as an abrupt or rapid decline in renal filtration function , acute kidney injury ( aki ) is a common condition associated with significant morbidity and mortality . in critically ill patients , those with aki usually present a worse clinical outcome than their non - aki counterparts .
although regarded as the standard indicators of kidney function loss , serum creatinine ( scr ) level and urine output are recognized as having limitations . on the one hand , scr can not accurately reflect the glomerular filtration rate ( gfr ) in a patient with unsteady state , and urine output is easily affected by water intake and the primary water load of the body . on the other hand , scr and urine output have limited sensitivity and specificity , and a delayed response to kidney impairment .
all these factors suggest that scr and urine output are not appropriate markers in the early detection of aki .
thus , an accurate and timely biomarker to predict aki onset or progression after renal insult is urgently needed .
interleukin-18 ( il-18 ) , a member of the il-1 family of cytokines , is synthesized as an inactive 23-kda precursor by several tissues including monocytes , macrophages , and proximal tubular epithelial cells , and is processed into an active 18.3  kda cytokine by caspase-1 .
it has been demonstrated in some animal studies   as a mediator of renal ischemia  reperfusion injury , inducing acute tubular necrosis , and neutrophil and monocyte infiltration of the renal parenchyma .
more recently , numerous clinical studies have focused on the diagnostic accuracy of il-18 level in predicting aki [ 57 ] . with the evidence accumulating
, contradictory results have raised concerns about the predictive value of aki across various settings .
thus , we performed a systematic review and meta - analysis to investigate the diagnostic accuracy of il-18 level for predicting aki . since there is no clear consensus about the appropriate cutoff level of il-18 to predict aki and different thresholds
have been reported by different studies , the summary receiver operating characteristic ( sroc ) curve was delineated for the meta - analysis .
a computer - based search was performed in medline , embase , cochrane library , ovid , and springerlink databases , from inception until november 15 , 2013 , to identify potentially relevant articles .
the search strategy consisted of terms related to aki (  acute kidney injury  and  acute renal failure  ) combined with the term 
18/il-18  . to ensure all articles were located , a secondary search of the articles already retrieved was undertaken , reviewing their reference lists .
the preferred reporting items for systematic reviews and meta - analysis ( prisma ) guidelines for the conduct of meta - analyses were followed .
the titles and abstracts were examined independently by two of the authors ( x. l. and j. y. ) to ascertain their relevance and inclusion for further analysis .
inclusion criteria were that studies investigated the diagnostic accuracy of urinary il-18 to predict aki and had data which could be extracted into a 2    2 table or complete data which could be obtained from the corresponding author by e - mail .
the following variables were recorded or recalculated : study population , sample size , age , sex , baseline il-18 level , cutoff value for urine il-18 , aki definition , number of patients who developed aki , timing of obtaining the specimen , specificity , sensitivity , and area under the roc curve ( auroc ) with 95  % confidence interval ( ci ) .
two reviewers independently excluded articles on the basis of the title and abstract following a custom - made standardized table .
the true - positive , true - negative , false - positive , and false - negative results of each included study were quantified .
quality assessment was performed using the quality assessment of diagnostic accuracy studies ( quadas ) tool   and independently by the authors ( x. l. and j. y. ) .
the meta - analysis was conducted using sroc curve as described by rosman   and the computation was performed using meta - disc1.4 . if multiple cutoff points were adopted in any study , the cutoff point ( test threshold ) , sensitivity and specificity in this analysis were selected according to the youden index .
random effects models ( fem or rem ) were used on the basis of heterogeneity .
we performed subgroup analysis to explore the remarkable heterogeneity in the light of different clinical settings .
a computer - based search was performed in medline , embase , cochrane library , ovid , and springerlink databases , from inception until november 15 , 2013 , to identify potentially relevant articles .
the search strategy consisted of terms related to aki (  acute kidney injury  and  acute renal failure  ) combined with the term 
18/il-18  . to ensure all articles were located , a secondary search of the articles already retrieved was undertaken , reviewing their reference lists .
the preferred reporting items for systematic reviews and meta - analysis ( prisma ) guidelines for the conduct of meta - analyses were followed .
the titles and abstracts were examined independently by two of the authors ( x. l. and j. y. ) to ascertain their relevance and inclusion for further analysis .
inclusion criteria were that studies investigated the diagnostic accuracy of urinary il-18 to predict aki and had data which could be extracted into a 2    2 table or complete data which could be obtained from the corresponding author by e - mail .
the following variables were recorded or recalculated : study population , sample size , age , sex , baseline il-18 level , cutoff value for urine il-18 , aki definition , number of patients who developed aki , timing of obtaining the specimen , specificity , sensitivity , and area under the roc curve ( auroc ) with 95  % confidence interval ( ci ) .
