Supplemental Material can be found at: 9.DC1.html
|
|
- Pierce Lloyd
- 5 years ago
- Views:
Transcription
1 The Joural of Nutritio Nutritioal Epidemiology Supplemetal Material ca be foud at: 9.DC1.html Estimatio of Treds i Serum ad RBC Folate i the U.S. Populatio from Pre- to Postfortificatio Usig Assay-Adjusted Data from the NHANES Christie M. Pfeiffer, 4 * Jeffery P. Hughes, 5 David A. Lacher, 5 Rega L. Bailey, 6 R. J. Berry, 7 Midy Zhag, 4 Elizabeth A. Yetley, 6 Jeae I. Rader, 8 Christopher T. Sempos, 6 ad Clifford L. Johso 5 4 Natioal Ceter for Evirometal Health, CDC, Atlata, GA; 5 Natioal Ceter for Health Statistics,CDC,Hyattsville,MD; 6 Office of Dietary Supplemets, NIH, Bethesda, MD; 7 Natioal Ceter for Birth Defects ad Developmetal Disabilities, CDC, Atlata, GA; ad 8 Food ad Drug Admiistratio, College Park, MD Abstract The NHANES has moitored status of the U.S. populatio from prefortificatio ( ) to postfortificatio ( ) by measurig serum ad RBC cocetratios. The Bio-Rad radioassay (BR) was used from 1988 to 2006, ad the microbiologic assay (MBA) was used from 2007 to The MBA produces higher cocetratios tha the BR ad is cosidered to be more accurate. Thus, to bridge assay differeces ad to examie treds over time, we adjusted the BR results to be comparable to the MBA results. Postfortificatio, assay-adjusted serum ad RBC cocetratios were 2.5 times ad 1.5 times prefortificatio cocetratios, respectively, ad showed a sigificat liear tred (P, 0.001) to slightly lower cocetratios durig The postfortificatio prevalece of low serum (,10 mol/l) or RBC (,340 mol/l) cocetratios was #1%, regardless of demographic subgroup, compared with 24% for serum ad 3.5% for RBC prefortificatio, with substatial variatio amog demographic subgroups. The cetral 95% referece itervals for serum ad RBC varied by demographic subgroup durig both pre- ad postfortificatio periods. Age ad dietary supplemet use had the greatest effects o prevalece estimates of low cocetratios durig the prefortificatio period. I summary, the MBA-equivalet blood cocetratios i the U.S. populatio showed first a sharp icrease from pre- to postfortificatio, the showed a slight decrease (17% for serum ad 12% for RBC ) durig the 12-y postfortificatio period. The MBA-equivalet pre- ad postfortificatio referece cocetratios will iform coutries that pla folic acid fortificatio or that eed to evaluate its impact. J. Nutr. 142: , Itroductio The status of the U.S. populatio has bee assessed for may years as part of the NHANES by measurig serum ad RBC cocetratios, first ( ) with the Bio-Rad radioassay (BR) 9, ad the ( ) with the microbiologic 1 Supported by fudig from the Office of Dietary Supplemets, NIH. The fidigs ad coclusios i this report are those of the authors ad do ot ecessarily represet the official views or positios of the CDC ad Prevetio/Agecy for Toxic Substaces ad Disease Registry, the NIH, or the Departmet of Health ad Huma Services. 2 Author disclosures: C. M. Pfeiffer, J. P. Hughes, D. A. Lacher, R. L. Bailey, R. J. Berry, M. Zhag, E. A. Yetley, J. I. Rader, C. T. Sempos, ad C. L. Johso, o coflicts of iterest. 3 Supplemetal Tables 1 6 are available from the Olie Supportig Material lik i the olie postig of the article ad from the same lik i the olie table of cotets at 9 Abbreviatios used: BR, Bio-Rad radioassay; DFE, dietary equivalets; MA, Mexica America; MBA, microbiologic assay; NCHS, Natioal Ceter for Health Statistics; NHB, o-hispaic black; NHW, o-hispaic white; PIR, poverty-to-icome ratio. * To whom correspodece should be addressed. cpfeiffer@cdc.gov. growth assay (MBA) usig Lactobacillus rhamosus (formerly kow as Lactobacillus casei) (1). Because the MBA produces much higher cocetratios tha does the BR (2 4), a 2010 roudtable of experts o NHANES ad vitami B-12 measuremet issues agreed that a adjustmet equatio based o a crossover study was ecessary for time-tred evaluatios (5). The MBA is cosidered more accurate because it recovers vitamers equally, which is ot always the case with cliical protei-bidig assays (3,4,6). The MBA is sometimes used i research studies ad populatio surveys other tha NHANES because it requires oly small sample volumes, ca be coducted i a high-throughput format, ad is a comparatively iexpesive assay (7). It is also the assay agaist which the accuracy of other assays is evaluated (5,8). For all of these reasos, it is of iterest to scietists ad public health officials worldwide to have iformatio o pre- ad postfortificatio status of the U.S. populatio based o MBA-equivalet serum ad RBC data. Previous reports have assessed the impact of folic acid fortificatio o serum ad RBC cocetratios i the geeral U.S. populatio ad i wome of childbearig age durig ã 2012 America Society for Nutritio. 886 Mauscript received December 21, Iitial review completed Jauary 30, Revisio accepted February 20, First published olie March 21, 2012; doi: /j
2 the first few years postfortificatio by usig data geerated with the BR (9 12). No reports are yet available for data geerated after 2006 or by expressig the data as MBA-equivalet cocetratios. I this article we preset the ewest serum ad RBC data geerated with the MBA for NHANES ad the ew MBA-equivalet blood data for 8 previous postfortificatio years ( ) ad 6 prefortificatio years ( ) by sociodemographic variables. We preset log-term treds i status of the U.S. populatio ad provide prevalece estimates of low blood cocetratios for pre- ad postfortificatio time periods. Last, we provide multistratified cetral 95% referece itervals by age, geder, ad race/ethicity for prefortificatio, early postfortificatio ( ), ad late postfortificatio ( ) time periods. A separate article describes the process by which the BR data were adjusted to MBA-equivalet data ad the impact of the adjustmet (13). Participats ad Methods Survey desig ad participats. The NHANES, which is coducted by the Natioal Ceter for Health Statistics (NCHS) at the CDC, collects cross-sectioal data o the health ad utritioal status of the civilia oistitutioalized U.S. populatio (14). Prior to 1999, the survey was coducted periodically; sice 1999, NHANES has become a cotiuous survey with data released i 2-y cycles. NHANES obtais a stratified, multistage, probability sample desiged to represet the U.S. populatio o the basis of age, geder, ad race/ethicity. The race/ethicity categories are based o self-reported data. NCHS persoel first iterview survey participats i their homes. Durig this household iterview, iterviewers collect iformatio o demographic characteristics, dietary supplemet use, ad some health-related issues. Participats udergo a physical examiatio ad blood collectio i a Mobile Examiatio Ceter ;1 2 wk after the household iterview. They also complete a 24-h dietary recall. All respodets provided iformed coset, ad the NHANES protocol was reviewed ad approved by the NCHS Research Ethics Review Board. Iterview ad examiatio respose rates for each survey period are publically available (15). Laboratory methods. Durig NHANES , whole-blood hemolysate ad serum samples from participats aged $1 y were aalyzed for by the CDC laboratory by use of the MBA method (16,17). A short descriptio of the assay ad of steps coducted to verify the comparability of results over time is provided elsewhere (13,18). Log-term quality-cotrol CV for serum were % for ad % for (19,20). For RBC, CV were % for ad % for (19,20). The Bio-Rad Quataphase I radioassay was used durig ad the Quataphase II was used durig (Bio-Rad Laboratories). Appropriate assay