Hematopoietic stem cell transplantation

Size: px
Start display at page:

Download "Hematopoietic stem cell transplantation"

Transcription

1 Online Clinicl Investigtions Improved outcomes for stem cell trnsplnt recipients requiring peditric intensive cre Rnjit S. Chim, MD; Rodney C. Dniels, MD; Mi-Ok Kim, PhD; Dndn Li, MS; Derek S. Wheeler, MD; Stell M. Dvies, MBBS, PhD; Sont Jodele, MD Objectives: Survivl for hemtopoietic stem cell trnsplnt ptients requiring peditric intensive cre unit dmission my be improving. This study ws conducted to review outcomes for ptients undergoing hemtopoietic stem cell trnsplnttion requiring dmission to our peditric intensive cre unit nd to identify vribles impcting survivl. Design: Retrospective dtbse review. Setting: Peditric intensive cre unit nd bone mrrow trnsplnt service of children s hospitl. Ptients: Ptients undergoing hemtopoietic stem cell trnsplnttion t our center from July 2004 through June 2010 requiring peditric intensive cre unit dmission during the sme period. Mesurements nd Min Results: Thirty-five percent of ptients (155 of 448) undergoing hemtopoietic stem cell trnsplnttion required 319 dmissions over this period. Of these 155 ptients, 63% (97 of 155) were dischrged live following their most recent dmission with 100-dy survivl of 51% (79 of 155). Forty-five percent (69 of 155) of ptients were still live on long-term followup. Intubtion nd mechnicl ventiltion were required for 57% (88 of 155) of ptients, with 39% (34 of 88) of ptients surviving their lst peditric intensive cre unit dmission. Renl support ws utilized for 25% (38 of 155) of ptients with 34% (13 of 38) survivl to peditric intensive cre unit dischrge. Admissions surviving to peditric intensive cre unit dischrge hd significntly lower Peditric Risk of Mortlity II scores, shorter peditric intensive cre unit length of sty, lower utiliztion of intubtion nd mechnicl ventiltion with fewer ventiltor dys, nd lower use of renl support when compred to nonsurvivors. Of note, ech prior peditric intensive cre unit dmission significntly reduced the odds of peditric intensive cre unit survivl. Conclusions: We report 63% survivl to peditric intensive cre unit dischrge, with 45% surviving t medin follow-up of over 2 yrs for ll hemtopoietic stem cell trnsplnttion ptients dmitted to our peditric intensive cre unit over 6-yr period. Our dt suggest improved survivl outcomes for this high risk ptient popultion. (Peditr Crit Cre Med 2012; 13:e336 e342) Key Words: bone mrrow trnsplnt; mechnicl ventiltion; outcomes, peditric intensive cre unit; stem cell trnsplnt; survivl Hemtopoietic stem cell trnsplnttion (HSCT) is lifesving therpeutic option for children with multiple hemtologic, oncologic, nd immunologic disorders. A proportion of children undergoing HSCT develop complictions tht necessitte dmission to the peditric intensive cre unit (PICU). The proportion of children requiring PICU dmission following HSCT is vrible, with up to 44% of children undergoing HSCT requiring PICU dmission in some From the Divisions of Criticl Cre Medicine (RSC, RCD, DSW), Biosttistics nd Epidemiology (M-OK, DL), nd Bone Mrrow Trnsplnttion nd Immunodeficiency (SMD, SJ), Cincinnti Children s Hospitl Medicl Center, University of Cincinnti College of Medicine, Cincinnti, OH. The uthors hve not disclosed ny potentil conflicts of interest. For informtion regrding this rticle, E-mil: rnjit. chim@cchmc.org Copyright 2012 by the Society of Criticl Cre Medicine nd the World Federtion of Peditric Intensive nd Criticl Cre Societies DOI: /PCC.0b013e318253c945 series (1, 2). Historiclly, outcomes for this cohort of ptients hve been poor. A recent met-nlysis suggested wide rnge of overll PICU mortlity, rnging between 25% nd 91% (1). Despite improvement in single-center outcomes, overll severity-djusted outcomes for children requiring PICU dmission hve chnged little over time, especilly for children tht develop orgn filure (3). However, the literture describing overll PICU outcomes for children in this cohort is not representtive of current outcomes, s ll published studies utilize dt prior to 2004 (1). Hence, it is importnt to scertin PICU outcomes in this cohort utilizing contemporry dt from children requiring intensive cre following HSCT. Our institution is mongst the lrgest centers performing HSCT in children. Children undergoing HSCT t our center represent high-risk group, s most grfts come from unrelted donors, mny with significnt humn leukocyte ntigen mismtch. We performed retrospective review to determine outcomes for children who hd undergone HSCT requiring dmission to our PICU. Furthermore, we sought to identify clinicl vribles t PICU dmission tht were ssocited with poor prognosis. We hypothesized tht overll survivl to PICU dischrge hs improved when compred to published dt for children hving undergone HSCT. MATERIALS AND METHODS We performed retrospective review nd nlysis of outcomes for ll ptients dmitted to the PICU following HSCT from July 1, 2004, through June 30, 2010, t our institution, with pprovl from our Institutionl Review Bord. Due to the retrospective nture of our study, the need for informed consent ws wived. Ptients were identified using our PICU nd HSCT dtbses. We reviewed ll ptients who underwent HSCT t our institution during this time frme nd who subsequently required dmission to the PICU during this sme period. Ptients were excluded if they underwent HSCT nd/or PICU dmission prior to July 2004 or fter June 2010, underwent HSCT t nother institution, or were dmitted to the e336 Peditr Crit Cre Med 2012 Vol. 13, No. 6

2 PICU for performnce of procedure. For this review we included HSCT ptients dmitted to the intensive cre unit (ICU) following surgicl procedures for postopertive cre. Our institution is free-stnding children s hospitl nd serves s referrl center for ptients requiring HSCT. Ptients undergoing HSCT re cred for in specilized unit by physicins from the bone mrrow trnsplnt service. Admission to our PICU is not bsed upon specific criteri or clinicl scoring system. Rther, the merit of ech dmission is determined by review of ech ptient s cse nd clinicl need, nd the decision for dmission is mde jointly by the bone mrrow trnsplnt service nd criticl cre tem. Of note, HSCT ptients requiring ny inotrope/vsopressor support, ventiltory support (including noninvsive ventiltion), or initition of renl support (continuous or intermittent) re dmitted to the PICU. While in the PICU, these ptients re cred for by multidisciplinry tem consisting of intensivists nd bone mrrow trnsplnt physicins, s well s clinicl phrmcists, socil workers, nursing stff, respirtory therpy stff, nd nutrition specilists. We bstrcted dt directly from the medicl records nd PICU/HSCT dtbses nd entered the dt directly into pssword-protected Microsoft Excel spredsheets. Dt bstrcted included demogrphic prmeters such s dte of birth, sex, rce, nd ethnicity s well s clinicl dt pertining to ech ptient s HSCT nd PICU course. Specific HSCT dt included dte of trnsplnt, ge t trnsplnt, trnsplnt number, primry disese requiring trnsplnt, trnsplnt type, stem cell source, nd type of grft versus host disese prophylxis. PICU dt included ge t PICU dmission, dmission number, reson for ICU dmission (medicl vs. surgicl), Peditric Risk of Mortlity (PRISM) II score, PRISM clculted risk of mortlity, nd ICU length of sty s well s the need for invsive mechnicl ventiltion, renl support (intermittent or continuous), nd inotrope/ vsopressor usge. Admissions requiring invsive mechnicl ventiltion were ctegorized s hving primry or secondry respirtory filure. Primry respirtory filure included dmissions needing invsive mechnicl ventiltion for irwy obstruction, lung disese, fluid overlod, nd bdominl distension, wheres secondry respirtory filure included dmissions needing invsive mechnicl ventiltion for shock including crdic rrest, seizures, encephlopthy, nd opertive procedures. We compred PICU dmission nd intervention chrcteristics between those who survived to PICU dischrge nd those who did not survive to PICU dischrge. Sttisticl Anlysis. Ctegoricl nd continuous dt were compred utilizing chi-squre or Mnn Whitney rnk-sum tests, respectively. For model building, mechnicl ventiltion (invsive), inotrope/vsopressor usge, nd renl support (intermittent or continuous) were utilized s surrogtes for orgn filure, wheres PICU length of sty nd number of prior PICU Tble 1. Demogrphics nd survivl of hemtopoietic stem cell trnsplnttion ptients dmitted to the peditric intensive cre unit dmissions were used s surrogtes of morbidity. Using these vribles, we estimted the likelihood of survivl to PICU dischrge s well s survivl to 100 dys following the lst PICU dmission. Since HSCT ptients could hve hd multiple PICU dmissions resulting in multiple survivl outcomes tht re correlted mong themselves, we used generlized liner mixed effects model with n uto regressive order of 1 in order to ccount for multiple visits tht my belong to one ptient s well s the intercorreltion of survivl outcomes. We ssessed the odds of survivl to PICU dischrge utilizing simple nd multiple generlized liner mixed effects model regression nlysis to ssess the effect of ech vrible seprtely nd ll vribles concurrently. The odds of surviving to 100 dys following the lst PICU dmission for ll ptients were ssessed using logistic regression model for survivl probbility. Since multiple ptients in our cohort hd greter thn one PICU dmission nd vrying durtion of follow-up fter their lst PICU dischrge, we normlized risk fctors ccumulted during multiple PICU dmissions for the length of follow-up time. Lstly, we lso documented those ptients who were currently live (defined s of Jnury 1, 2011). Thess dt represent period of 6 months from the lst ptient included in our cohort. In ll nlyses, p vlue <.05 ws considered significnt. Sttisticl nlysis ws performed using SAS softwre (Cry, NC) version 9.2. RESULTS Demogrphic Totl n = 155 (%) Between July 1, 2004, nd June 30, 2010, 448 ptients received HSCT t our Peditric Intensive Cre Unit Survivl n = 97 (%) Mle 93 (60) Femle 62 (40) Dignosis Nonmlignnt 99 (64) 55 (56) Bone mrrow filure 29 (19) 17 (59) Genetic/metbolic disorder 6 (4) 4 (67) Immune disorders 64 (41) 34 (53) Mlignnt 56 (36) 42 (75) b Stem cell source Allogeneic 134 (86) 79 (59) Unrelted dult donor 96 (62) 56 (58) Unrelted cord blood 18 (12) 10 (56) Mtched sibling donor 18 (12) 12 (67) Mismtched sibling donor 1 (0.6) 0 (0) Hploidenticl prent 1 (0.6) 1 (100) Autologous 21 (14) 18 (86) c Conditioning regimen Myelobltive 98 (63) 64 (65) Nonmyelobltive d 57 (37) 33 (58) Peditric intensive cre unit survivl for lst peditric intensive cre unit dmission during the study period; b p =.004 when compred to ptients with nonmlignnt disorders; c p =.04 when compred to ptients undergoing llogeneic trnsplnt; d nonmyelobltive conditioning includes reduced intensity conditioning nd no conditioning of which there ws only one ptient. institution. Of these, 155 ptients (35%) required PICU cre, ccounting for 319 totl PICU dmissions over this 6-yr period. The most frequent resons for HSCT were immune disorders (41%) nd mlignncy (36%) (Tble 1). The medin ge t the time of HSCT ws 6 yrs (interqurtile rnge [IQR] 1.8, 14.3), nd 60% of ptients were mle (Tble 1). Nerly 85% of the cohort received stem cells from nother person (llogeneic trnsplnts), nd the mjority of the grfts were from n unrelted donor (Tble 1). Conditioning regimens were myleobltive in 63% of ptients; of these, nerly 50% received totl body irrdition (Tble 1). Over 6 yrs we observed n increse in stem cell trnsplnt ctivity t our center; this ws ssocited with mrked increse in PICU dmissions for ptients hving undergone HSCT t our institution (Fig. 1A). The mjority of ptients required one to two dmissions to the PICU (men dmissions/ptient 2 ± 1.5, mode 1); however, 45 ptients (29%) required more thn two dmissions. Of the 319 dmissions, only 9% (29) were for postopertive mngement. The medin time to dmission following trnsplnt ws 38 dys (IQR 8.3, 145) with medin ge of 6.6 yrs (IQR 2.5, 16.4). The medin PRISM II score for this cohort t PICU dmission ws 8 (IQR 4, 14) with medin length of sty in the PICU of 4 dys (IQR 2, 11), both being Peditr Crit Cre Med 2012 Vol. 13, No. 6 e337