two reviewers independently excluded articles on the basis of the title and abstract following a custom - made standardized table .
the true - positive , true - negative , false - positive , and false - negative results of each included study were quantified .
quality assessment was performed using the quality assessment of diagnostic accuracy studies ( quadas ) tool   and independently by the authors ( x. l. and j. y. ) .
the meta - analysis was conducted using sroc curve as described by rosman   and the computation was performed using meta - disc1.4 . if multiple cutoff points were adopted in any study , the cutoff point ( test threshold ) , sensitivity and specificity in this analysis were selected according to the youden index .
random effects models ( fem or rem ) were used on the basis of heterogeneity .
we performed subgroup analysis to explore the remarkable heterogeneity in the light of different clinical settings .
of 179 primary articles searched , 156 were excluded on the basis of abstract and/or title because they were laboratory studies , genetic studies , review / comment articles , animal studies , or irrelevant to the current analysis ; 3 were excluded because non - english articles . of the 20 remaining articles , 5 studies with accurate diagnostic values of il-18 missing and 3 studies lacking effective data ( though we had contacted the corresponding authors to request the missing information ) were excluded . as a result , 11 studies [ 6 , 7 , 1119 ] met the inclusion criteria and were selected for the analysis ( fig . 
1flowchart representing study selection for systematic review of urine il-18 as a diagnostic marker for aki .
il interleukin , aki acute kidney injury flowchart representing study selection for systematic review of urine il-18 as a diagnostic marker for aki .
il interleukin , aki acute kidney injury characteristics of the included trials are shown in table  1 .
two come from china [ 6 , 11 ] , seven from the usa [ 7 , 13 , 14 , 1619 ] , one from taiwan , china , and one from australia .
most studies were conducted on critical patients , including those with cardiac surgery ( cardiopulmonary bypass ) and transplantation , as well as various intensive care patients .
five studies [ 6 , 11 , 13 , 17 , 18 ] focused on pediatric patients .
eight studies defined aki using acute kidney injury network ( akin ) and/or risk , injury , failure , loss and end - stage renal disease ( rifle ) criteria , two [ 11 , 17 ] using modified pediatric rifle , and one   using scr level which , however , rose to 50  % of baseline in the first 72  h. ten studies harnessed urine il-18 concentration as the cutoff value and two [ 11 , 15 ] the ratio of urine il-18 to urine - creatinine concentration.table  1characteristics of included studiesstudy ( first author  +  year)country of originstudy populationmean age ( years)men ( % ) sample sizenumber ( % ) of akimean baseline il-18 ( pg / ml)definition of akiil-18 assaysample storage ( c)zheng et al . chinachildren with chd or undergoing cpb surgerynon - aki 11.4 ( 2.247.0)aki 5.9 ( 0.644.5 ) 
 39 ( 67.2)5829 ( 50)non - aki 7.9 ( 3.823.1)aki 17.6 ( 7.241.5)scr  0.3  mg / dl or 50  % baseline , urine 0.5  ml / kg/6  h akin criteriaelisa80sirota et al .
  6.827 ( 67.5)407 ( 17.5)aki 0 ( 018.57)non - aki 0 ( 0200.10)scr 50  % baseline , rifle and akin criteriaelisa80li et al . chinanon
- septic critically ill neonates34.1    3.2 
 34 ( 54.8)6211 ( 17.7)/scr > 1.5  mg / dl on the first 3  days of life , after the first 3  days of life , a 25  % decrease in eccl .
taiwan , chinaccu patients66    1113 ( 75)15043 ( 28.7)71    5akin criteriaelisa80parikh et al .
usapediatric patients with congenital cardiac lesions surgery3.8    4.5171 ( 55)31153 ( 17.0)/receipt of acute dialysis during the entire hospital stay or scr double baseline .
usacardiac surgery adults at high risk for aki71    10826 ( 68)121960 ( 4.9)/receipt of acute dialysis during the entire hospital stay or scr double baseline .
australiaicu admission60    17367 ( 70.2)523147 ( 28.1)73    340 
 scr 0.3  mg / dl or 50  % baselineakin48 or rifle 24 criteriaelisa80liangos et al .
usapatients undergoing on - pump cardiac surgery68    1174 ( 72)10313 ( 12.6)/scr 50  % baseline in the first 72  h following termination of cpbelisa80washburn et al .
usapicu children who received mechanical ventilation6.5    6.473 ( 53)137103 ( 75.2)179.0    337.9paediatric modified rifleelisa80parikh et al .