adjustmets were applied to the data before their public release to accout for method differeces betwee the Quataphase I ad II (21). The performace of the BR has bee discussed i previous reports (2,10). Log-term CV were % for serum ad % for RBC (10). Statistical aalyses. Statistical aalyses were performed by usig SAS (versio 9; SAS Istitute, Ic.) ad SUDAAN (versio 9; RTI Iteratioal) software. I each NHANES survey period we used sample weights to accout for differetial orespose or ocoverage ad to adjust for oversamplig of some groups. We used the followig age groups: 4 11 y (childre), y (adolescets), y (adults; i some aalyses y ad y), ad $60 y (older persos; i some aalyses y ad $80 y). Wome of childbearig age (15 44 y) were cosidered as a separate category for most aalyses. We used the 3 mai race/ethicity categories Mexica America (MA), o-hispaic black (NHB), ad o-hispaic white (NHW) that ca be compared over the time period covered i this aalysis, but we icluded other racial/ethic groups i overall estimates. We applied regressio equatios to serum ad RBC results aalyzed by the BR durig to derive MBA-equivalet data (13,16,17). This allowed the assessmet of log-term treds i status that were ucofouded by assay differeces over this log time period. The BR measured cocetratios that were 31% lower tha those from the MBA for whole-blood samples with the MTHFR (5,10-methyleetetrahydro reductase) T/T geotype, but 48% lower for samples with the C/C ad C/T geotypes (4). This is because the BR recovered the various forms differetly compared with the MBA assay (4). MTHFR geotype iformatio is ot available for NHANES participats. We could therefore ot use geotype-specific regressio equatios ad had to use a all geotype equatio (13). The oly participats excluded from our aalyses were those for whom data were missig: we excluded 2 participats i because their uadjusted serum cocetratios were,1 mol/l ad the adjustmet formula requires logarithmic trasformatio (which produces a egative umber) ad the calculatig the square root. Also, we excluded a small fractio (1 2%) of participats i (556 of 23,402), (101 of 7491), (116 of 8336), (82 of 7618), ad (173 of 7751) because the RBC adjustmet formula requires serum, RBC, ad hematocrit, ad for these participats oe of these tests was missig. All aalyses preseted i this article were performed by usig MBA-equivalet data. We determied pre- ad postfortificatio geometric mea blood cocetratios by sociodemographic variables [age, geder, race/ethicity, ad family poverty-to-icome ratio (PIR)] ad dietary supplemet use, which are variables kow to ifluece blood cocetratios. We used geometric meas because distributios of blood cocetratios were skewed. For the postfortificatio time period ( ), we also determied geometric meas by survey period. The prefortificatio time period ( ) was cosidered oe survey period. We tested which of the variables had a sigificat effect o blood cocetratios by usig simple liear regressio: we used PROC REGRESS i SUDAAN (RTI Iteratioal) with a subgroup statemet, ad we used EFFECT statemets to test each hypothesis. We limited the postfortificatio blood data to whe we evaluated the effect of supplemet use because dietary supplemet use iformatio is ot yet available for By usig multiple liear regressio, we evaluated whether adjustmet for the above variables had a effect o the relatioship betwee blood cocetratios ad each variable of iterest. Model 1 icluded the sociodemographic variables for prefortificatio data ad the sociodemographic variables ad survey period for postfortificatio data ( ). Model 2 icluded the sociodemographic variables ad supplemet use for prefortificatio data ad the sociodemographic variables, supplemet use, ad survey period for postfortificatio data ( ). All statistical comparisos were evaluated at a sigificace level of a = To visualize pre- ad postfortificatio treds, we plotted the media ad IQR of serum ad RBC cocetratios for by survey period. We described treds of the upper ed of the serum ad RBC distributios over time by plottig the 95th percetile cocetratios for by survey period ad by supplemet use. We used the WHO-recommeded cutoffs of,10 mol/l for serum ad,340 mol/l for RBC (22) to assess low status, ad we determied the proportio of low serum ad RBC cocetratios for pre- ad postfortificatio data by sociodemographic variables ad dietary supplemet use. We also determied proportios by survey period for the postfortificatio time period. Because blood cocetratios varied by age, geder, ad race/ ethicity, we calculated multistratified cetral 95% referece itervals ( th percetiles) for the prefortificatio ( ), early postfortificatio ( ), ad late postfortificatio ( ) periods. Six years of NHANES data provided a sufficiet sample size to allow 3 levels of stratificatio ad still exceed a cell size of 448 i the majority of subgroups. This cell size is eeded for robust estimates of the 2.5th ad 97.5th percetiles at a assumed mea desig effect of 1.4. We plotted frequecy distributio curves of MBA-equivalet serum ad RBC cocetratios for the pre-, early post-, ad late postfortificatio periods. Results Variables ifluecig blood cocetratios. Durig the prefortificatio period, age, geder, race/ethicity, PIR, ad supplemet use affected serum ad RBC cocetratios (P # 0.001) (Table 1). All effects were maitaied after we Pre- ad postfortificatio treds i serum ad RBC 887
3 TABLE 1 Prefortificatio ( ) ad postfortificatio ( ) blood cocetratios by sociodemographic variable, dietary supplemet use, ad survey period i participats aged $4 y (NHANES ) Serum Serum RBC RBC mol/l mol/l mol/l mol/l Total 23, , , , Age group 4 11 y y , , y , , y y $80 y P 2,0.001,0.001,0.001,0.001 P-model 1 2,3,0.001,0.001,0.001,0.001 P-model 2 2,4,0.001,0.001,0.001,0.001 Geder 11, , , , , , , , Age y P 5,0.001, ,0.001 P-model 1 3,5,0.001, ,0.001 P-model 2 4, , ,0.001 Race/ethicity MA , , NHW , , NHB , , P 6,0.001,0.001,0.001,0.001 P-model 1 3,6,0.001,0.001,0.001,0.001 P-model 2 4,6,0.001,0.001,0.001,0.001 PIR, , , , , , , $ P 7,0.001,0.001,0.001,0.001 P-model 1 3,7,0.001,0.001,0.001,0.001 P-model 2 4, , ,0.001 Supplemet use 8 Yes , , No 15, , , , P 9,0.001,0.001,0.001,0.001 P-model 1 3,9 NA NA NA NA P-model 2 4,9,0.001,0.001,0.001,0.001 Survey period NA NA NA NA NA NA NA NA NA NA NA NA P 10 NA,0.001 NA,0.001 P-model 1 3,10 NA,0.001 NA,0.001 P-model 2 4,10 NA,0.001 NA, Values are geometric meas 6 SE. Serum ad RBC cocetratios were measured from by the Bio-Rad radioassay ad assay-adjusted to be comparable to the microbiologic assay that was used from (13,16,17). MA, Mexica America; NHB, o-hispaic black; NHW, o-hispaic white; NA, ot applicable; PIR, poverty-to-icome ratio. 2 Test comparig group meas across age categories. 3 P-value for multiple liear regressio model 1 icludig age, geder, race/ethicity, ad PIR for prefortificatio data ad age, geder, race/ethicity, PIR, ad survey period for postfortificatio data ( ). 4 P value for multiple liear regressio model 2 icludig age, geder, race/ethicity, PIR, ad supplemet use for prefortificatio data ad age, geder, race/ethicity, PIR, supplemet use, ad survey period for postfortificatio data ( ). 5 Test comparig males ad females. 6 Test comparig group meas across race/ethicity categories. 7 Test of liear tred across PIR categories. 8 Geometric meas by dietary supplemet use were limited to data from for the postfortificatio period. 9 Test comparig group meas across supplemet use categories. 10 Test of liear tred across survey periods. 888 Pfeiffer et al.