3 Figure 1. A, Hemtopoietic stem cell trnsplnttion (HSCT) dmissions to the peditric intensive cre unit (PICU) nd number of ptients undergoing HSCT by fiscl yer. Ech br depicts the numbers of HSCT dmissions tht survived nd did not survive to PICU dischrge for tht fiscl yer. *Percentge of HSCT dmissions surviving to PICU dischrge; # number of ptients undergoing HSCT. B, Line grph demonstrting trend of medin Peditric Risk of Mortlity (PRISM) II score nd mechnicl ventiltion use (% ge) for HSCT dmissions to the PICU by fiscl yer over the study period. significntly higher (p <.001) when compred to non-hsct dmissions over the sme period (medin PRISM II score 4 [IQR 1, 7] nd medin length of sty 2 dys [IQR 2,4]). To scertin if this trend of incresed dmissions ws not consequence of lower severity of illness, we ssessed the yerly utiliztion of invsive mechnicl ventiltion over this period s n index of severity of illness. As expected, there ws vrition in the yerly need for mechnicl ventiltion; however, yerly dmission mortlity did pper to be ssocited with the percentge of dmissions needing mechnicl ventiltion (Fig. 1). Furthermore, there ws miniml vrition in PRISM II score over this period (Fig. 1B). Tken together these dt suggest tht the improved survivl to PICU dischrge is not consequence of dmissions hving lower severity of illness. We specificlly ssessed mechnicl ventiltion, inotrope use, nd renl support for HSCT dmissions during this period. Mechnicl ventiltion ws needed for 57% (88 of 155) of ptients nd 39% (124 of 319) of dmissions, s some ptients were dmitted more thn once. Nerly 60% (73 of 124) of dmissions needed mechnicl ventiltion for primry respirtory filure, while 40% (50 of 124) were intubted nd ventilted for secondry respirtory filure. For the dmissions requiring mechnicl ventiltion, the medin ventiltor dys were 6.5 dys (IQR 2, 15). Renl support ws required for 25% (38 of 155) of ptients. This resulted in 55 episodes of renl support in the PICU out of 319 dmissions. The modlities utilized during these 55 episodes were intermittent hemodilysis (n = 24), continuous renl replcement therpy (n = 11), or both (n = 20). Inotropes nd vsopressors were utilized in 61% (95 of 155) of ptients. Overll 37% (119 of 319) of dmissions required the use of n inotrope or vsopressor gent. The utiliztion of PICU interventions (mechnicl ventiltion, inotrope use, nd renl support) mongst HSCT recipients ws not impcted by underlying primry disese (mlignnt vs. nonmlignnt) nd trnsplnt chrcteristic (llogeneic vs. utologous trnsplnt, myelobltive vs. nonmyelobltive conditioning) (Tble 2). However, there ws trend towrd lower utiliztion of PICU interventions in ptients who underwent utologous trnsplnt when compred to llogeneic trnsplnts. We compred PICU dmission nd intervention chrcteristics mongst dmissions surviving to those not surviving to PICU dischrge. When compred to nonsurvivors, dmissions surviving to PICU dischrge hd significntly lower PRISM II score (7 vs. 13.5, p <.001) nd spent significntly fewer dys (3 vs. 12.5, p <.001) in the PICU (Tble 3). Additionlly, HSCT dmissions surviving their PICU sty hd significntly lower utiliztion of mechnicl ventiltion (28% vs. 90%, p <.001) nd fewer ventiltor dys (5 vs. 10.5, p <.001) when compred to nonsurvivors (Tble 3). Importntly, 58% (72 of 124) of dmissions requiring ventiltion survived to PICU dischrge. This trnslted to 39% (34 of 88) of ptients who required ventiltion during ny dmission surviving through their lst PICU dischrge, with 34% (30 of 88) surviving t lest 100 dys fter their lst PICU dischrge. Furthermore, we observed n 80% (12 of 15) survivl for ptients who received mechnicl ventiltion, but did not require inotrope support or renl support; we noted 32% (11 of 34) survivl for those ptients who were ventilted nd required renl support s well. Survivors to PICU dischrge hd significntly lower use of renl support (12% vs. 41%, p <.001) nd inotropes/vsopressors (28% vs. 79%, p <.001) when compred to nonsurvivors (Tble 3). Of the 38 ptients who required renl support, 34% (13 of 38) survived ll their PICU dmissions, with 29% (11 of 38) surviving t lest 100 dys fter their lst e338 Peditr Crit Cre Med 2012 Vol. 13, No. 6