  5.330 ( 54.5)5520 ( 36.4)1.65    1.01scr 50  % baselineelisa80parikh et al .
usaards and ali patient50.2    17.072 ( 52.2)13852 ( 37.7)aki 104 ( 0955)control 0 ( 0173)scr 50  % baselineelisa80 
 aki acute kidney injury , akin acute kidney injury network , elisa enzyme - linked immunosorbent assay ,
chd congenital heart disease , cpb cardiopulmonary bypass , scr serum creatinine , rifle risk , injury , failure , loss and end - stage renal disease , eccl estimated cr clearance , ccu coronary care unit , icu intensive care unit , picu pediatric intensive care unit , ards acute respiratory distress syndrome , ali acute lung injury 
 months ; gestational age , weeks ; ( pg / ml)/mmol / l cr characteristics of included studies 
 aki acute kidney injury , akin acute kidney injury network , elisa enzyme - linked immunosorbent assay , chd congenital heart disease , cpb cardiopulmonary bypass , scr serum creatinine , rifle risk , injury , failure , loss and end - stage renal disease , eccl estimated cr clearance , ccu coronary care unit , icu intensive care unit , picu pediatric intensive care unit , ards acute respiratory distress syndrome , ali acute lung injury 
 months ; gestational age , weeks ; ( pg / ml)/mmol / l cr table  2 lists the methodological quality assessment of the included 11 studies .
ten studies enrolled single or multicenter consecutive patients prospectively , one   was retrospective and prospective in design .
the study by chen et al .   did not define inclusion and exclusion criteria clearly .
the reference standards used in the afore - mentioned studies were creatinine based , which currently is the most widely used standard for evaluating kidney function .
the conditions of follow - up were reported in the 10 prospective cohort studies ; there were no selective losses in them .
overall , the quality of the studies was suboptimal , without sufficient information to assess all the bias , and uninterpretable , indeterminate or intermediate index test results were not reported .
the quality assessment was performed independently by the authors ( x. l. and j. y.).table  2quality assessment of individual studiesstudystudy designspectrum bias 
 eligibility criteria clearly definedappropriate reference standarddifferential verification bias 
 index test and reference standard sufficiently describedselective loss during followup 
 important confounders identifiedzheng et al .
prospective studynoyesyesyesyesnoyes 
 this item is labeled  no  if the spectrum of patients was representative of patients who received the test in practice , otherwise it is labeled  yes  

this item is labeled  no  when all patients received the same reference standard , otherwise it is labeled  yes  

this item is labeled  yes  if patients who were lost to follow - up differed systematically from those who remained , otherwise it is labeled 
no  this item is not applicable if the study was retrospective in design quality assessment of individual studies 
 this item is labeled  no  if the spectrum of patients was representative of patients who received the test in practice , otherwise it is labeled  yes  

this item is labeled  no  when all patients received the same reference standard , otherwise it is labeled  yes  

if patients who were lost to follow - up differed systematically from those who remained , otherwise it is labeled  no     this item is not applicable if the study was retrospective in design as the respective number of true - positive , false - positive , true - negative , and false - negative results was not provided by the studies , these indexes were calculated from available sensitivity , specificity , and sample size values .
results are reported in table  3 which enumerates specimen obtaining times and aki predictive times of each study .
cutoff and auroc values are also included in the table . as can be seen , cutoff values for urine il-18 varied across studies.table  3sensitivity and specificity of individual studies for urine il-18 to predict akistudytime of obtaining specimentpfpfntncutoff value ( pg / ml)sensitivity ( % ) specificity ( % ) auroc ( 95  % ci)assess time ( h)zheng et al . 0 , 4 , 6 , 12 , and 24  h after the initiation of cpb28111184996.6062.100.835 ( 0.7290.940)4sirota1 et al
admission50839729336 
 34780.62 ( 0.560.67)0liangos et al . 2  h post - cardiopulmonary bypass10313599275660.66 ( 0.490.83)2washburn et al . 2 pm each day39764277538780.54 ( 0.310.77)24551048247553710.61 ( 0.43 0.78)48parikh et al .
every 2  h for the first 12  h and then once every 12  h5115345025970.61410210335050940.75121248312060890.7324parikh et al . days 0 , 1 , and 3382914572574660.73124 
 il interleukin , aki acute kidney injury , auroc area under the receiver operating characteristic curve , ci confidence interval , cpb cardiopulmonary bypass , fn false - negative , fp false - positive , tn true - negative , tp true - positive 
 pg / mg ucr 
 ( pg / ml)/mmol / l cr sensitivity and specificity of individual studies for urine il-18 to predict aki 
 il interleukin , aki acute kidney injury , auroc area under the receiver operating characteristic curve , ci confidence interval , cpb cardiopulmonary bypass , fn false - negative , fp false - positive , tn true - negative , tp true - positive the distribution of accurate estimator in sroc curve floor plan and the spearman correlation coefficient ( r  =  0.764 , p  =  0.006 ) of logarithmic sensitivity and logarithm ( 1-specificity ) showed that there was a threshold effect in different studies ( fig .  2 ; table  4).fig .  2the distribution of accurate estimator in sroc curve floor plan .