4 adjusted the prefortificatio serum ad RBC cocetratios for sociodemographic variables (P-model 1 # 0.001). However, whe we also adjusted for supplemet use, the differece betwee males ad females i prefortificatio RBC cocetratios disappeared (P-model 2 = 0.98), whereas all other effects remaied sigificat. Durig the postfortificatio period, age, geder, race/ethicity, PIR, ad supplemet use had a sigificat (P, 0.001) effect o serum ad RBC cocetratios (Table 1). All effects were maitaied after we adjusted the postfortificatio serum ad RBC cocetratios for sociodemographic variables ad survey period (P-model 1, 0.001) or for sociodemographic variables, survey period, ad supplemet use (P-model 2, 0.001; data limited to ). Postfortificatio geometric meas showed a sigificat (Ptred, 0.001) liear tred to lower cocetratios from 1999 to 2010, with serum ad RBC decliig up to 17% ad 12%, respectively, from to (Table 1). The liear tred remaied sigificat for serum ad RBC after adjustmet for sociodemographic variables (P-tred model 1, 0.001) or whe additioally adjusted for supplemet use (Ptred model 2, 0.001; data limited to ), idicatig that potetial chages i these variables over time did ot explai the decrease i blood cocetratios. Log-term treds i blood cocetratios. Geometric mea serum ad RBC cocetratios postfortificatio were 2.5 times ad 1.5 times prefortificatio cocetratios, respectively (Table 1). Media serum ad RBC cocetratios sharply icreased from pre- to postfortificatio, the showed small fluctuatios durig 12 y of postfortificatio (Fig. 1). The upper ed of the serum ad RBC distributios (95th percetiles) showed as expected a icrease from preto postfortificatio i both users ad ousers of dietary supplemets, ad the small fluctuatios from 1999 to 2008 (Fig. 2). Durig each survey period (pre- ad postfortificatio), serum cocetratios were ;30 mol/l higher i supplemet users tha i ousers, ad RBC cocetratios were ;750 mol/l higher. Pre- ad postfortificatio prevalece estimates of low blood cocetratios. The prefortificatio prevaleces of low serum (,10 mol/l) ad RBC (,340 mol/l) cocetratios were 24% ad 3.5%, respectively (Table 2). Prevalece varied by demographic subgroup, with the biggest differece observed i differet age groups: compared with all other age groups, childre (age 4 11 y) had the lowest prevalece (2.8% for serum ad 0.7% for RBC ), whereas youg adults (age y) had the highest prevalece (33% for serum ad 4.5% for RBC ). The differece i prevalece betwee supplemet users (13.5% for serum ad 1.5% for RBC ) compared with ousers (37.2% for serum ad 5.7% for RBC ) was also high. Postfortificatio, the prevalece of low serum ad RBC cocetratios was very low (geerally #1%), regardless of age, geder, race/ethicity, PIR, dietary supplemet use, or survey period (Table 2). Referece itervals ad distributios of blood cocetratios for pre-, early post-, ad late postfortificatio time periods. We combied 6 y each of NHANES serum (Table 3) ad RBC (Table 4) data to allow the geeratio of multistratified cetral 95% referece itervals by age, geder, ad race/ethicity. For childre (age 4 11 y) ad adolescets (age y), we observed little differece i serum FIGURE 1 Selected percetiles for pre- ad postfortificatio serum (A) ad RBC (B) cocetratios by survey period (NHANES ). Cocetratios measured from ad from by the Bio-Rad radioassay were adjusted to make them comparable to the cocetratios measured by microbiologic assay (13,16,17). Error bars represet 95% CIs. Sample sizes () for serum were as follows: 23,359 ( ), 7411 ( ), 8242 ( ), 7692 ( ), 7639 ( ), 7705 ( ), ad 8184 ( ). Sample sizes () for RBC were as follows: 22,846 ( ), 7393 ( ), 8220 ( ), 7618 ( ), 7578 ( ), 7728 ( ), ad 8222 ( ). pctl, percetile. referece itervals betwee males ad females (pre- ad postfortificatio), race/ethic groups (pre- ad postfortificatio), ad early versus late postfortificatio periods. For adults (age y) ad older persos (age $60 y), we observed little chage i serum referece itervals from early to late postfortificatio. However, wome geerally had higher serum cocetratios tha did me (pre- ad postfortificatio) ad NHW persos had higher cocetratios tha did NHB or MA persos (pre- ad postfortificatio). We oticed differet effects for RBC referece itervals. Regardless of age, we observed race/ethicity differeces (pre- ad postfortificatio), with NHW persos havig higher RBC cocetratios tha NHB ad MA persos. Also, regardless of age for most subgroups, we observed a slight decrease i RBC referece itervals from early to late postfortificatio. The frequecy distributio curves of serum ad RBC cocetratios showed a distict shift of the etire distributio to higher cocetratios from the pre- to the early postfortificatio period, the a mior shift to slightly lower cocetratios from the early to the late postfortificatio period for serum, but hardly ay chage i RBC (Fig. 3). To allow a detailed review of multistratified (by age, geder, ad race/ Pre- ad postfortificatio treds i serum ad RBC 889
5 The data also allow officials i other coutries where the MBA is used to compare their coutry-specific populatio data to those of the U.S. populatio. However, other coutries that evaluate the impact of fortificatio must also cosider the extet of their fortificatio (e.g., food vehicles ad levels of fortificatio) ad the percetage of their populatio that fortificatio is reachig whe comparig biomarker data. We cofirmed fidigs from previous aalyses (9 12,25) that showed differeces i blood cocetratios by sociodemographic subgroup. The ew fidig i this aalysis is that the differece i prefortificatio RBC cocetratios betwee males ad females disappeared after adjustmet for supplemet use. It has bee show that a higher percetage of females use supplemets compared with males (26), ad this FIGURE 2 Pre- ad postfortificatio 95th percetile serum (A) ad RBC (B) cocetratios for users (solid lie) ad ousers (dashed lie) of dietary supplemets by survey period (NHANES ). Cocetratios measured from 1988 to 1994 ad from 1999 to 2006 by the Bio-Rad radioassay were adjusted to make them comparable to the cocetratios measured by microbiologic assay (13,16,17). Error bars represet 95% CIs. Sample sizes () were the same as show i Figure 1. pctl, percetile. ethicity) distributio curves for serum (Supplemetal Tables 1 3) ad RBC (Supplemetal Tables 4 6) for pre-, early post-, ad late postfortificatio time periods, we provided selected percetiles from the 2.5th to the 97.5th percetile. Discussio