4 Tble 2. Chrcteristics nd use of peditric intensive cre unit interventions for hemtopoietic stem cell trnsplnttion ptients Hemtopoietic Stem Cell Trnsplnttion Chrcteristic dmission. This corresponded to 56% survivl (31 of 55) to PICU dischrge for ll dmissions requiring renl support. For those dmissions tht required the use of n inotrope or vsopressor gent, we observed 61% (73 of 119) survivl to PICU dischrge. Overll survivl for HSCT ptients following lst PICU dischrge ws 63% (97 of 155) (Fig. 2). This trnslted to 82% (261 of 319) of HSCT dmissions surviving to PICU dischrge; in comprison, survivl to PICU dischrge for non-hsct dmissions over the sme period ws significntly higher t 97.5% (p <.001). On further follow-up, 51% (79 of 155) of HSCT ptients were live t 100 dys, nd nerly 45% (69 of 155) of ptients were live t medin follow-up of 2.5 yrs fter their lst PICU dischrge (IQR, 1, 3.5; rnge, 6 months to 6 yrs) (Fig. 2). In contrst, 98% of HSCT ptients not dmitted to the PICU over the sme period were live t 100 dys following trnsplnt. On further follow-up, 88% were live t 1 yr. PICU survivl ws significntly higher for ptients who underwent HSCT for dignosis of mlignncy compred to those with nonmlignnt disorders (75% vs. 56%, p =.004) (Tble 1); this higher Mechnicl Ventiltion Use (%) Tble 3. Hemtopoietic stem cell trnsplnttion dmissions chrcteristics nd interventions of peditric intensive cre unit nonsurvivors nd survivors Nonsurvivors n = 58 Inotrope Vsopressor Use (%) Survivors n = 261 Renl Support (%) Mlignnt disorder (n = 56) 29 (52) 33 (59) 11 (19) Nonmlignnt disorder (n = 99) 59 (60) 62 (63) 27 (27) Allogeneic trnsplnt (n = 134) 80 (60) 85 (63) 35 (26) Autologous trnsplnt (n = 21) 8 (38) 10 (48) 3 (14) Myelobltive conditioning (n = 98) 57 (58) 65 (66) 24 (24) Nonmyelobltive conditioning (n = 57) 31 (54) 30 (53) 14 (25) Number of ptients. Age t peditric intensive cre unit Admission (yrs) 8.8 ( ) b 6.5 ( ) b.3 Peditric Risk of Mortlity II score 13.5 (9 21) b 7 (3 12.3) b <.001 Peditric intensive cre unit length of sty (dys) 12.5 (5 23) b 3 (2 7) b <.001 Mechnicl ventiltion use (%) 52 (90) 72 (28) <.001 Ventiltor dys 10.5 (3 20) b 5 (2 11) b.012 Inotrope/vsopressor use (%) 46 (79) 73 (28) <.001 Renl support (%) 24 (41) 31 (12) <.001 Intermittent hemodilysis 3 21 Continuous renl replcement therpy 9 2 Both 12 8 p vlue reflects the difference between dmissions tht survived nd did not survive to peditric intensive cre unit dischrge by Mnn Whitney rnk-sum test for continuous dt nd chi-squre test for ctegoricl dt; b medin vlue with interqurtile rnge (25 75 percentile). mortlity for nonmlignnt disorders my reflect inclusion of lrge proportion of ptients undergoing HSCT for immune disorders, most commonly hemophgocytic lymphohistiocytosis. Additionlly, ptients who received utologous trnsplnts hd significntly higher PICU survivl when compred to those receiving n llogeneic trnsplnt (86% vs. 59%, p =.04) (Tble 1). In contrst, PICU survivl ws not ffected by the type of conditioning regimen (Tble 1). In order to determine the risk fctors tht impcted survivl to PICU dischrge, we used need for interventions such s mechnicl ventiltion, hemodynmic support, nd renl support s surrogtes for orgn filure. Furthermore, we used PICU length of sty nd number of prior PICU dmissions s surrogtes of morbidity. The odds of survivl to PICU dischrge were significntly higher for ptients not requiring mechnicl ventiltion or renl support (Tble 4). Similrly, ech prior PICU dmission following HSCT decresed the odds of PICU survivl significntly (odds rtio 0.8, p =.014) (Tble 4). However, PICU length of sty did not pper to hve significnt effect on the odds of PICU survivl p once djusted for the effects of the other risk fctors (Tble 4). These results suggest tht the odds of PICU mortlity for HSCT ptients re likely dependent on orgn filure nd mybe independent of PICU length of sty. For ptients who survived their lst PICU dmission during this period, we determined risk fctors tht impcted 100-dy survivl following their lst PICU dischrge. Since ptients in our cohort hd multiple dmissions nd vrying durtion of follow-up following their lst PICU dischrge, we normlized risk fctors ccumulted during multiple PICU dmissions for the length of follow-up time. After normlizing for risk fctors nd follow-up time, the 100- dy odds of survivl were significntly lower for ptients requiring mechnicl ventiltion, renl support, or combintion of mechnicl ventiltion nd renl support during their lst PICU dmission (Tble 5). Notbly, the use of inotropes/ vsopressors did not impct 100-dy survivl following lst PICU dischrge. DISCUSSION Our study describes outcomes for lrge contemporry cohort of stem cell trnsplnt ptients from single center requiring PICU dmission over 6-yr period. We observed n incresing number of dmissions for ptients undergoing HSCT t our institution over this period, in prllel with incresed trnsplnt ctivity in our progrm. For this ptient cohort, we report 63% survivl to PICU dischrge with n overll survivl of 45% t medin follow-up of over 2 yrs. We believe these dt re encourging nd show better outcomes thn previous reports. These dt indicte tht ggressive PICU support cn be beneficil for HSCT ptients, nd tht ptients cn survive even prolonged PICU stys. The primry impetus for our nlysis ws pucity of recent dt describing outcomes for ptients requiring dmission to PICU following HSCT. The frequency of PICU dmission fter HSCT is vrible in literture reports. A recent met-regression nlysis tht nlyzed dt from 23 retrospective studies spnning 15-yr period in children demonstrted n dmission rte between 5% nd 44% (1). In ddition, recent single center nlysis observed n PICU dmission rte of 35% for children undergoing stem cell trnsplnttion for primry immunodeficiency over 5-yr period (4). Hence, our dt seem to be in keeping Peditr Crit Cre Med 2012 Vol. 13, No. 6 e339

5 Figure 2. Survivl for hemtopoietic stem cell trnsplnttion (HSCT) ptients requiring peditric intensive cre unit (PICU) dmission. Flowchrt depicts survivl for 155 HSCT ptients requiring PICU dmission during the study period. Survivl depicted t PICU dischrge, 30 dys, 100 dys, nd to dte following lst PICU dischrge during the study period. Tble 4. Fctors ffecting peditric intensive cre unit survivl Risk Fctor with recent published dt wherein third of ptients undergoing HSCT required PICU dmission t some time following their trnsplnt. In our report, Odds Rtio (95% Confidence Intervl) Simple generlized liner mixed effects model regression nlysis Ventiltor use (no vs. yes) 22.8 ( ) <.001 Renl support (no vs. yes) 5.2 ( ) <.001 Inotrope/vsopressor use (no vs. yes) 9.8 ( ) <.001 PICU length of sty c 0.81 ( ) c.002 Mechnicl ventiltion durtion c 0.61 ( ) c <.001 Prior PICU dmission d 0.82 ( ) d.01 Multiple generlized liner mixed effects model regression nlysis Ventiltor use (no vs. yes) 19.1 ( ) <.001 Renl support (no vs. yes) 2.8 ( ).013 Ventiltor + renl support (no/no vs. yes/yes) 53.1 ( ) PICU length of sty c 0.98 ( ) c.63 Prior PICU dmission d 0.77 ( ) d.014 PICU, peditric intensive cre unit. Odds rtio (OR) for PICU survivl with 95% confidence intervls; b p vlue represents sttisticl significnce for ech vrible independent of the others (simple generlized liner mixed effects model regression) or djusted for the effects of the others (multiple generlized liner mixed effects model regression); c OR represents chnge in odds of survivl by the reported fctor for ech dditionl week of PICU sty or mechnicl ventiltion: e.g., the odds of survivl differ by OR x for x dditionl weeks; d OR represents chnge in odds of survivl by the reported fctor for ech prior dmission: e.g., the odds of survivl differ by OR x for x dditionl prior dmissions. the vst mjority of ptients hd only one or two dmissions, with postopertive dmissions ccounting for <10% of dmissions. Mechnicl ventiltion ws p b needed in 57% of ptients dmitted to the ICU, which is comprble to published studies (2, 5, 6). Renl support ws utilized for 25% of ptients, resulting in 55 episodes of renl support during the study. The use of mechnicl ventiltion, inotropes, nd renl support were similr mongst ptients undergoing trnsplnt for mlignnt vs. nonmlignnt disorders nd myelobltive vs. nonmyelobltive conditioning. Similr use ws lso seen in ptients receiving llogeneic or utologous trnsplnt; however, this lck of difference is possibly confounded by the reltively few ptients in our cohort receiving utologous trnsplnts. Overll, we observed n 82% survivl to PICU dischrge for these 319 dmissions. This trnslted to 63% (97 of 155) of HSCT ptients surviving their lst PICU dmission, with 51% (79 of 155) being live t 100 dys. On longer followup, 45% were still live. This suggests tht in our cohort the mjority of deths occur in the PICU or within 100 dys of dischrge. All similr studies published over the lst decde hve hd fr fewer ptients, nd with lower survivl to PICU dischrge. The rnge of survivl to PICU dischrge for ptients in these studies vries between 30% nd 47% (2, 5 10). Only single smll study tht evluted dt over 4-yr period for 33 ptients demonstrtes similr survivl rte (2). In our study, 81% (79 of 97) of ptients tht survived to PICU dischrge were still live 100 dys lter. This is n importnt improvement in survivl compred to 54% observed by Kche et l (2) in their cohort. However, the lck of specific dmission criteri for our cohort leves open the possibility tht dmissions of ptients with lower severity of illness my hve ffected our outcomes. Unlike prior studies, we followed ptients in our cohort longer, with medin follow-up of nerly 2.5 yrs. Hence, our dt demonstrte n improvement in survivl for ptients requiring PICU dmission following HSCT, nd tht the improved outcome leds to long-term survivl. We were prticulrly interested in outcomes for HSCT ptients who needed mechnicl ventiltion nd/or renl support during their PICU sty, s historiclly outcomes for these ptients hve been poor. At our center nerly 40% of the 88 ptients ventilted t ny time over the 6-yr study period survived through their lst PICU dmission, with 34% surviving t lest 100 dys fter e340 Peditr Crit Cre Med 2012 Vol. 13, No. 6