sroc summary receiver operating characteristictable  4analysis of diagnostic thresholdspearman correlation coefficient : 0.764 , p value  =  0.006logit ( tpr ) vs. logit ( fpr)moses model ( d  =  a  +  bs)weighted regression ( inverse variance)varcoeff.std .
errort 
 p valuea1.7910.2547.0610.0001b(1)0.2240.1571.4280.1870tau - squared estimate  =  0.1904 ( convergence is achieved after 6 iterations)restricted maximum likelihood estimation ( reml)no .
studies  =  11 add 1/2 to all cells of the studies with zero the distribution of accurate estimator in sroc curve floor plan .
sroc summary receiver operating characteristic analysis of diagnostic threshold tau - squared estimate  =  0.1904 ( convergence is achieved after 6 iterations ) restricted maximum likelihood estimation ( reml ) no .
studies  =  11 add 1/2 to all cells of the studies with zero figure  3 shows the forest plots and pooled estimates of sensitivity , specificity and diagnostic odds ratios ( ors ) respectively .
we found a diagnostic or of 5.11 ( 95  % ci 3.228.12 ) for urine il-18 level to predict aki ( cochran - q  =  28.19 , p  =  0.0017 ) with a sensitivity and specificity respectively of 0.51 ( heterogeneity chi - squared 84.53 , p  <  0.001 ) and 0.79 ( heterogeneity chi - squared 62.84 , p  < 
as there was no statistically significant between b and 0 ( p  =  0.1870 ) , the mantel  haenszel model was utilized to draw the fitting curve of sroc ( fig . 
the pooled auroc was 0.77 ( 95  % ci 0.710.83 , q  =  0.71).fig . 
3forest plots and pooled estimates of a diagnostic odds ratio ( or ) , b sensitivity , and c specificityfig . 
4the fitting curve of sroc forest plots and pooled estimates of a diagnostic odds ratio ( or ) , b sensitivity , and c specificity the fitting curve of sroc subgroup analysis ( table  5 ) showed that urine il-18 level in pediatric patients ( < 18  years ) was more effective in predicting aki , with a diagnostic or of 7.510 ( 95  % ci 2.98818.875 ) compared to 4.652 ( 2.7107.987 ) for the adult group ( p  =  0.334 ) ; the early aki predictive time ( < 12  h ) subgroup displayed the highest diagnostic or of 8.176 ( 95  % ci 2.19130.507 ) among the three subgroups ( < 12 , 24 and 48  h , p  =  0.037 ) . the pooled estimate diagnostic or of the admission subgroup was 3.81 ( 95  % ci 2.086.99 ) and that of the subgroup for other times 7.16 ( 3.6214.18 ) . there were no significant differences between the two ( p  =  0.388 ) .
there were significant differences ( p  =  0.008 ) between cardiac surgery patients and patients in intensive care unit or coronary care unit patients in the subgroup analysis , with diagnostic ors of 5.28 ( 3.597.76 ) and 5.31 ( 2.5910.87 ) , respectively.table  5pooled diagnostic accuracy of il-18 in various settingssubgroup factorssubgroup criteriareference numbersq valuep valuei ( % ) hierarchical summary or ( 95  % ci)p value for between subgroupsage<18  years510.230.03760.97.51 ( 2.9918.88)0.33418  years615.540.00867.84.32 ( 2.487.51)predictive time12  h518.270.00178.18.18 ( 2.1930.51)0.03724  h44.480.21433.05.07 ( 2.589.96)48  h55.040.28320.74.95 ( 3.397.24)obtaining specimenadmission413.40.00477.63.81 ( 2.086.99)0.388other times710.380.10942.47.16 ( 3.6214.18)patientscardiac surgery40.590.900.015.28 ( 3.5937.762)0.008other patients723.280.00174.25.31 ( 2.5910.87 ) 
 or odds ratio , ci confidence interval pooled diagnostic accuracy of il-18 in various settings 
 or odds ratio , ci confidence interval
of 179 primary articles searched , 156 were excluded on the basis of abstract and/or title because they were laboratory studies , genetic studies , review / comment articles , animal studies , or irrelevant to the current analysis ; 3 were excluded because non - english articles . of the 20 remaining articles , 5 studies with accurate diagnostic values of il-18 missing and 3 studies lacking effective data ( though we had contacted the corresponding authors to request the missing information ) were excluded . as a result , 11 studies [ 6 , 7 , 1119 ] met the inclusion criteria and were selected for the analysis ( fig . 