To our kowledge, this article presets the first aalysis of more tha a decade of post folic acid fortificatio treds i serum ad RBC i a represetative sample of the U.S. populatio aged $4 y usig MBA-equivalet data. The evaluatio of data from 12 y postfortificatio ( ) ad comparig it with prefortificatio ( ) data was oly possible because of the availability of regressio equatios that allowed us to express all data o a MBA-equivalet basis, eve though some of the data ( ) were geerated with the BR (13). Two past (21,23) ad oe recet (5) expert pael who assessed chages i assays as well as a recet expert pael o 25- hydroxyvitami D assays (24) have all come to the coclusio that whe laboratory methods chage, data eed to be adjusted to allow for meaigful iterpretatio ad tred aalysis. The ew MBA-equivalet data allow U.S. public health officials for the first time to directly assess the prevalece of iadequate blood cocetratios pre- ad postfortificatio by usig updated cutoffs from a 2005 WHO Techical Cosultatio (22). 890 Pfeiffer et al. TABLE 2 Prefortificatio ( ) ad postfortificatio ( ) proportios of low blood cocetratios by sociodemographic variable, dietary supplemet use, ad survey period i participats aged $4 y (NHANES ) 1 Serum,10 mol/l RBC,340 mol/l % Total Age group 4 11 y y y y $60 y Geder Age y Race/ethicity MA NHB NHW PIR, $ Supplemet use 4 Yes No Survey period NA NA NA NA NA NA NA NA NA NA NA NA Values are percetages 6 SE. Serum ad RBC cocetratios were measured by the Bio-Rad radioassay from 1988 to 2006 ad assay-adjusted to be comparable to the microbiologic assay, which was used from 2007 to 2010 (13,16,17). values are the same as i Table 1. MA, Mexica America; NHB, o-hispaic black; NHW, o- Hispaic white; NA, ot applicable; PIR, poverty-to-icome ratio. 2 Estimate suppressed because the relative SE was $40%. 3 Relative SE was.30% but,40%. 4 Because iformatio o dietary supplemet use is ot yet available for , postfortificatio prevalece estimates were limited to data from 1999 to 2008.
6 TABLE 3 Demographic variable Cetral 95% referece itervals for serum cocetratios by demographic variable i participats age $4 y (NHANES ) 1 Prefortificatio ( ) Serum Early postfortificatio ( ) Serum Late postfortificatio ( ) may explai the higher blood cocetratios we observed i females. However, durig postfortificatio, whe RBC cocetratios were ;50% higher i both males ad females compared with the prefortificatio time period, adjustmet for supplemet use did ot remove the geder differece. The relative icreases i serum (2.5 times) ad RBC (1.5 times) cocetratios from pre- to postfortificatio usig MBA-equivalet data were very similar to earlier reports usig the origial BR data (10,12). Those reports, limited to 6 y ( ) ad 8 y ( ) of postfortificatio data, foud a sigificat liear tred showig slightly lower cocetratios durig the postfortificatio period ad discussed potetial reasos for the decrease, such as chages i cosumer Serum mol/l mol/l mol/l MA 4 11 y y y $60 y y y y $60 y NHB 4 11 y y y $60 y y y y $60 y NHW 4 11 y y y $60 y y y y $60 y Values are referece itervals ( th percetile). Serum cocetratios were measured by the Bio-Rad radioassay from 1988 to 1994 ad from 1999 to 2006 ad assay-adjusted to be comparable to the microbiologic assay, which was used from 2007 to 2010 (13,16,17). MA, Mexica America; NHB, o-hispaic black; NHW, o-hispaic white. 2 Cell size is smaller tha required ( = 448) to estimate the 2.5th ad 97.5th percetiles with sufficiet precisio at a assumed mea desig effect of 1.4. behavior ad reduced cotet of fortified breads. The yearly USDA per capita disappearace data also show a slight declie i daily per capita dietary equivalets (DFE) betwee 2000 (927 DFE) ad 2006 (874 DFE), supportig the idea that the decliig postfortificatio blood cocetratios could be explaied by decliig itakes (27). Our aalysis showed that adjustmet for potetial chages i sociodemographic variables ad dietary supplemet use over the course of 12 y postfortificatio did ot explai the decreases i serum ad RBC cocetratios of #17% ad 12%, respectively. Despite this sigificat decrease, however, the prevalece of low blood cocetratios remaied #1% throughout the etire 12-y time period ad TABLE 4 Demographic variable Cetral 95% referece itervals for RBC cocetratios by demographic variable i participats aged $4 y (NHANES ) 1 Prefortificatio ( ) RBC Early post-fortificatio ( ) RBC Late post-fortificatio ( ) RBC mol/l mol/l mol/l MA 4 11 y y y $60 y y y y $60 y NHB 4 11 y y y $60 y y y y $60 y NHW 4 11 y y y $60 y y y y $60 y Values are referece itervals ( th percetile). RBC cocetratios were measured by the Bio-Rad radioassay from 1988 to 1994 ad from 1999 to 2006 ad assay-adjusted to be comparable to the microbiologic assay, which was used from 2007 to 2010 (13,16,17). MA, Mexica America; NHB, o-hispaic black; NHW, o-hispaic white. 2 Cell size is smaller tha required ( = 448) to estimate the 2.5th ad 97.5th percetiles with sufficiet precisio at a assumed mea desig effect of 1.4. Pre- ad postfortificatio treds i serum ad RBC 891
7 FIGURE 3 Frequecy distributio curves for serum (A) ad RBC (B) cocetratios for prefortificatio ( ), early postfortificatio ( ), ad late postfortificatio ( ) time periods (NHANES ). Cocetratios measured from by the Bio-Rad radioassay were adjusted by regressig them to be comparable to the cocetratios measured by microbiologic assay (13,16,17). The vertical dashed lies represet the 10-mol/L low serum (A) ad 340-mol/L low RBC (B) cutoffs. Sample sizes () for serum were as follows: 23,359 ( ), 23,345 ( ), ad 23,528 ( ). Sample sizes () for RBC were as follows: 22,846 ( ), 23,231 ( ), ad 23,528 ( ). did ot exceed 1% for ay demographic or socioecoomic subgroup. Thus, these declies are ulikely to have biological sigificace with respect to status ad are ot of public health cocer. We have show that the cetral 95% referece itervals varied over time as well as with demographic subgroup. This uderscores the difficulty of usig referece itervals to derive cutoffs for assessig prevalece of low status. The curretly \recommeded WHO cutoffs for low serum (,10 mol/l) ad RBC (,340 mol/l) cocetratios have both bee derived from iflectio poit aalyses of cross-sectioal data i which the oe-carbo metabolite homocysteie, a fuctioal idicator of iadequate status, starts to icrease (28). These cutoffs are higher tha the traditioal cutoffs of,7 mol/l for serum ad,305 mol/l for RBC as defied by the 1998 Istitute