6 Tble 5. Multiple logistic regression nlysis: Interventions ffecting 100-dy survivl following lst peditric intensive cre unit dischrge djusted for normlized risk fctors ccumulted over prior peditric intensive cre unit dmissions Intervention b Odds Rtio (95% Confidence Intervl) p Ventiltor use (no vs. yes) 5.3 ( ) <.001 Renl support (no vs. yes) 3.1 (1 9.3).048 Ventiltor + renl support (no/no vs. yes/yes) 16.3 ( ) Risk fctors ccrued during prior dmissions over the study period were normlized for the time period over which the peditric intensive cre unit dmissions occurred nd were included s explntory vribles; b intervention must hve occurred during the ptients lst peditric intensive cre unit dmission within the study period PICU dischrge. Since multiple studies report mechnicl ventiltion outcomes by dmissions rther thn by ptient numbers (some ptients were dmitted more thn once), we observed 58% survivl to PICU dischrge for HSCT dmissions requiring mechnicl ventiltion. These numbers represent improvements over historicl reports. Vn Gestel et l (9) demonstrted men ICU survivl of 29% for HSCT ptients requiring mechnicl ventiltion in their metregression nlysis. Our results re similr if not better thn recent studies reporting 45% nd 58% survivl for HSCT dmissions requiring mechnicl ventiltion (11 13). For ptients needing renl support t our center, survivl to PICU dischrge nd 100-dy survivl following lst PICU dischrge were 34% nd 29%, respectively, not dissimilr to the Continuous Renl Replcement Therpy Registry Group recently reporting 45% ptient survivl to PICU dischrge for HSCT ptients requiring continuous renl replcement therpy (13). While this survivl is improved reltive to our results, the severity of illness nd underlying disorder leding to these ptients HSCT is not reported nd, therefore, mkes correltions to our cohort difficult. However, more comprble study by Rjsekrn et l (14) demonstrted 33% ICU survivl for HSCT ptients undergoing continuous renl replcement therpy. A combintion of mechnicl ventiltion nd renl support ws used in 34 of our ptients, with 32% survivl to ICU dischrge. These dt contrst with recent study reporting tht 17% of such ptients survived to PICU dischrge (15). Tken together, our survivl dt for HSCT ptients needing mechnicl ventiltion nd/or renl support revel n improvement compred to published dt. However, the need for mechnicl ventiltion nd/or renl support significntly diminished the likelihood of PICU nd 100-dy survivl for these ptients. These findings re not surprising to helthcre providers cring for these ptients, s prior studies hve demonstrted worsening outcomes for HSCT ptients with multiple orgn filure (9, 10). The number of prior PICU dmissions for HSCT ptients t our center proportionlly decresed their odds of survivl. However, prior studies hve not studied this or hve demonstrted no effect of dmission number on PICU survivl (4). The reson for this difference is uncler; however, repeted PICU dmissions my be mrker of incresed complictions following trnsplnt. Notbly, the PICU length of sty did not impct PICU survivl. While we describe improved outcomes for this cohort of ptients, we could identify no single intervention or chnge in mngement tht could ccount for the improved outcomes observed in our high-risk ptient popultion. Although difficult to evlute nd quntify in retrospective study, we believe tht our multidisciplinry pproch to the mngement of HSCT ptients, with both tems present on rounds, plys n importnt role in our observed outcomes. Ultimtely it is most likely tht improved outcomes re most likely result of the dditive effect of multiple smll chnges in mngement of these ptients from both the trnsplnt nd intensive cre stndpoint. CONCLUSIONS In conclusion, our study demonstrtes 63% survivl to ICU dischrge with 45% long-term survivl for HSCT ptients needing PICU cre. Our study bolsters the belief tht outcomes for this cohort of ptients re improving nd chllenges previously held dogms of universlly poor outcomes for HSCT ptients requiring dmission to the PICU. We suggest tht ggressive, well-coordinted, multidisciplinry cre cn led to long-term survivl. REFERENCES 1. vn Gestel JP, Bollen CW, vn der Tweel I, et l: Intensive cre unit mortlity trends in children fter hemtopoietic stem cell trnsplnttion: A met-regression nlysis. Crit Cre Med 2008; 36: Kche S, Weiss IK, Moore TB: Chnging outcomes for children requiring intensive cre following hemtopoietic stem cell trnsplnttion. Peditr Trnsplnt 2006; 10: Brtton SL, Vn Duker H, Sttler KD, et l: Lower hospitl mortlity nd complictions fter peditric hemtopoietic stem cell trnsplnttion. Crit Cre Med 2008; 36: Cole TS, Johnstone IC, Perce MS, et l: Outcome of children requiring intensive cre following hemtopoietic SCT for primry immunodeficiency nd other non-mlignnt disorders. Bone Mrrow Trnsplnt 2012; 47: González-Vicent M, Mrín C, Mdero L, et l: Risk score for peditric intensive cre unit dmission in children undergoing hemtopoietic stem cell trnsplnttion nd nlysis of predictive fctors for survivl. J Peditr Hemtol Oncol 2005; 27: Cheuk DK, H SY, Lee SL, et l: Prognostic fctors in children requiring dmission to n intensive cre unit fter hemtopoietic stem cell trnsplnt. Hemtol Oncol 2004; 22: Tomske M, Bosk A, Eyrich M, et l: Risks of mortlity in children dmitted to the peditric intensive cre unit fter hemtopoietic stem cell trnsplnttion. Br J Hemtol 2003; 121: Lms A, Otheo E, Ros P, et l: Prognosis of child recipients of hemtopoietic stem cell trnsplnttion requiring intensive cre. Intensive Cre Med 2003; 29: Diz MA, Vicent MG, Prudencio M, et l: Predicting fctors for dmission to n intensive cre unit nd clinicl outcome in peditric ptients receiving hemtopoietic stem cell trnsplnttion. Hemtologic 2002; 87: Jcobe SJ, Hssn A, Veys P, et l: Outcome of children requiring dmission to n intensive cre unit fter bone mrrow trnsplnttion. Crit Cre Med 2003; 31: Tmburro RF, Brfield RC, Shffer ML, et l: Chnges in outcomes ( ) for peditric oncology nd hemtopoietic stem cell trnsplnt ptients requiring invsive mechnicl ventiltion. Peditr Crit Cre Med 2008; 9: vn Gestel JP, Bollen CW, Bierings MB, et l: Survivl in recent cohort of mechniclly ventilted peditric llogeneic hemtopoietic stem cell trnsplnttion recipients. Biol Blood Mrrow Trnsplnt 2008; 14: Peditr Crit Cre Med 2012 Vol. 13, No. 6 e341

7 13. Flores FX, Brophy PD, Symons JM, et l: Continuous renl replcement therpy (CRRT) fter stem cell trnsplnttion. A report from the prospective peditric CRRT Registry Group. Peditr Nephrol 2008; 23: Rjsekrn S, Jones DP, Avent Y, et l: Outcomes of hemtopoietic stem cell trnsplnt ptients who received continuous renl replcement therpy in peditric oncology intensive cre unit. Peditr Crit Cre Med 2010; 11: Elbhlwn L, West NK, Avent Y, et l: Impct of continuous renl replcement therpy on oxygention in children with cute lung injury fter llogeneic hemtopoietic stem cell trnsplnttion. Peditr Blood Cncer 2010; 55: e342 Peditr Crit Cre Med 2012 Vol. 13, No. 6

DlNBVRGH + Sickness Absence Monitoring Report. Executive of the Council. Purpose of report

DlNBVRGH + Sickness Absence Monitoring Report. Executive of the Council. Purpose of report DlNBVRGH + + THE CITY OF EDINBURGH COUNCIL Sickness Absence Monitoring Report Executive of the Council 8fh My 4 I.I...3 Purpose of report This report quntifies the mount of working time lost s result of

More information

Utilization of Smoking Cessation Benefits in Medicaid Managed Care, 2009-2013

Utilization of Smoking Cessation Benefits in Medicaid Managed Care, 2009-2013 Utiliztion of Smoking Cesstion Benefits in Medicid Mnged Cre, 2009-2013 Office of Qulity nd Ptient Sfety New York Stte Deprtment of Helth Jnury 2015 Introduction According to the New York Stte Tocco Control

More information

Helicopter Theme and Variations

Helicopter Theme and Variations Helicopter Theme nd Vritions Or, Some Experimentl Designs Employing Pper Helicopters Some possible explntory vribles re: Who drops the helicopter The length of the rotor bldes The height from which the

More information

Treatment Spring Late Summer Fall 0.10 5.56 3.85 0.61 6.97 3.01 1.91 3.01 2.13 2.99 5.33 2.50 1.06 3.53 6.10 Mean = 1.33 Mean = 4.88 Mean = 3.