1flowchart representing study selection for systematic review of urine il-18 as a diagnostic marker for aki .
il interleukin , aki acute kidney injury flowchart representing study selection for systematic review of urine il-18 as a diagnostic marker for aki .
il interleukin , aki acute kidney injury characteristics of the included trials are shown in table  1 .
two come from china [ 6 , 11 ] , seven from the usa [ 7 , 13 , 14 , 1619 ] , one from taiwan , china , and one from australia .
most studies were conducted on critical patients , including those with cardiac surgery ( cardiopulmonary bypass ) and transplantation , as well as various intensive care patients .
five studies [ 6 , 11 , 13 , 17 , 18 ] focused on pediatric patients .
eight studies defined aki using acute kidney injury network ( akin ) and/or risk , injury , failure , loss and end - stage renal disease ( rifle ) criteria , two [ 11 , 17 ] using modified pediatric rifle , and one   using scr level which , however , rose to 50  % of baseline in the first 72  h. ten studies harnessed urine il-18 concentration as the cutoff value and two [ 11 , 15 ] the ratio of urine il-18 to urine - creatinine concentration.table  1characteristics of included studiesstudy ( first author  +  year)country of originstudy populationmean age ( years)men ( % ) sample sizenumber ( % ) of akimean baseline il-18 ( pg / ml)definition of akiil-18 assaysample storage ( c)zheng et al . chinachildren with chd or undergoing cpb surgerynon - aki 11.4 ( 2.247.0)aki 5.9 ( 0.644.5 ) 
 39 ( 67.2)5829 ( 50)non - aki 7.9 ( 3.823.1)aki 17.6 ( 7.241.5)scr  0.3  mg / dl or 50  % baseline , urine 0.5  ml / kg/6  h akin criteriaelisa80sirota et al .
  6.827 ( 67.5)407 ( 17.5)aki 0 ( 018.57)non - aki 0 ( 0200.10)scr 50  % baseline , rifle and akin criteriaelisa80li et al . chinanon
- septic critically ill neonates34.1    3.2 
 34 ( 54.8)6211 ( 17.7)/scr > 1.5  mg / dl on the first 3  days of life , after the first 3  days of life , a 25  % decrease in eccl .
taiwan , chinaccu patients66    1113 ( 75)15043 ( 28.7)71    5akin criteriaelisa80parikh et al .
usapediatric patients with congenital cardiac lesions surgery3.8    4.5171 ( 55)31153 ( 17.0)/receipt of acute dialysis during the entire hospital stay or scr double baseline .
usacardiac surgery adults at high risk for aki71    10826 ( 68)121960 ( 4.9)/receipt of acute dialysis during the entire hospital stay or scr double baseline .
australiaicu admission60    17367 ( 70.2)523147 ( 28.1)73    340 
 scr 0.3  mg / dl or 50  % baselineakin48 or rifle 24 criteriaelisa80liangos et al .
usapatients undergoing on - pump cardiac surgery68    1174 ( 72)10313 ( 12.6)/scr 50  % baseline in the first 72  h following termination of cpbelisa80washburn et al .
usapicu children who received mechanical ventilation6.5    6.473 ( 53)137103 ( 75.2)179.0    337.9paediatric modified rifleelisa80parikh et al .
  5.330 ( 54.5)5520 ( 36.4)1.65    1.01scr 50  % baselineelisa80parikh et al .
usaards and ali patient50.2    17.072 ( 52.2)13852 ( 37.7)aki 104 ( 0955)control 0 ( 0173)scr 50  % baselineelisa80 
 aki acute kidney injury , akin acute kidney injury network , elisa enzyme - linked immunosorbent assay ,
chd congenital heart disease , cpb cardiopulmonary bypass , scr serum creatinine , rifle risk , injury , failure , loss and end - stage renal disease , eccl estimated cr clearance , ccu coronary care unit , icu intensive care unit , picu pediatric intensive care unit , ards acute respiratory distress syndrome , ali acute lung injury 
 months ; gestational age , weeks ; ( pg / ml)/mmol / l cr characteristics of included studies 
 aki acute kidney injury , akin acute kidney injury network , elisa enzyme - linked immunosorbent assay , chd congenital heart disease , cpb cardiopulmonary bypass , scr serum creatinine , rifle risk , injury , failure , loss and end - stage renal disease , eccl estimated cr clearance , ccu coronary care unit , icu intensive care unit , picu pediatric intensive care unit , ards acute respiratory distress syndrome , ali acute lung injury 
 months ; gestational age , weeks ; ( pg / ml)/mmol / l cr
ten studies enrolled single or multicenter consecutive patients prospectively , one   was retrospective and prospective in design .