of Medicie Committee that reviewed the DRI for (29). The Istitute of Medicie committee used small, covetioal metabolic ad depletio/repletio studies as the basis for their cutoffs. Eve whe usig the higher, more coservative WHO cutoffs, we foud #1% of the U.S. populatio with iadequate status durig 12 y postfortificatio. For the prefortificatio time period, it is surprisig to see how differet the prevalece estimates of low serum (24%) ad RBC 892 Pfeiffer et al. (3.5%) cocetratios are, cosiderig that the WHO cutoff for serum was derived from the same study populatio as the cutoff for RBC by lookig at the value at which a optimum total homocysteie cocetratio is achieved. Possibly, the differet withi-perso to betweeperso ratios for serum (0.192) compared with RBC (0.043) may affect prevalece estimates to some degree because of a wider spread i the tails of the serum distributio compared with the RBC distributio (1). The prevalece of low blood cocetratios (,10 mol/l for serum ad,340 mol/l for RBC ) durig prefortificatio varied by sociodemographic subgroup ad was lower i supplemet users (14% for serum ad 1.5% for RBC ) compared with ousers (37% for serum ad 5.7% for RBC ). Data from the Framigham cohort study, which used a slightly higher cutoff for low RBC (,363 mol/l), showed similar prefortificatio estimates of 1.6% (supplemet users) ad 4.9% (ousers) as well as similar postfortificatio estimates of 0% (supplemet users) ad 1.9% (ousers) (30). A secod Framigham cohort aalysis (31), which used a lower cutoff for serum (,6.8 mol/l), showed lower prefortificatio estimates of 3.9% (supplemet users) ad 22% (ousers) but similar postfortificatio estimates of 0% (supplemet users) ad 1.7% (ousers). A MBA was used to measure blood cocetratios i the Framigham cohort study, which may explai the similarity of prevalece estimates compared to the NHANES MBA-equivalet data. The major limitatio with this aalysis relates to the use of statistically adjusted data ad was discussed as part of a article that preseted equatios o how to adjust U.S. pre- ad postfortificatio blood cocetratios geerated by the BR to make them comparable to the MBA (13). Aother limitatio is that whe we geerated the assay-adjusted MBAequivalet RBC data, we were ot able to use geotypespecific regressio equatios to accout for the differet relatioship betwee the BR ad MBA assays for samples with the MTHFR T/T geotype compared with the C/C or C/T geotype (13). The differet geotype frequecies by race/ ethicity make it difficult to provide a accurate descriptio of race/ethicity differeces. The stregths of this article iclude the followig: its large pre- ad postfortificatio data sets that allow multiple levels of stratificatio; its desig that crosses over multiple postfortificatio survey periods, allowig a more accurate estimatio of time treds; its use of cutoffs for low blood cocetratios that have bee updated by WHO; ad its results expressed as MBA-equivalets, which makes them directly relevat to the assay method geerally accepted as accurate for assessig status. I summary, we have preseted the ewest serum ad RBC data geerated with the MBA for NHANES as well as MBA-equivalet blood data for 8 previous postfortificatio years ( ) ad 6 prefortificatio years ( ). After the itroductio of folic acid fortificatio, there was a sharp icrease i blood cocetratios, more tha doublig serum cocetratios ad icreasig RBC cocetratios by ;50%. Over the ext 12 y postfortificatio, serum cocetratios decreased by ;17% ad RBC cocetratios by ;12%. These decreases did ot affect the very low postfortificatio prevalece (#1%) of iadequate blood cocetratios. The curret data provide a ivaluable corerstoe for U.S. ad foreig public health officials i guidig ad evaluatig folic acid fortificatio policy ad i assessig populatio status.
8 Ackowledgmets The authors ackowledge cotributios from the followig laboratory members: Daiel Rabiowitz, Neelima Paladugula, Bridgette Hayes, ad Doa LaVoie (CDC Natioal Ceter for Evirometal Health). C.M.P., J.P.H., D.A.L., ad R.L.B. desiged the overall research project; C.M.P., J.P.H., D.A.L., ad M.Z. coducted most of the research; C.M.P., J.P.H., ad D.A.L. aalyzed most of the data; ad C.M.P. wrote the iitial draft, which was modified after feedback from all coauthors, ad had primary resposibility for cotet. All authors read ad approved the fial mauscript. Literature Cited 1. Yetley EA, Johso CL. Folate ad vitami B-12 biomarkers i NHANES: history of their measuremet ad use. Am J Cli Nutr. 2011;94 Suppl:322S 31S. 2. Yetley EA, Pfeiffer CM, Phiey KW, Fazili Z, Lacher DA, Bailey RL, Blackmore S, Bock JL, Brody LC, Carmel R, et al. Biomarkers of status i the Natioal Health ad Nutritio Examiatio Survey (NHANES): a roudtable summary. Am J Cli Nutr. 2011;94 Suppl:303S 12S. 3. Fazili Z, Pfeiffer CM, Zhag M. Compariso of serum species aalyzed by LC-MS/MS with total measured by microbiologic assay ad BioRad radioassay. Cli Chem. 2007;53: Fazili Z, Pfeiffer CM, Zhag M, Jai RB, Kootz D. Ifluece of 5,10- methylee-tetrahydro reductase polymorphism o whole blood cocetratios measured by LC-MS/MS, microbiologic assay ad BioRad radioassay. Cli Chem. 2008;54: Yetley EA, Coates PM, Johso CL. Overview of a roudtable o NHANES moitorig of biomarkers of ad vitami B-12 status: measuremet procedure issues. Am J Cli Nutr. 2011;94 Suppl:297S 302S. 6. Blackmore S, Pfeiffer C, Hamilto MS, Lee A. Recoveries of species from serum pools set to participats of the UK NEQAS Haematiics scheme i February ad March Cli Chim Acta. 2005;355:S Pfeiffer CM, Fazili Z, Zhag M. Folate aalytical methodology. I: Bailey LB, editor. Folate i health ad disease. 