Treatment Spring Late Summer Fall 0.10 5.56 3.85 0.61 6.97 3.01 1.91 3.01 2.13 2.99 5.33 2.50 1.06 3.53 6.10 Mean = 1.33 Mean = 4.88 Mean = 3. The nlysis of vrince (ANOVA) Although the t-test is one of the most commonly used sttisticl hypothesis tests, it hs limittions. The mjor limittion is tht the t-test cn be used to compre the mens of only

More information

2015 EDITION. AVMA Report on Veterinary Compensation

2015 EDITION. AVMA Report on Veterinary Compensation 2015 EDITION AVMA Report on Veterinry Compenstion AVMA Report on Veterinry Compenstion 2015 EDITION Copyright 2015 by the All rights reserved. ISBN-13: 978-1-882691-31-9 AVMA Report on Veterinry Compenstion

More information

Survival of Non-small Cell Lung Cancer Patients with Postoperative Recurrence at Distant Organs

Survival of Non-small Cell Lung Cancer Patients with Postoperative Recurrence at Distant Organs Survivl of Non-smll Cell Cncer Ptients with Postopertive Recurrence t Distnt Orgns Ichiro Yoshino, MD, 1,2 Tomofumi Yohen, MD, 1 Mschik Kitjim, MD, 1 Chie Ushijim, MD, 1 Kenichi Nishiok, MD, 1 Yukito Ichinose,

More information

Health Information Systems: evaluation and performance of a Help Desk

Health Information Systems: evaluation and performance of a Help Desk 536 Digitl Helthcre Empowering Europens R. Cornet et l. (Eds.) 2015 Europen Federtion for Medicl Informtics (EFMI). This rticle is published online with Open Access by IOS Press nd distributed under the

More information

Unit 29: Inference for Two-Way Tables

Unit 29: Inference for Two-Way Tables Unit 29: Inference for Two-Wy Tbles Prerequisites Unit 13, Two-Wy Tbles is prerequisite for this unit. In ddition, students need some bckground in significnce tests, which ws introduced in Unit 25. Additionl

More information

National Diabetes Audit. Report 1: Care Processes and Treatment Targets

National Diabetes Audit. Report 1: Care Processes and Treatment Targets Ntionl Dibetes Audit 2011 2012 Report 1: Cre Processes nd Tretment Trgets The Ntionl Dibetes Audit is commissioned by The Helthcre Qulity Improvement Prtnership (HQIP) promotes qulity in helthcre. HQIP

More information

Small Businesses Decisions to Offer Health Insurance to Employees

Small Businesses Decisions to Offer Health Insurance to Employees Smll Businesses Decisions to Offer Helth Insurnce to Employees Ctherine McLughlin nd Adm Swinurn, June 2014 Employer-sponsored helth insurnce (ESI) is the dominnt source of coverge for nonelderly dults

More information

Reversing Medications That Cause Bleeding

Reversing Medications That Cause Bleeding Reversing Medictions Tht Cuse Bleeding Dine M. Birnbumer, M.D., FACEP Professor of Medicine University of Cliforni, Los Angeles Senior Fculty Deprtment of Emergency Medicine Hrbor-UCLA Medicl Center The

More information

Humana Critical Illness/Cancer

Humana Critical Illness/Cancer Humn Criticl Illness/Cncer Criticl illness/cncer voluntry coverges py benefits however you wnt With our criticl illness nd cncer plns, you'll receive benefit fter serious illness or condition such s hert

More information

Lump-Sum Distributions at Job Change, p. 2

Lump-Sum Distributions at Job Change, p. 2 Jnury 2009 Vol. 30, No. 1 Lump-Sum Distributions t Job Chnge, p. 2 E X E C U T I V E S U M M A R Y Lump-Sum Distributions t Job Chnge GROWING NUMBER OF WORKERS FACED WITH ASSET DECISIONS AT JOB CHANGE:

More information

The sickle cell diseases (SCDs) affect approximately

The sickle cell diseases (SCDs) affect approximately o r i g i n l c o m m u n i c t i o n Pin Mngement in Adults With Sickle Cell Disese in Medicl Center Emergency Deprtment Lwrence R. Solomon, MD Previous Presenttion: This pper ws presented in prt in bstrct

More information

Polynomial Functions. Polynomial functions in one variable can be written in expanded form as ( )

Polynomial Functions. Polynomial functions in one variable can be written in expanded form as ( ) Polynomil Functions Polynomil functions in one vrible cn be written in expnded form s n n 1 n 2 2 f x = x + x + x + + x + x+ n n 1 n 2 2 1 0 Exmples of polynomils in expnded form re nd 3 8 7 4 = 5 4 +

More information

Subjective health complaints and psychosocial work environment among university personnel

Subjective health complaints and psychosocial work environment among university personnel Occuptionl Medicine Advnce Access published November 8, 2012 Occuptionl Medicine doi:10.1093/occmed/kqs188 Subjective helth complints nd psychosocil work environment mong university personnel Bente E.

More information

An Undergraduate Curriculum Evaluation with the Analytic Hierarchy Process

An Undergraduate Curriculum Evaluation with the Analytic Hierarchy Process An Undergrdute Curriculum Evlution with the Anlytic Hierrchy Process Les Frir Jessic O. Mtson Jck E. Mtson Deprtment of Industril Engineering P.O. Box 870288 University of Albm Tuscloos, AL. 35487 Abstrct

More information

How To Study The Effects Of Music Composition On Children

How To Study The Effects Of Music Composition On Children C-crcs Cognitive - Counselling Reserch & Conference Services (eissn: 2301-2358) Volume I Effects of Music Composition Intervention on Elementry School Children b M. Hogenes, B. Vn Oers, R. F. W. Diekstr,

More information

ARTICLE IN PRESS. i n t e r n a t i o n a l j o u r n a l o f m e d i c a l i n f o r m a t i c s x x x ( 2 0 1 2 ) xxx xxx

ARTICLE IN PRESS. i n t e r n a t i o n a l j o u r n a l o f m e d i c a l i n f o r m a t i c s x x x ( 2 0 1 2 ) xxx xxx IJB-2938; No. of Pges 12 i n t e r n t i o n l j o u r n l o f m e d i c l i n f o r m t i c s x x x ( 2 0 1 2 ) xxx xxx j ourn l homepge: www.ijmijournl.com Description nd comprison of qulity of electronic

More information

MEDICAL SURVEILLANCE MONTHLY REPORT

MEDICAL SURVEILLANCE MONTHLY REPORT AUGUST 2015 Volume 22 Number 8 msmr MEDICAL SURVEILLANCE MONTHLY REPORT PAGE 2 PAGE 9 Updte: Routine screening for ntibodies to humn immunodeficiency virus, civilin pplicnts for U.S. militry service nd

More information

ClearPeaks Customer Care Guide. Business as Usual (BaU) Services Peace of mind for your BI Investment

ClearPeaks Customer Care Guide. Business as Usual (BaU) Services Peace of mind for your BI Investment ClerPeks Customer Cre Guide Business s Usul (BU) Services Pece of mind for your BI Investment ClerPeks Customer Cre Business s Usul Services Tble of Contents 1. Overview...3 Benefits of Choosing ClerPeks

More information

Why is the NSW prison population falling?

Why is the NSW prison population falling? NSW Bureu of Crime Sttistics nd Reserch Bureu Brief Issue pper no. 80 September 2012 Why is the NSW prison popultion flling? Jcqueline Fitzgerld & Simon Corben 1 Aim: After stedily incresing for more thn

More information

2013 Flax Weed Control Trial

2013 Flax Weed Control Trial 2013 Flx Weed Control Tril Dr. Hether Drby, UVM Extension Agronomist Susn Monhn, Conner Burke, Eric Cummings, nd Hnnh Hrwood UVM Extension Crops nd Soils Technicins 802-524-6501 Visit us on the web: http://www.uvm.edu/extension/cropsoil

More information

Excess Costs and Utilization Associated with Methicillin Resistance for Patients with Staphylococcus aureus Infection

Excess Costs and Utilization Associated with Methicillin Resistance for Patients with Staphylococcus aureus Infection infection control nd hospitl epidemiology pril 2010, vol. 31, no. 4 originl rticle Excess Costs nd Utiliztion Associted with Methicillin Resistnce for Ptients with Stphylococcus ureus Infection Gregory

More information

Active & Retiree Plan: Trustees of the Milwaukee Roofers Health Fund Coverage Period: 06/01/2015-05/31/2016 Summary of Benefits and Coverage:

Active & Retiree Plan: Trustees of the Milwaukee Roofers Health Fund Coverage Period: 06/01/2015-05/31/2016 Summary of Benefits and Coverage: Summry of Benefits nd Coverge: Wht this Pln Covers & Wht it Costs Coverge for: Single & Fmily Pln Type: NPOS This is only summry. If you wnt more detil bout your coverge nd costs, you cn get the complete

More information

Recent health policy efforts have targeted healthcare

Recent health policy efforts have targeted healthcare Medicre Clim Processors Reimursement nd G-CSF Choice Among Non-Hodgkin Lymphom Ptients At Glnce Prcticl Implictions p 148 Author Informtion p 153 Full text nd PDF www.jplive.com Originl Reserch Xioyun

More information

Navy Asbestos Medical Surveillance Program 1990 1999: Demographic Features and Trends in Abnormal Radiographic Findings

Navy Asbestos Medical Surveillance Program 1990 1999: Demographic Features and Trends in Abnormal Radiographic Findings MILITARY MEDICINE, 171, 8:717, 2006 Nvy Asbestos Medicl Surveillnce Progrm 1990 1999: Demogrphic Fetures nd Trends in Abnorml Rdiogrphic Findings Gurntor: Dnielle M. Dell, MPH Contributors: Dnielle M.