the study by chen et al .   did not define inclusion and exclusion criteria clearly .
the reference standards used in the afore - mentioned studies were creatinine based , which currently is the most widely used standard for evaluating kidney function .
the conditions of follow - up were reported in the 10 prospective cohort studies ; there were no selective losses in them .
overall , the quality of the studies was suboptimal , without sufficient information to assess all the bias , and uninterpretable , indeterminate or intermediate index test results were not reported .
the quality assessment was performed independently by the authors ( x. l. and j. y.).table  2quality assessment of individual studiesstudystudy designspectrum bias 
 eligibility criteria clearly definedappropriate reference standarddifferential verification bias 
 index test and reference standard sufficiently describedselective loss during followup 
 important confounders identifiedzheng et al .
prospective studynoyesyesyesyesnoyes 
 this item is labeled  no  if the spectrum of patients was representative of patients who received the test in practice , otherwise it is labeled  yes  

this item is labeled  no  when all patients received the same reference standard , otherwise it is labeled  yes  

this item is labeled  yes  if patients who were lost to follow - up differed systematically from those who remained , otherwise it is labeled 
no  this item is not applicable if the study was retrospective in design quality assessment of individual studies 
 this item is labeled  no  if the spectrum of patients was representative of patients who received the test in practice , otherwise it is labeled  yes  

this item is labeled  no  when all patients received the same reference standard , otherwise it is labeled  yes  

if patients who were lost to follow - up differed systematically from those who remained , otherwise it is labeled  no     this item is not applicable if the study was retrospective in design
as the respective number of true - positive , false - positive , true - negative , and false - negative results was not provided by the studies , these indexes were calculated from available sensitivity , specificity , and sample size values .
results are reported in table  3 which enumerates specimen obtaining times and aki predictive times of each study .
cutoff and auroc values are also included in the table . as can be seen , cutoff values for urine il-18 varied across studies.table  3sensitivity and specificity of individual studies for urine il-18 to predict akistudytime of obtaining specimentpfpfntncutoff value ( pg / ml)sensitivity ( % ) specificity ( % ) auroc ( 95  % ci)assess time ( h)zheng et al . 0 , 4 , 6 , 12 , and 24  h after the initiation of cpb28111184996.6062.100.835 ( 0.7290.940)4sirota1 et al . 24 
h after orthotopic liver transplantation57226/72790.74924li et al . 48  h admitted744471,800 
 64920.72 ( 0.520.93)48chen et al .
admission50839729336 
 34780.62 ( 0.560.67)0liangos et al . 2  h post - cardiopulmonary bypass10313599275660.66 ( 0.490.83)2washburn et al . 2 pm each day39764277538780.54 ( 0.310.77)24551048247553710.61 ( 0.43 0.78)48parikh et al .
every 2  h for the first 12  h and then once every 12  h5115345025970.61410210335050940.75121248312060890.7324parikh et al . days 0 , 1 , and 3382914572574660.73124 
 il interleukin , aki acute kidney injury , auroc area under the receiver operating characteristic curve , ci confidence interval , cpb cardiopulmonary bypass , fn false - negative , fp false - positive , tn true - negative , tp true - positive 
 pg / mg ucr 
 ( pg / ml)/mmol / l cr sensitivity and specificity of individual studies for urine il-18 to predict aki 
 il interleukin , aki acute kidney injury , auroc area under the receiver operating characteristic curve , ci confidence interval , cpb cardiopulmonary bypass , fn false - negative , fp false - positive , tn true - negative , tp true - positive
the distribution of accurate estimator in sroc curve floor plan and the spearman correlation coefficient ( r  =  0.764 , p  =  0.006 ) of logarithmic sensitivity and logarithm ( 1-specificity ) showed that there was a threshold effect in different studies ( fig .  2 ; table  4).fig . 
sroc summary receiver operating characteristictable  4analysis of diagnostic thresholdspearman correlation coefficient : 0.764 , p value  =  0.006logit ( tpr ) vs. logit ( fpr)moses model ( d  =  a  +  bs)weighted regression ( inverse variance)varcoeff.std .
errort 
 p valuea1.7910.2547.0610.0001b(1)0.2240.1571.4280.1870tau - squared estimate  =  0.1904 ( convergence is achieved after 6 iterations)restricted maximum likelihood estimation ( reml)no .