2d ed. Boca Rato, FL: CRC Press; p Shae B. Folate status assessmet history: implicatios for measuremet of biomarkers i NHANES. Am J Cli Nutr. 2011;94 Suppl:337S 42S. 9. Gaji V, Kafai MR. Treds i serum, RBC, ad circulatig total homocysteie cocetratios i the Uited States: aalysis of data from Natioal Health ad Nutritio Examiatio Surveys, , , ad J Nutr. 2006;136: Pfeiffer CM, Johso CL, Jai RB, Yetley EA, Picciao MF, Rader JI, Fisher KD, Muliare J, Osterloh JD. Treds i blood ad vitami B12 cocetratios i the Uited States, Am J Cli Nutr. 2007;86: Boulet SL, Yag Q, Mai C, Muliare J, Pfeiffer CM. Folate status i wome of childbearig age by race/ethicity Uited States , , ad MMWR Morb Mortal Wkly Rep. 2007;55: McDowell MA, Lacher DA, Pfeiffer CM, Muliare J, Picciao MF, Rader JI, Yetley EA, Keedy-Stepheso J, Johso CL. Blood levels: the latest NHANES results. Hyattsville, MD: Natioal Ceter for Health Statistics; NCHS Data Briefs, o Pfeiffer CM, Hughes JP, Lacher DA, Bailey RL, Berry RJ, Yetley EA, Zhag M, Yetley EA, Rader JI, Sempos CT, et al. Chages i measuremet procedure from a radioassay to a microbiologic assay ecessitates adjustmet of serum ad RBC cocetratios i the U.S. populatio from the NHANES J Nutr. 2011; Ceters for Disease Cotrol ad Prevetio, Natioal Ceter for Health Statistics. Natioal Health ad Nutritio Examiatio Survey, [cited 2011 Dec 17]. Available from: data/haes/haes_07_08/overviewbrochure_0708.pdf. 15. Ceters for Disease Cotrol ad Prevetio, Natioal Ceter for Health Statistics. Respose rates ad CPS populatio totals, Natioal Health ad Nutritio Examiatio Survey [cited 2011 Dec 17]. Available from: Ceters for Disease Cotrol ad Prevetio, Natioal Ceter for Health Statistics serum ad red blood cell [cited 2011 Dec 17]. Available from: Ceters for Disease Cotrol ad Prevetio, Natioal Ceter for Health Statistics serum ad red blood cell [cited 2011 Dec 17]. Available from: Pfeiffer CM, Zhag M, Lacher DA, Molloy AM, Tamura T, Yetley EA, Picciao M-F, Johso CL. Compariso of serum ad red blood cell microbiologic assays for atioal populatio surveys. J Nutr. 2011;141: Ceters for Disease Cotrol ad Prevetio, Natioal Ceter for Health Statistics. Total by microbiological assay [cited 2011 Dec 17]. Available from: _b12_d_met.pdf. 20. Ceters for Disease Cotrol ad Prevetio, Natioal Ceter for Health Statistics. Total by microbiological assay [cited 2011 Dec 17]. Available from: FOLATE_F_met.pdf. 21. Raite DJ, Fisher KD. Assessmet of methodology used i the third Natioal Health ad Nutritio Examiatio Survey (NHANES III, ). J Nutr. 1995;125 Suppl:1371S 98S. 22. de Beoist B. Coclusios of a WHO techical cosultatio o ad vitami B12 deficiecies. Food Nutr Bull. 2008;29:S Seti FR, Pilch SM. Aalysis of data from the Secod Natioal Health ad Nutritio Examiatio Survey (NHANES II). J Nutr. 1985;115: Yetley EA, Pfeiffer CM, Schleicher RL, Phiey KW, Lacher DA, Christakos S, Eckfeldt JH, Fleet JC, Howard G, Hoofagel AN, et al. NHANES moitorig of serum 25-hydroxyvitami D: a roudtable summary. J Nutr. 2010;140 Suppl:2030S 45S. 25. Wright JD, Bialostosky K, Guter EW, Carroll MD, Najjar MF, Bowma BA, Johso CL. Blood ad vitami B12: Uited States, Vital Health Stat ;243: Bailey RL, Gahche JJ, Letio CV, Dwyer JT, Egel JS, Thomas PR, Betz JM, Sempos CT, Picciao M-F. Dietary supplemet use i the Uited States, J Nutr. 2011;141: USDA Ecoomic Research Service. U.S. food supply: utriets ad other food compoets, per capita per day [cited 2011 Dec 17]. Available from: Selhub J, Jacques PF, Dallal G, Choumekovitch S, Rogers G. The use of a combiatio of blood cocetratios of vitamis ad their respective fuctioal idicators to defie ad vitami B12 status. Food Nutr Bull. 2008;29:S Istitute of Medicie, Food ad Nutritio Board. Dietary referece itakes: thiami, riboflavi, iaci, vitami B6,, vitami B12, patotheic acid, bioti, ad cholie. Washigto: Natioal Academy Press; Choumekovitch SF, Jacques PF, Nadeau MR, Wilso PWF, Roseberg IH, Selhub J. Folic acid fortificatio icreases red blood cell cocetratios i the Framigham study. J Nutr. 2001;131: Jacques PF, Selhub J, Bostom AG, Wilso PWF, Roseberg IH. The effect of folic acid fortificatio o plasma ad total homocysteie cocetratios. N Egl J Med. 1999;340: Pre- ad postfortificatio treds i serum ad RBC 893
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 informationIntroduction. 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 informationAppendix 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 informationEstimation 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 informationStatistics 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 information5.1 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 informationDISTRIBUTION 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 informationOvarian 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 informationStatistics 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 informationReporting 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 informationGSK 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 informationThe 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 informationRetention 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 informationMethodology 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 informationStudy 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 informationSTATISTICAL 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 informationThe 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 informationSampling 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 informationSec 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 informationChapter - 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 informationReview 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 informationStatistical 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 informationClinical Usefulness of Very High and Very Low Levels of C-Reactive Protein Across the Full Range of Framingham Risk Scores
Cliical Usefuless of Very High ad Very Low Levels of C-Reactive Protei Across the Full Rage of Framigham Risk Scores Paul M Ridker, MD, MPH; Nacy Cook, ScD Backgroud High-sesitivity C-reactive protei (hscrp)
More informationThe Effect of Question Order on Reporting Physical Activity and Walking Behavior
Uiversity of South Carolia Scholar Commos Faculty Publicatios Physical Activity ad Public Health 1-1-2008 The Effect of Questio Order o Reportig Physical Activity ad Walkig Behavior Bret E. Hutto Patricia
More informationChapter 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 informationChildren 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 information5/7/2014. 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 informationCHAPTER 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 informationTechnical 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 informationPlantar 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 informationBasic 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 informationMeasures 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 informationConcepts 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 informationLecture Outline. BIOST 514/517 Biostatistics I / Applied Biostatistics I. Paradigm of Statistics. Inferential Statistic.