More information

MAX. As an increasingly larger share of Medicaid enrollees MEDICAID POLICY BRIEF

MAX. As an increasingly larger share of Medicaid enrollees MEDICAID POLICY BRIEF MAX CENTERS FOR MEDICARE & MEDICAID SERVICES MEDICAID POLICY BRIEF Brief 14 December 2012 The Avilbility nd Usbility of Behviorl Helth Orgniztion Encounter Dt in MAX 2009 Jessic Nysenbum, Ellen Bouchery,

More information

Many national organizations

Many national organizations SYMPOSIUM Primry-cre setting Implementtion of drug therpy monitoring clinic in primry-cre setting JILLMARIE K. YANCHICK Mny ntionl orgniztions hve identified the optiml mngement of chronic disese sttes

More information

Economics Letters 65 (1999) 9 15. macroeconomists. a b, Ruth A. Judson, Ann L. Owen. Received 11 December 1998; accepted 12 May 1999

Economics Letters 65 (1999) 9 15. macroeconomists. a b, Ruth A. Judson, Ann L. Owen. Received 11 December 1998; accepted 12 May 1999 Economics Letters 65 (1999) 9 15 Estimting dynmic pnel dt models: guide for q mcroeconomists b, * Ruth A. Judson, Ann L. Owen Federl Reserve Bord of Governors, 0th & C Sts., N.W. Wshington, D.C. 0551,

More information

National Diabetes Audit. Report 1: Care Processes and Treatment Targets

National Diabetes Audit. Report 1: Care Processes and Treatment Targets Ntionl Dietes Audit 2012 2013 Report 1: Cre Processes nd Tretment Trgets The Ntionl Dietes Audit is commissioned y The Helthcre Qulity Improvement Prtnership (HQIP) The Ntionl Dietes Audit is commissioned

More information

Antipsychotic Medication Use Among Children and Risk of Diabetes Mellitus

Antipsychotic Medication Use Among Children and Risk of Diabetes Mellitus Antipsychotic Mediction Use Among Children nd Risk of Dibetes Mellitus AUTHORS: Susn E. Andrde, ScD, Jon C. Lo, MD, b Dougls Roblin, PhD, c Hssn Fouyzi, MS, Dniel F. Connor, MD, d Robert B. Penfold, PhD,

More information

Anthem Blue Cross Life and Health Insurance Company University of Southern California Custom Premier PPO 800/20%/20%

Anthem Blue Cross Life and Health Insurance Company University of Southern California Custom Premier PPO 800/20%/20% Anthem Blue Cross Life nd Helth Insurnce Compny University of Southern Cliforni Custom Premier 800/20%/20% Summry of Benefits nd Coverge: Wht this Pln Covers & Wht it Costs Coverge Period: 01/01/2015-12/31/2015

More information

Treating Prostate Cancer

Treating Prostate Cancer CHAPTER 4 Treting Prostte Cncer here is controversy bout the optiml tretment for cliniclly loclized prostte cncer (i.e., cncer tht ppers not to hve spred beyond the prostte bsed on informtion vilble without

More information

Improvements in glycemic control

Improvements in glycemic control CLINICAL report Ptient stisfction nd costs ssocited with insulin dministered by pen device or syringe during hospitliztion Improvements in glycemic control hve been shown to gretly reduce the progression

More information

Reasoning to Solve Equations and Inequalities

Reasoning to Solve Equations and Inequalities Lesson4 Resoning to Solve Equtions nd Inequlities In erlier work in this unit, you modeled situtions with severl vriles nd equtions. For exmple, suppose you were given usiness plns for concert showing

More information

FDIC Study of Bank Overdraft Programs

FDIC Study of Bank Overdraft Programs FDIC Study of Bnk Overdrft Progrms Federl Deposit Insurnce Corportion November 2008 Executive Summry In 2006, the Federl Deposit Insurnce Corportion (FDIC) initited two-prt study to gther empiricl dt on

More information

ARTICLE. Introduction

ARTICLE. Introduction Plsm Cell Disorders ARTICLE Cytogenetics nd long-term survivl of ptients with refrctory or relpsed nd refrctory multiple myelom treted with pomlidomide nd low-dose dexmethsone Meletios A. Dimopoulos, 1

More information

As posted for public comment 2/25/2015 to 8 a.m. March 30, 2015. HERC Coverage Guidance

As posted for public comment 2/25/2015 to 8 a.m. March 30, 2015. HERC Coverage Guidance HEALTH EVIDENCE REVIEW COMMISSION (HERC) COVERAGE GUIDANCE: PROTON BEAM THERAPY HERC Coverge Guidnce Proton em therpy (PBT) is ed for coverge for mlignnt oculr tumors (strong tion). Proton em therpy is

More information

ACCOUNTING FACULTY RESEARCH COLLABORATION: A STUDY OF RELATIONSHIP BENEFITS AND GENDER DIFFERENCES

ACCOUNTING FACULTY RESEARCH COLLABORATION: A STUDY OF RELATIONSHIP BENEFITS AND GENDER DIFFERENCES Globl Perspectives on Accounting Eduction Volume 2, 2005, 19-36 ACCOUNTING FACULTY RESEARCH COLLABORATION: A STUDY OF RELATIONSHIP BENEFITS AND GENDER DIFFERENCES Mry Jenne Welsh L Slle University Phildelphi,

More information

COVER CROP VARIETY AND SEEDING RATE EFFECTS ON WINTER WEED SEED PRODUCTION

COVER CROP VARIETY AND SEEDING RATE EFFECTS ON WINTER WEED SEED PRODUCTION COVER CROP VARIETY AND SEEDING RATE EFFECTS ON WINTER WEED SEED PRODUCTION Nthn S. Boyd nd Eric B. Brennn, USDA-ARS, Orgnic Reserch Progrm, 1636 E. Alisl Street, Slins, CA 93905 Astrct Weed mngement is

More information

Mental health providers

Mental health providers Repet Admissions to Residentil Substnce Abuse Tretment Progrms: A Descriptive Study Lorrine S. Roth, MD The VHA hs requested more thn $453 million to tret substnce buse in fiscl yer 2009. When the most

More information

How To Find Out How A Worker'S Work Ethic Is Related To The Ability To Get A Job

How To Find Out How A Worker'S Work Ethic Is Related To The Ability To Get A Job RtSWD Reserch Notes Reserch Note No. 11 Previously relesed s RtSWD Working Pper No. 15 Popultion Aging nd Trends in the Provision of Continued Eduction Regin T. Riphhn, Prvti Trübswetter 2007 Reserch Notes

More information

Predictive factors of abstinence in patients undergoing liver transplantation for alcoholic liver disease

Predictive factors of abstinence in patients undergoing liver transplantation for alcoholic liver disease ORIGINAL ARTICLE Abstinence in ptients undergoing liver trnsplnttion., 2012; 11 (2): 213-221 Mrch-April, Vol. 11 No.2, 2012: 213-221 213 Predictive fctors of bstinence in ptients undergoing liver trnsplnttion

More information

Factors Affecting Electronic Medical Record System Adoption in Small Korean Hospitals

Factors Affecting Electronic Medical Record System Adoption in Small Korean Hospitals Originl Article Helthc Inform Res. 2014 July;20(3):183-190. pissn 2093-3681 eissn 2093-369X Fctors Affecting Electronic Medicl Record System Adoption in Smll Koren Hospitls Young-Tek Prk, PhD 1, Jinhyung

More information

INITIATION OF THERAPY Patient-specific considerations for initiation of apixaban therapy include the following:

INITIATION OF THERAPY Patient-specific considerations for initiation of apixaban therapy include the following: UNC HEALTH CARE GUIDELINE Mngement of Apixn in Adults Apixn (Eliquis ) is n orl nticogulnt tht cts s fctor X inhiitor. It is pproved y the FDA for the prevention of stroke nd systemic emolism in ptients

More information

Estimating Exchange Rate Exposures:

Estimating Exchange Rate Exposures: Estimting Exchnge Rte Exposures: Issues in Model Structure * Gordon M. Bodnr ** Pul H. Nitze School of Advnced Interntionl Studies, The Johns Hopkins University 1740 Msschusetts Avenue NW Wshington, DC

More information

Quality and Cost Evaluation of a Medical Financial Assistance Program

Quality and Cost Evaluation of a Medical Financial Assistance Program Qulity nd Cost Evlution of Medicl Finncil Assistnce Progrm Dougls A Conner, PhD; Arne Beck, PhD; Christin Clrke; Leslie Wright, MA; Koml Nrwney, MD, PhD; Neys W Berminghm Perm J 2013 Winter;17(1):31-37

More information

Enterprise Risk Management Software Buyer s Guide

Enterprise Risk Management Software Buyer s Guide Enterprise Risk Mngement Softwre Buyer s Guide 1. Wht is Enterprise Risk Mngement? 2. Gols of n ERM Progrm 3. Why Implement ERM 4. Steps to Implementing Successful ERM Progrm 5. Key Performnce Indictors

More information

Health insurance marketplace What to expect in 2014

Health insurance marketplace What to expect in 2014 Helth insurnce mrketplce Wht to expect in 2014 33096VAEENBVA 06/13 The bsics of the mrketplce As prt of the Affordble Cre Act (ACA or helth cre reform lw), strting in 2014 ALL Americns must hve minimum

More information

July 2005, NCJ 209588 Substance Dependence, Abuse, and Treatment of Jail Inmates, 2002. Highlights. No dependence or abuse 53 47 32.

