of Acuity ad Stereopsis i Ifats with or At-risk for Esotropia

More information