studies  =  11 add 1/2 to all cells of the studies with zero the distribution of accurate estimator in sroc curve floor plan .
sroc summary receiver operating characteristic analysis of diagnostic threshold tau - squared estimate  =  0.1904 ( convergence is achieved after 6 iterations ) restricted maximum likelihood estimation ( reml ) no .
studies  =  11 add 1/2 to all cells of the studies with zero figure  3 shows the forest plots and pooled estimates of sensitivity , specificity and diagnostic odds ratios ( ors ) respectively .
we found a diagnostic or of 5.11 ( 95  % ci 3.228.12 ) for urine il-18 level to predict aki ( cochran - q  =  28.19 , p  =  0.0017 ) with a sensitivity and specificity respectively of 0.51 ( heterogeneity chi - squared 84.53 , p  <  0.001 ) and 0.79 ( heterogeneity chi - squared 62.84 , p  < 
as there was no statistically significant between b and 0 ( p  =  0.1870 ) , the mantel  haenszel model was utilized to draw the fitting curve of sroc ( fig . 
the pooled auroc was 0.77 ( 95  % ci 0.710.83 , q  =  0.71).fig . 
3forest plots and pooled estimates of a diagnostic odds ratio ( or ) , b sensitivity , and c specificityfig . 
4the fitting curve of sroc forest plots and pooled estimates of a diagnostic odds ratio ( or ) , b sensitivity , and c specificity the fitting curve of sroc subgroup analysis ( table  5 ) showed that urine il-18 level in pediatric patients ( < 18  years ) was more effective in predicting aki , with a diagnostic or of 7.510 ( 95  % ci 2.98818.875 ) compared to 4.652 ( 2.7107.987 ) for the adult group ( p  =  0.334 ) ; the early aki predictive time ( < 12  h ) subgroup displayed the highest diagnostic or of 8.176 ( 95  % ci 2.19130.507 ) among the three subgroups ( < 12 , 24 and 48  h , p  =  0.037 ) .
the pooled estimate diagnostic or of the admission subgroup was 3.81 ( 95  % ci 2.086.99 ) and that of the subgroup for other times 7.16 ( 3.6214.18 ) .
there were no significant differences between the two ( p  =  0.388 ) .
there were significant differences ( p  =  0.008 ) between cardiac surgery patients and patients in intensive care unit or coronary care unit patients in the subgroup analysis , with diagnostic ors of 5.28 ( 3.597.76 ) and 5.31 ( 2.5910.87 ) , respectively.table  5pooled diagnostic accuracy of il-18 in various settingssubgroup factorssubgroup criteriareference numbersq valuep valuei ( % ) hierarchical summary or ( 95  % ci)p value for between subgroupsage<18  years510.230.03760.97.51 ( 2.9918.88)0.33418  years615.540.00867.84.32 ( 2.487.51)predictive time12  h518.270.00178.18.18 ( 2.1930.51)0.03724  h44.480.21433.05.07 ( 2.589.96)48  h55.040.28320.74.95 ( 3.397.24)obtaining specimenadmission413.40.00477.63.81 ( 2.086.99)0.388other times710.380.10942.47.16 ( 3.6214.18)patientscardiac surgery40.590.900.015.28 ( 3.5937.762)0.008other patients723.280.00174.25.31 ( 2.5910.87 ) 
 or odds ratio , ci confidence interval pooled diagnostic accuracy of il-18 in various settings 
 or odds ratio , ci confidence interval
the current study presents a meta - analysis of urine il-18 for predicting aki development via the sroc analysis approach , both overall and across a range of subgroups .
the finding derived is consistent with previous studies , which lends more force to the use of urine il-18 as a marker of aki in clinical practice .
the results of this meta - analysis indicate that urine il-18 had a pooled diagnostic or of 5.11 and the estimated area under the curve ( auc ) of the mean roc plot was 0.77 ( q  =  0.71 ) , with a high heterogeneity in pooled sensitivity and specificity .
this suggests that urine il-18 has a higher chance of early detecting an aki compared to scr , but the application of this biomarker in the diagnosis of aki should be limited to a certain range in the light of limitations intrinsic to such studies .
since pooled results may increase statistical power and lead to more precise estimates of a treatment effect and the pooled random or fixed effect models reflect the between - study variance , this may shed light on larger populations . due to the presence of a threshold effect ,
we used sroc curve fitting , the area under roc and q index , to merge the data . in the studies included , cutoff values were expressed in two types , urinary concentration or ratio of urine il-18 and creatinine concentration , and identified as varying across studies ( 11.25125  pg / ml ) .
such differences can be explained by : ( 1 ) use of different reagents in these studies though the assay methods were enzyme - linked immunosorbent assay ( elisa ) ; and ( 2 ) differences in clinical settings and study population .