July 2005, NCJ 209588 Substance Dependence, Abuse, and Treatment of Jail Inmates, 2002. Highlights. No dependence or abuse 53 47 32. U.S. Deprtment of Justice Office of Justice Progrms Bureu of Justice Sttistics Specil Report By Jennifer C. Krerg nd Doris J. Jmes BJS Sttisticins In 2002 more thn two-thirds of jil inmtes were found to

More information

GAO IRS AUDIT RATES. Rate for Individual Taxpayers Has Declined But Effect on Compliance Is Unknown

GAO IRS AUDIT RATES. Rate for Individual Taxpayers Has Declined But Effect on Compliance Is Unknown GAO United Sttes Generl Accounting Office Report to the Chirmn, Subcommittee on Oversight, Committee on Wys nd Mens, House of Representtives April 2001 IRS AUDIT RATES Rte for Individul Txpyers Hs Declined

More information

Objective: Erectile dysfunction and depression are highly associated. Previous studies have shown benefits of phosphodiesterase-5

Objective: Erectile dysfunction and depression are highly associated. Previous studies have shown benefits of phosphodiesterase-5 Article Efficcy nd Tolerbility of Vrdenfil in Men With Mild Depression nd Erectile Dysfunction: The Depression-Relted Improvement With Vrdenfil for Erectile Response Study Rymond Rosen, Ph.D. Ridwn Shbsigh,

More information

Other reasons include control algorithm device failure and unknown reasons

Other reasons include control algorithm device failure and unknown reasons Supplementry Tble 1. Filure nlysis during closed loop. Number of nights when closed-loop turned on 311 Number of nights with 0 events 231 (74%) 1 event 70 (23%) 2 events 8 (3%) 3 events 0 4 events 1 (

More information

Gupta Ravi, Bhatia Manjeet S, Chhabra Vishal

Gupta Ravi, Bhatia Manjeet S, Chhabra Vishal JPPS 2007; 4(1): 19 24 ORIGINAL ARTICLE ABSTRACT CHRONIC DAILY HEADACHE: MEDICATION OVERUSE AND PSYCHIA CHIATRIC MORBIDITY Gupt Rvi, Bhti Mnjeet S, Chhbr Vishl Objectives: The objectives of the study were:

More information

How To Understand And Understand The Benefits Of Accounting

How To Understand And Understand The Benefits Of Accounting This rticle ppered in journl published by Elsevier. The ttched copy is furnished to the uthor for internl non-commercil reserch nd eduction use, including for instruction t the uthors institution nd shring

More information

Lecture 3 Gaussian Probability Distribution

Lecture 3 Gaussian Probability Distribution Lecture 3 Gussin Probbility Distribution Introduction l Gussin probbility distribution is perhps the most used distribution in ll of science. u lso clled bell shped curve or norml distribution l Unlike

More information

Health insurance exchanges What to expect in 2014

Health insurance exchanges What to expect in 2014 Helth insurnce exchnges Wht to expect in 2014 33096CAEENABC 02/13 The bsics of exchnges As prt of the Affordble Cre Act (ACA or helth cre reform lw), strting in 2014 ALL Americns must hve minimum mount

More information

Immunoglobulins in Umbilical Cord Plasma

Immunoglobulins in Umbilical Cord Plasma Arch. Dis. Childh., 1968, 43, 161. Immunoglobulins in Umbilicl Cord Plsm III: Hemolytic Disese of Newborn nd Respirtory Distress Syndrome RIC McKAY, HAZL THOM, nd DRK GRAY From the Deprtment of Child Helth,

More information

Contextualizing NSSE Effect Sizes: Empirical Analysis and Interpretation of Benchmark Comparisons

Contextualizing NSSE Effect Sizes: Empirical Analysis and Interpretation of Benchmark Comparisons Contextulizing NSSE Effect Sizes: Empiricl Anlysis nd Interprettion of Benchmrk Comprisons NSSE stff re frequently sked to help interpret effect sizes. Is.3 smll effect size? Is.5 relly lrge effect size?

More information

STATISTICAL BRIEF #188

STATISTICAL BRIEF #188 HEALTHCARE COST AND UTILIZATION PROJECT STATISTICAL BRIEF #188 Agency for Helthcre Reserch nd Qulity Februry 2015 Surgeries in Hospitl-Owned Outptient Fcilities, 2012 Luren M. Wier, M.P.H., Cludi A. Steiner,

More information

Factors Related to Radiation Safety Practices in California

Factors Related to Radiation Safety Practices in California ... PEER REVIEW Fctors Relted to Rdition Sfety Prctices in Cliforni JANET THOMPSON REAGAN, PhD ANITA MARIE SLECHTA, MS, R.T.(R)(M), FASRT Bckground A ntionl study of rdiologic technologists rdition sfety

More information

How To Know What A Pressure Ulcer Is

How To Know What A Pressure Ulcer Is Pressure Ulcers ecourse: Module 2 Quiz I 1. Blck, brown or tn tissue tht dheres firmly to the wound bed or ulcer edges nd my be either firmer or softer thn surrounding tissue is:. Eschr b. Slough c. Grnultion

More information

TABLE 1. Initial Rivaroxaban Dosing Indication Renal Function a (CrCL ml/min) Recommended Dose b

TABLE 1. Initial Rivaroxaban Dosing Indication Renal Function a (CrCL ml/min) Recommended Dose b U N C H E A L T H C A R E G U I D E L I N E Mngement of Rivroxn in Adults Rivroxn (Xrelto ) is n orl nticogulnt tht cts s fctor X inhiitor. It is pproved y the FDA s n lterntive to wrfrin for the prevention

More information

INITIATION OF THERAPY Patient-specific considerations for initiation of rivaroxaban therapy include the following:

INITIATION OF THERAPY Patient-specific considerations for initiation of rivaroxaban therapy include the following: UNC HEALTH CARE GUIDELINE Mngement of Rivroxn in Adults Rivroxn (Xrelto ) is n orl nticogulnt tht cts s fctor X inhiitor. It is pproved y the FDA for the following indictions: Prevention of stroke nd systemic

More information

How To Set Up A Network For Your Business

How To Set Up A Network For Your Business Why Network is n Essentil Productivity Tool for Any Smll Business TechAdvisory.org SME Reports sponsored by Effective technology is essentil for smll businesses looking to increse their productivity. Computer

More information

Compliance with home rehabilitation therapy by parents of children with disabilities in Jews and Bedouin in Israel

Compliance with home rehabilitation therapy by parents of children with disabilities in Jews and Bedouin in Israel Complince with home rehbilittion therpy by prents of children with disbilities in Jews nd Bedouin in Isrel Ahron Glil* MD, Zusmn Child Development Center; Sr Crmel PhD MPH, Deprtment of Sociology of Helth,

More information

Healthy Homes University: A Home-Based Environmental Intervention and Education Program for Families with Pediatric Asthma in Michigan

Healthy Homes University: A Home-Based Environmental Intervention and Education Program for Families with Pediatric Asthma in Michigan Prctice Articles Helthy Homes University: A Home-Bsed Environmentl Intervention nd Eduction Progrm for Fmilies with Peditric Asthm in Michign Thoms W. Lrgo, MPH Michele Borgilli, MPH, MSW Courtney L. Wisinski,

More information

Characteristics of Applicants Who Obtain Interviews at Orthodontic Postgraduate Programs

Characteristics of Applicants Who Obtain Interviews at Orthodontic Postgraduate Programs Originl Article Chrcteristics of Applicnts Who Obtin Interviews t Orthodontic Postgrdute Progrms Anil P. Ardeshn ; Courtney A. Fong b ABSTRACT Objective: To evlute pplicnt credentils tht re ssocited with

More information

Long-Term Prognosis for Clinical West Nile Virus Infection. 1 Current affiliation: U.S. Department of Veteran Affairs, West

Long-Term Prognosis for Clinical West Nile Virus Infection. 1 Current affiliation: U.S. Department of Veteran Affairs, West Long-Term Prognosis for Clinicl West Nile Virus Infection Anne Lbowitz Klee,* 1 Beth Mldin,* Brbr Edwin,* Iqbl Poshni,* Frzd Mostshri,* Annie Fine,* Mrcelle Lyton,* nd Denis Nsh* 2 Reltively little is

More information

Serial Testing Using QuantiFERON TB Gold In tube

Serial Testing Using QuantiFERON TB Gold In tube Seril Testing Using QuntiFERON TB Gold In tue Assy in High Risk Popultion Richrd S. Grfein, PhD, MPH Professor Division of Glol Pulic Helth, School of Medicine University of Cliforni Sn Diego rgrfein@ucsd.edu

More information

JaERM Software-as-a-Solution Package

JaERM Software-as-a-Solution Package JERM Softwre-s--Solution Pckge Enterprise Risk Mngement ( ERM ) Public listed compnies nd orgnistions providing finncil services re required by Monetry Authority of Singpore ( MAS ) nd/or Singpore Stock

More information

A COMPARISON OF ALCOHOL SCREENING INSTRUMENTS AMONG UNDER-AGED DRINKERS TREATED IN EMERGENCY DEPARTMENTS

A COMPARISON OF ALCOHOL SCREENING INSTRUMENTS AMONG UNDER-AGED DRINKERS TREATED IN EMERGENCY DEPARTMENTS Alcohol & Alcoholism Vol. 37, No. 5, pp. 444 450, 2002 A COMPARISON OF ALCOHOL SCREENING INSTRUMENTS AMONG UNDER-AGED DRINKERS TREATED IN EMERGENCY DEPARTMENTS THOMAS M. KELLY 1 *, JOHN E. DONOVAN 1, JANET

More information

The Determinants of Private Medical Insurance Prevalence in England

The Determinants of Private Medical Insurance Prevalence in England The Determinnts of Privte Medicl Insurnce Prevlence in Englnd Derek R. King, Elis Mossilos LSE Helth nd Socil Cre, London School of Economics nd Politicl Science LSE Helth nd Socil Cre Discussion Pper

More information

KEY WORDS: Chemotherapy, Database, Glioblastoma, Patterns of care, Radiotherapy

KEY WORDS: Chemotherapy, Database, Glioblastoma, Patterns of care, Radiotherapy CLINICAL SURVEY Silvi Scoccinti, MD Rdioterpi, Università di Firenze, Aziend Ospedlier Universitri Creggi, Firenze, Itly Stefno Mri Mgrini, MD Istituto del Rdio O. Alberti, Diprtimento di Rdioterpi Oncologic,