BIOST 514/517 Biostatistics I / Applied Biostatistics I Kathlee Kerr, Ph.D. Associate Professor of Biostatistics iversity of Washigto Lecture 11: Properties of Estimates; Cofidece Itervals; Stadard Errors;
More informationPrimary: 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 informationShould 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 informationMaximum Likelihood Estimation of Dietary Intake Distributions
CARD Workig Papers CARD Reports ad Workig Papers 8-1992 Maximum Likelihood Estimatio of Dietary Itake Distributios Jeffrey D. Helterbrad Iowa State Uiversity Follow this ad additioal works at: http://lib.dr.iastate.edu/card_workigpapers
More informationRelationship 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 informationDifferences in Diabetes Prevalence, Incidence, and Mortality Among the Elderly of Four Racial/Ethnic Groups: Whites, Blacks, Hispanics, and Asians
Epidemiology/Health Services/Psychosocial Research O R I G I N A L A R T I C L E Differeces i Diabetes Prevalece, Icidece, ad Amog the Elderly of Four Racial/Ethic Groups: Whites, Blacks, Hispaics, ad
More informationCURRENT ALCOHOL USE IS ASSOCIATED WITH A REDUCED RISK OF HOT FLASHES IN MIDLIFE WOMEN
Alcohol & Alcoholism Vol. 40, No. 6, pp. 563 568, 2005 Advace Access publicatio 8 August 2005 doi:10.1093/alcalc/agh191 CURRENT ALCOHOL USE IS ASSOCIATED WITH A REDUCED RISK OF HOT FLASHES IN MIDLIFE WOMEN
More informationA 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 informationObjectives. 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 informationChapter 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 informationMeasuring Dispersion
05-Sirki-4731.qxd 6/9/005 6:40 PM Page 17 CHAPTER 5 Measurig Dispersio PROLOGUE Comparig two groups by a measure of cetral tedecy may ru the risk for each group of failig to reveal valuable iformatio.
More informationA 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 informationPilot 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 informationThe Sustainable Development Goals & Women Living with HIV
+ The Sustaiable Developmet Goals & Wome Livig with HIV With Support from: ICW Global Office Webiar + ICW History First ad oly global etwork of wome livig with HIV. Fouded i 1992 As a respose to the silecig
More informationRisk 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 informationIMPAIRED 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 informationDietary glycemic load, added sugars, and carbohydrates as risk factors for pancreatic cancer: the Multiethnic Cohort Study 1 4
Dietary glycemic load, added sugars, ad carbohydrates as risk factors for pacreatic cacer: the Multiethic Cohort Study 1 4 Ute Nöthligs, Suzae P Murphy, Lye R Wilkes, Bria E Hederso, ad Laurece N Koloel
More informationstop me or my friends!
Disease Detectives Divisio C Natioal Sciece Olympiad May 25 i their li fetime. The survey also asked "Durig the past 12 moths, have you had a episode of asthma or a asthma attack?" Agai, iformatio o childre
More informationLead and cadmium are established toxic and carcinogenic
Lead, Cadmium, Smokig, ad Icreased Risk of Peripheral Arterial Disease Aa Navas-Acie, MD, MPH; Elizabeth Selvi, MPH; A. Richey Sharrett, MD, DrPH; Emma Caldero-Arada, PhD, MD; Elle Silbergeld, PhD; Eliseo
More information23.3 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 informationIntimate 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 informationIda Leida M.Thaha, Mega Marindrawati Rochka 1, Muh. Syafar 2
EFFECT OF PAKEM METHOD (PARTICIPATIVE, ACTIVE, CREATIVE, EFFECTIVE, FUN) METHODE ON SMOKING HABIT OF V ON STUDENTS IN INDUSTRIAL TECHNOLOGY VOCATIONAL MAKASSAR, Ida Leida M.Thaha, Mega Maridrawati Rochka,
More informationGOALS. 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 informationPractical 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 informationHow 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 informationThe Association between Indoor Air Quality and Adult Blood Pressure Levels in a High-Income Setting
Iteratioal Joural of Evirometal Research ad Public Health Article The Associatio betwee Idoor Air Quality ad Adult Blood Pressure Levels i a High-Icome Settig Krassi Rumchev 1, *, Mario Soares 1, Yu Zhao
More informationMeasurement 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 informationModified 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 informationPilot and Exploratory Project Support Grant
KEY DATES LETTERS OF INTENT DUE November 2, 2015 5:00 pm est FULL PROPOSAL INVITATIONS November 16, 2015 FULL PROPOSAL DEADLINE Jauary 15, 2016 5:00 pm est NOTIFICATION OF AWARDS April, 2016 Pilot ad Exploratory
More informationEvaluation of C-14 Based Radiation Doses from Standard Food Ingestion in Korea
Evaluatio of C-14 Based Radiatio Doses from Stadard Igestio i Korea Gab-Bok Lee 1), Daechul Cho, I Hyoug Rhee ad Byug Gi Park 2) 1) Korea Electric Power Research Istitute 103-16 Muji-dog, Yusug-gu, Taejo
More informationThe 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 informationto 2,3,7,8-tetrachlorodibenzo-pdioxin
270 Divisio of Surveillace, Hazard Evaluatios ad Field Studies, Natioal Istitute for Occupatioal Safety ad Health, Ceters for Disease Cotrol ad Prevetio, Ciciati, Ohio, USA G M Calvert M H Sweeey J Deddes
More informationGSK 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 informationHypertension 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 informationSimple 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 informationSmoking 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 informationMeningococcal B Prevention Tools for Your Practice
Meigococcal B Prevetio Tools for Your Practice NAPNAP MeB Facts for HCPs Fast Facts Although ucommo, MeB is potetially fatal. 1 MeB symptoms progress quickly; death ca occur i 24 hours or less. MeB accouts
More informationPhysiatrists have struggled to define the relation
8 The Measure of Balace i Sittig i Stroke ehabilitatio Progosis Karl J. Sadi, MD, ad Barry S. Smith, MD To test the hypothesis that recoverig stroke patiets with iitially good sittig balace or those who
More informationCertify your stroke care program. Tell your community you re ready when needed.
Certify your stroke care program. Tell your commuity you re ready whe eeded. Stroke Certificatio Optios STROKE READY PRIMARY STROKE Stroke Ready Certificatio Demostrates to commuity emergecy services ad
More informationComparison 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 informationCenter for Alaska Native Center for Alaska Native. from the. Bulletin Bulletin
Visit the CANHR web site: http://www.alaska.edu/cahr/ News Ceter News Buildig ad icreasig research capacity for Alaska to improve the health of Alaska Natives. from the Bulleti Bulleti Buildig ad icreasig
More informationPublic health significance of mixed anxiety and depression: beyond current classification
The British Joural of Psychiatry (2008) 192, 171 177. doi: 10.1192/bjp.bp.107.036707 Public health sigificace of mixed axiety ad depressio: beyod curret classificatio Jayati Das-Mushi, David Goldberg,
More informationPlasma Lipid, Lipoprotein Cholesterol, and Apoprotein Distributions in Selected US Communities. The Atherosclerosis Risk in Communities (ARIC) Study
11 Plasma Lipid, Lipoprotei Cholesterol, ad Apoprotei Distributios i Selected US Commuities The Atherosclerosis Risk i Commuities (ARIC) Study Specer A. Brow, Richard Hutchiso, Joel Morrisett, Eric Boerwikle,
More informationGuidance on the use of the Title Consultant Psychologist
Guidace o the use of the Title Cosultat Psychologist If you have problems readig this documet ad would like it i a differet format, please cotact us with your specific requiremets. Tel: 0116 2254 9568;
More informationWhat 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 informationHow important is the acute phase in HIV epidemiology?