therefore , it might be necessary for each center using urine il-18 level for early aki diagnosis to define a specific reference range and cutoff value for each clinical setting .
in addition , a significant non - threshold effect heterogeneity exists across these studies . since these studies were based on different institutions across the world , heterogeneity was inevitable concerning differences in aki definitions , aki settings , times for obtaining specimen , and experimental groups admitted to assess the predictive value of urine il-18 .
we attempted to use meta - regression to explore the sources of heterogeneity , but failed .
so subgroup analysis was performed and proved that urine il-18 level in pediatric patients and the early aki predictive time group ( < 12  h ) was more effective in predicting aki , which might principally account for the heterogeneity .
nevertheless , as the kidney undergoes growth and maturation in neonates who manifest different physiological states due to the abrupt changes at birth , many risk factors are correlated with aki and the timing of kidney injury remains unknown .
the metabolic capacity and compensatory ability of neonates and children are also different from those of adults .
subgroup analysis of age should be more specific if more clinical trials are conducted . regarding aki definition , akin , rifle , akin and/or rifle , and modified pediatric rifle criteria
the pooled diagnostic or of aki within 12  h was greater than that of 24 or 48  h in subgroup analysis .
this is useful in clinical processing since preventive strategies can be formulated if aki can be predicted in advance . using scr level as the  gold standard  of diagnosis of aki is another limitation of such studies because scr is not an ideal marker of early loss of glomerular filtration or kidney injury .
however , its use in routine clinical practice is restrained because it is invasive , time - consuming and radioactive .
cross - sectional studies indicate that urinary il-18 levels are markedly elevated in patients with acute tubular necrosis compared with healthy controls and a variety of other renal pathologies , including urinary tract infection , chronic renal insufficiency , and pre - renal azotemia .
therefore , the pathophysiology of il-18 still remains incompletely understood and the true role of il-18 may be as a mediator of specific injury subtypes rather than as a marker of injury .
though il-18 can be induced in the proximal tubule after aki , and released into urine after cleavage by caspase-1 [ 25 , 26 ] , it can also be derived from lung injury and myocardial ischemia , etc .
the cost of a single creatinine test is less than a dollar , while that of il-18 is five times higher .
in the course of aki , biochemical indices need to be monitored and detected many times ; given the modest clinical value of il-18 and its high cost , serum creatinine concentration and change might still be a good indicator rather than il-18 .
in conclusion , this meta - analysis included more than 2,700 patients from 11 studies .
the diagnostic accuracy for aki tends to be more effective in pediatric patients and early aki predictive time . to improve the diagnostic value of urine il-18 , more appropriately designed investigations ( e.g. with randomized design and eliminating potential confounders )
 backgroundinterleukin-18 ( il-18 ) mediates ischemic acute tubular necrosis ; it has been proved as a rapid , reliable , and affordable test marker for the early detection of acute kidney injury ( aki ) , but its predictive accuracy varies greatly.methodsmedline and embase , cochrane library , ovid , and springerlink ( from inception to november 15 , 2013 ) were searched for relevant studies ( in english ) investigating diagnostic accuracy of urine il-18 to predict aki in various clinical settings . 
 the text index was increasing or increased urine il-18 level and the main outcome was the development of aki , which was primarily based on serum creatinine level [ using risk , injury , failure , loss and end - stage renal disease ( rifle ) , acute kidney injury network , or modified pediatric rifle criteria in pediatric patients ] . 
 pooled estimates of diagnostic odds ratio ( or ) , sensitivity and specificity were calculated . 
 summary receiver operating characteristic curves were used to calculate the measures of accuracy and q point value ( q * ) . 
 remarkable heterogeneity was explored further by subgroup analysis based on the different clinical settings.resultswe analyzed data from 11 studies of 3 countries covering 2,796 patients . 
 these studies were marked by limitations of threshold and non - threshold effect heterogeneity . across all settings , the diagnostic or for urine il-18 level to predict aki was 5.11 [ 95  % confidence interval ( ci ) 3.228.12 ] , with sensitivity and specificity respectively at 0.51 and 0.79 . 
 the area under the roc curve of urine il-18 level to predict aki was 0.77 ( 95  % ci 0.710.83 ) . 
 subgroup analysis showed that urine il-18 level in pediatric patients ( < 18  years ) and early aki predictive time ( < 12  h ) were more effective in predicting aki , with diagnostic ors of 7.51 ( 2.9918.88 ) , 8.18 ( 2.1930.51 ) , respectively.conclusionurine il-18 holds promise as a biomarker in the prediction of aki but has only moderate diagnostic value . 