More information

Test Management using Telelogic DOORS. Francisco López Telelogic DOORS Specialist

Test Management using Telelogic DOORS. Francisco López Telelogic DOORS Specialist Test Mngement using Telelogic DOORS Frncisco López Telelogic DOORS Specilist Introduction Telelogic solution for Requirements Mngement DOORS Requirements mngement nd trcebility pltform for complex systems

More information

persons withdrawing from addiction is given by summarizing over individuals with different ages and numbers of years of addiction remaining:

persons withdrawing from addiction is given by summarizing over individuals with different ages and numbers of years of addiction remaining: COST- BENEFIT ANALYSIS OF NARCOTIC ADDICTION TREATMENT PROGRAMS with Specil Reference to Age Irving Leveson,l New York City Plnning Commission Introduction Efforts to del with consequences of poverty,

More information

Prevalence of Skin Disease among Nursing Home Staff in Southern Taiwan

Prevalence of Skin Disease among Nursing Home Staff in Southern Taiwan Industril Helth 2002, 40, 54 58 Short Communiction Prevlence of Skin Disese mong Nursing Home Stff in Southern Tiwn Derek Richrd SMITH 1, 2, Yue-Ling Leon GUO 2, 3, Yung-Ling LEE 2, 3, Fu-Sen HSIEH 4,

More information

Rate and Activation Energy of the Iodination of Acetone

Rate and Activation Energy of the Iodination of Acetone nd Activtion Energ of the Iodintion of Acetone rl N. eer Dte of Eperiment: //00 Florence F. Ls (prtner) Abstrct: The rte, rte lw nd ctivtion energ of the iodintion of cetone re detered b observing the

More information

COMPARISON OF SOME METHODS TO FIT A MULTIPLICATIVE TARIFF STRUCTURE TO OBSERVED RISK DATA BY B. AJNE. Skandza, Stockholm ABSTRACT

COMPARISON OF SOME METHODS TO FIT A MULTIPLICATIVE TARIFF STRUCTURE TO OBSERVED RISK DATA BY B. AJNE. Skandza, Stockholm ABSTRACT COMPARISON OF SOME METHODS TO FIT A MULTIPLICATIVE TARIFF STRUCTURE TO OBSERVED RISK DATA BY B. AJNE Skndz, Stockholm ABSTRACT Three methods for fitting multiplictive models to observed, cross-clssified

More information

Basic Analysis of Autarky and Free Trade Models

Basic Analysis of Autarky and Free Trade Models Bsic Anlysis of Autrky nd Free Trde Models AUTARKY Autrky condition in prticulr commodity mrket refers to sitution in which country does not engge in ny trde in tht commodity with other countries. Consequently

More information

Mental Health Issue MEDICAL SURVEILLANCE MONTHLY REPORT JULY 2013. Editorial: the mental health of our deploying generation

Mental Health Issue MEDICAL SURVEILLANCE MONTHLY REPORT JULY 2013. Editorial: the mental health of our deploying generation JULY 2013 Volume 20 Number 7 msmr MEDICAL SURVEILLANCE MONTHLY REPORT Mentl Helth Issue PAGE 2 Editoril: the mentl helth of our deploying genertion Richrd F. Stoltz, PhD PAGE 4 Summry of mentl disorder

More information

Improving Library Users' Perceived Quality, Satisfaction and Loyalty: An Integrated Measurement and Management System

Improving Library Users' Perceived Quality, Satisfaction and Loyalty: An Integrated Measurement and Management System Improving Librry Users' Perceived Qulity, Stisfction nd Loylty: An Integrted Mesurement nd Mngement System by Anne Mrtensen nd Lrs Gr0nholdt This rticle describes the development nd ppliction of structurl

More information

Quick Reference Guide: One-time Account Update

Quick Reference Guide: One-time Account Update Quick Reference Guide: One-time Account Updte How to complete The Quick Reference Guide shows wht existing SingPss users need to do when logging in to the enhnced SingPss service for the first time. 1)

More information

C ytomegalovirus (CMV) pneumonia is a major complication

C ytomegalovirus (CMV) pneumonia is a major complication Long-term Sequele fter Recovery from ytomeglovirus Pneumoni in Allogeneic Bone Mrrow Trnsplnt Recipients* Sin-Ming hien, M.D., Ph.D.;t hrles K. hn, M.D., Ph.D., F...P; George Ksupski, Ph.D; Den hmberlin,

More information

baby on the way, quit today

baby on the way, quit today for mums-to-be bby on the wy, quit tody WHAT YOU NEED TO KNOW bout smoking nd pregnncy uitting smoking is the best thing you cn do for your bby We know tht it cn be difficult to quit smoking. But we lso

More information

PEARLS MONITORING SYSTEM

PEARLS MONITORING SYSTEM WORLD COUNCIL OF CREDIT UNIONS TOOLKIT SERIES Number 4 PEARLS MONITORING SYSTEM by: Dvid C. Richrdson World Council of Credit Unions October 2002 2001 The World Council of Credit Unions The World Council

More information

274 Chapter 13. Chapter 13

274 Chapter 13. Chapter 13 74 hpter 3 hpter 3 3. () ounts will be obtined from the smples so th problem bout compring proportions. (b) h n observtionl study compring rndom smples selected from two independent popultions. 3. () cores

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology

More information

Space Vector Pulse Width Modulation Based Induction Motor with V/F Control

Space Vector Pulse Width Modulation Based Induction Motor with V/F Control Interntionl Journl of Science nd Reserch (IJSR) Spce Vector Pulse Width Modultion Bsed Induction Motor with V/F Control Vikrmrjn Jmbulingm Electricl nd Electronics Engineering, VIT University, Indi Abstrct:

More information

Disparities in pediatric leukemia early survival in Argentina: a population-based study

Disparities in pediatric leukemia early survival in Argentina: a population-based study Investigción originl / Originl reserch Pn Americn Journl of Public Helth Disprities in peditric leukemi erly survivl in Argentin: popultion-bsed study Gild Gribotti, 1 Florenci Moreno, 2 Veronic Dussel,

More information

July 22, 2009. The Honorable Henry A. Waxman Chairman Committee on Energy and Commerce House of Representatives

July 22, 2009. The Honorable Henry A. Waxman Chairman Committee on Energy and Commerce House of Representatives United Sttes Government Accountbility Office Wshington, DC 20548 July 22, 2009 The Honorble Henry A. Wxmn Chirmn Committee on Energy nd Commerce House of Representtives The Honorble John D. Dingell Chirmn

More information

Portfolio approach to information technology security resource allocation decisions

Portfolio approach to information technology security resource allocation decisions Portfolio pproch to informtion technology security resource lloction decisions Shivrj Knungo Deprtment of Decision Sciences The George Wshington University Wshington DC 20052 knungo@gwu.edu Abstrct This

More information

Prevalence of Cerebral Palsy in Quebec: Alternative Approaches

Prevalence of Cerebral Palsy in Quebec: Alternative Approaches Originl Pper Received: My 25, 2012 Accepted: September 20, 2012 Published online: Jnury 24, 2013 Prevlence of Cerebrl Plsy in Quebec: Alterntive Approches M. Oskoui L. Joseph b L. Dgenis c M. Shevell Deprtment

More information

Health insurance exchanges What to expect in 2014

Health insurance exchanges What to expect in 2014 Helth insurnce exchnges Wht to expect in 2014 33096CAEENABC 11/12 The bsics of exchnges As prt of the Affordble Cre Act (ACA or helth cre reform lw), strting in 2014 ALL Americns must hve minimum mount

More information

Schedule of benefits Benefits Preferred Advantage Basic Enhanced C

Schedule of benefits Benefits Preferred Advantage Basic Enhanced C Schedule of enefits Benefits Preferred Advntge Bsic Enhnced C Wrd entitlement Stndrd room in privte hospitl or privte medicl institution Restructured hospitl for wrd clss A nd elow Restructured hospitl

More information

Patient Perceptions of Reimbursement for Arthroscopic Meniscectomy and Anterior Cruciate Ligament Reconstruction

Patient Perceptions of Reimbursement for Arthroscopic Meniscectomy and Anterior Cruciate Ligament Reconstruction Ptient Perceptions of Reimursement for Arthroscopic nd Anterior Crucite Ligment Reconstruction Kelechi R. Okoroh, MD; Roert A. Keller, MD; Nthn E. Mrshll, MD; Jonthn R. Lynch, MD; John-Michel Guest, BS;

More information

How To Get Low Wage Workers Covered By Insurance Through Their Employer

How To Get Low Wage Workers Covered By Insurance Through Their Employer Stephen H. Long M. Susn Mrquis Low-Wge Workers nd Helth Insurnce Coverge: Cn Policymkers Trget Them through Their Employers? Mny policy inititives to increse helth insurnce coverge would subsidize employers

More information

AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS

AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS Spiros Vsilkos (), Chrysostomos D. Stylios (),(b), John Groflkis (c) () Dept. of Telemtics Center, Computer Technology

More information

Graphs on Logarithmic and Semilogarithmic Paper

Graphs on Logarithmic and Semilogarithmic Paper 0CH_PHClter_TMSETE_ 3//00 :3 PM Pge Grphs on Logrithmic nd Semilogrithmic Pper OBJECTIVES When ou hve completed this chpter, ou should be ble to: Mke grphs on logrithmic nd semilogrithmic pper. Grph empiricl

More information