How importat is the acute phase i HIV epidemiology? Bria G. Williams South Africa Cetre for Epidemiological Modellig ad Aalysis (SACEMA), Stellebosch, Wester Cape, South Africa Correspodece should be addressed
More informationBody Mass Index and Disability Pension in Middle-Aged Men Non-Linear Relations
Iteratioal Joural of Epidemiology O Iteratioal Epridemlotoglcal Associatio 199 Vol. 25, No. 1 Prited i Great Britai Body Mass Idex ad Disability Pesio i Middle-Aged Me No-Liear Relatios NILS-OVE MANSSON,*
More informationRandomised 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 informationFederated States of Micronesia (Chuuk) NCD Risk Factors STEPS REPORT
Federated States of Microesia (Chuuk) NCD Risk Factors STEPS REPORT Prited i Suva, Fiji May, 2012 Ackowledgemets The Federated States of Microesia (Chuuk) NCD Risk Factors STEPS Report (referred as the
More informationInfertility and subfecundity in population-based samples from Denmark, Germany, Italy, Poland and Spain
Ifertility ad subfecudity i populatio-based samples from Demark, Germay, Italy, Polad ad Spai W1LFR1ED KARMAUS, SVEND JUUL, ON BEHALF OF THE EUROPEAN INFERTILITY AND SUBFECUNDITY STUDY GROUP Backgroud:
More informationStandard deviation The formula for the best estimate of the population standard deviation from a sample is:
Geder differeces Are there sigificat differeces betwee body measuremets take from male ad female childre? Do differeces emerge at particular ages? I this activity you will use athropometric data to carry
More informationOPIOID OVERDOSE RELATED EMERGENCY DEPARTMENT VISITS AT PROVIDENCE EVERETT
OPIOID OVERDOSE RELATED EMERGENCY DEPARTMENT VISITS AT PROVIDENCE EVERETT Quarterly Report Jue August 2017 Xiyao degrauw Sohomish Health District 3020 Rucker Ave., Everett, WA 98201 Opioid Overdose Related
More informationEpidemiology/Population Science. Social Epidemiology of Hypertension in Middle-Income Countries
Epidemiology/Populatio Sciece Social Epidemiology of Hypertesio i Middle-Icome Coutries Determiats of Prevalece, Diagosis, Treatmet, ad Cotrol i the WHO SAGE Study Sajay Basu, Christopher Millett Abstract
More informationImproving the Bioanalysis of Endogenous Bile Acids as Biomarkers for Hepatobiliary Toxicity using Q Exactive Benchtop Orbitrap?
Troy Voelker, Mi Meg Tadem Labs, Salt Lake City, UT Kevi Cook, Patrick Beett Thermo Fisher Scietific, Sa Jose, CA Improvig the Bioaalysis of Edogeous Bile Acids as Biomarkers for Hepatobiliary Toxicity
More informationImpact of Vitamin A Supplementation on Prevalence and Incidence of Xerophthalmia in Nepal
Impact of Vitami A Supplemetatio o Prevalece ad Icidece of Xerophthalmia i Nepal Joae Katz,* Keith P. West, Jr.,* Subara K Khatry,f M. D. Thapa,\ Steve C. LeClerq* Elizabeth Kimbrough Pradha* Ram Prasad
More informationDrug use in Ireland and Northern Ireland
Drug use i Irelad ad Norther Irelad Bulleti 7 Alcohol Cosumptio ad Alcohol-Related Harm i Irelad This bulleti presets the mai fidigs o alcohol cosumptio ad alcohol-related harm amog adults i Irelad from
More informationQuantitative 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 informationPain from the masticatory structures, such as temporomandibular
Comorbid Disorders ad Sociodemographic Variables i Temporomadibular Pai i the Geeral Dutch Populatio Corie M. Visscher, PhD Associate Professor Departmet of Oral Kiesiology MOVE Research Istitute Amsterdam
More informationBreast cancer is the most frequent cancer in women
B 2006 Lippicott Williams & Wilkis, Ic., Philadelphia Esi Çeber, PhD, RN Meral Turk Soyer, PhD, MD Meltem Ciceklioglu, PhD, MD Suduz Cimat, RN Breast Cacer Risk Assessmet ad Risk Perceptio o Nurses ad
More informationBayesian Sequential Estimation of Proportion of Orthopedic Surgery of Type 2 Diabetic Patients Among Different Age Groups A Case Study of Government
Bayesia Sequetial Estimatio of Proportio of Orthopedic Surgery of Type Diabetic Patiets Amog Differet Age Groups A Case Study of Govermet Medical College, Jammu-Idia Roohi Gupta, Priyaka Aad ad *Rahul
More informationHigh levels of vitamin D associated with less ischemic heart disease a nested case-control study among rural men in Sweden
www.aaem.pl ORIGINAL ARTICLE High levels of vitami D associated with less ischemic heart disease a ested case-cotrol study amog rural me i Swede Sara Holmberg 1,2, Aa Rigell-Hydbom 2, Christia H Lidh 2,
More informationPDSS: The decision support system of diabetic patient for Public Health
Proceedigs of the 3rd Iteratioal Coferece o Idustrial Applicatio Egieerig 5 PDSS: The decisio support system of diabetic patiet for Public Health Bejapuk Jogmuewai, Kailas Bumrugchat, Papo kaewhi Iformatics
More informationObjectives. Types of Statistical Inference. Statistical Inference. Chapter 19 Confidence intervals: Estimating with confidence
Types of Statistical Iferece Chapter 19 Cofidece itervals: The basics Cofidece itervals for estiatig the value of a populatio paraeter Tests of sigificace assesses the evidece for a clai about a populatio.
More informationThe Suicide Note: Do unemployment rates affect suicide rates? Author: Sarah Choi. Course: A World View of Math and Data Analysis
The Suicide Note: Do uemploymet rates affect suicide rates? Author: Sarah Choi Course: A World View of Math ad Data Aalysis Istructors: Dr. Joh R. Taylor, Mrs. Desiré J. Taylor ad Mrs. Christia L. Turer
More informationLower circulating concentrations of 25-hydroxyvitamin
25-Hydroxyvitami D ad Parathyroid Hormoe Are Not Associated With Carotid Itima-Media Thickess or Plaque i the Multi-Ethic Study of Atherosclerosis Marc Blodo, Michael Sachs, Adrew N. Hoofagle, Joachim
More informationVanuatu NCD Risk Factors
Vauatu NCD Risk Factors STEPS REPORT May 2013 1 Ackowledgemets This publicatio is the outcome of collaboratio betwee the Vauatu Miistry of Health ad the World Health Orgaizatio, with expert cotributios
More information