in addition to different physiological parameters , several anthropometric and body composition variables are known to be associated with running performance in elite caucasian middle- and long - distance runners ( arrese and ostariz , 2006 ) .
for example , body height and mass ( maldonado et al . , 2002 ) , fat and fat free mass ( winter and hamley , 1976 ) , arm circumference ( knechtle et al . , 2008 ) , different lower limb skinfolds and circumferences ( arrese and ostariz , 2006 ; legaz and eston , 2005 ; tanaka and matsuura , 1982 ) as well as the sum of three ( kong and de heer , 2008 ) or six ( legaz and eston , 2005 ) skinfolds have been related to distance running performance . however , there is equivocal data about how running economy ( re ) is related to anthropometric and/or body composition variables .
runners with proportionally lower body mass concentrated in the extremities , particularly in the legs , would perform less work moving their body segments during running , if all other factors are unchanged ( myers and steudel , 1985 ) . therefore , leg mass and the distribution of leg mass might be important characteristics in performance and re of distance runners ( myers and steudel , 1985 ) .
in contrast , no difference has been shown in re between recreational athletes with similar body mass , but different body composition ( maciejczyk et al . , 2015 ) .
recent evidence ( mooses et al . , 2015a ) indicates that relatively longer legs are related to better performance , however , in a homogenous group of athletes re has shown not to be related to performance ( foster et al . , 1977 ; mooses et al .
although the body composition of runners has been examined extensively , often these studies have been conducted with relatively heterogeneous groups of runners ( arrese and ostariz , 2006 ; winter and hamley , 1976 ) . furthermore , despite a number of analyses focused on different anthropometric variables in top level runners ( kong and de heer , 2008 ; lucia et al . , 2006 , 2008 ) , there is a paucity of studies examining different leg proportions in relation with running performance and re . with recent development in equipment , this has become easy and cost effective by using the dual energy x - ray absorptiometry ( dexa ) method .
it has been agreed that re is not determined only by one variable , but it is rather a combination of factors to investigate especially at the highest performance level of distance running ( foster and lucia , 2007 ; mooses et al .
better understanding of the interaction between re , vo2max , performance , body composition and anthropometrics of different level athletes as well as intensities is needed . to date
, there is no consensus which factors are responsible for superior re and how re is related to vo2max .
thus , the aim of the present study was to investigate lower limb anthropometric and composition variables related to re and running performance in a homogeneous group of high level european distance runners .
it was hypothesized that relatively lighter and longer legs would be related to better re at the speed of 14 , 16 and 18 kmh .
the findings of this study could help explain a complex interaction between anthropometric characteristics , body composition and re in high level running performance .
high level male european distance runners ( n = 15 ) were initially recruited to the study , however , 2 of them were excluded after the treadmill test due to surpassing the second ventilatory threshold ( vt2 ) at the speed of 18 kmh .
therefore , the number of the subjects included into the final analysis was 13 ( table 1 ) .
the participation criteria were ( i ) regular training sessions during the last three years for a minimum of five times per week , ( ii ) average monthly mileage during the last year of at least 240 km , ( iii ) inclusion in the top 10 on the national athletics association ranking list , and ( iv ) competing at international level .
the best performance of the previous competition season ( 3 - 4 months before the study ) of the athletes was established using the international association of athletics federations ( iaaf ) scoring tables ( legaz and eston , 2005 ; lucia et al . , 2008 ; mooses et al .
these tables assign a definite score to each performance , enabling comparison between different events ( legaz and eston , 2005 ; mooses et al . , 2015a ) .
the participants of the present study were of a high performance level and included some of the athletes who had competed in indoor and/or outdoor european championships .
table 1main anthropometric characteristics and performance level of the participants ( mean  sd)runners ( n = 13)age ( years)25.2  2.9body height ( m)1.83  0.07body mass ( kg)70.9  5.4bmi ( kgm)21.1  0.7body fat % 13.0  1.2body lean mass ( kg)57.7  4.3body fat mass ( kg)9.1  1.0iaaf ( p)921116bmi - body mass index ; iaaf - international amateur athletic federation scoring table points . 
  main anthropometric characteristics and performance level of the participants ( mean  sd ) bmi - body mass index ; iaaf - international amateur athletic federation scoring table points .
a cross - sectional study using a group of middle- and long - distance runners was carried out . during the first visit to the laboratory
, athletes were familiarised with the treadmill and face masks that were used during the test on the second visit . on the second visit to the laboratory , the measurement of main anthropometric variables and the dexa procedure preceded the treadmill test .
athletes were requested to abstain from high intensity training and/or competition for at least 24 h before testing and to maintain their usual dietary intake as well as to refrain from caffeine and alcohol .
study procedures and protocols were approved by the research ethics committee of the university of tartu , estonia , and conformed to the declaration of helsinki . all testing procedures and related risks
were described to the athletes before providing written informed consent to participate in the study . following the 10 min familiarisation with the treadmill ( freely chosen speeds )
, participants performed an incremental running test on a motorized treadmill ( viasys le 300 c 175/65 , hp cosmos quasar sports & medical gmbh nussdorf - traunstein , germany ) until voluntary exhaustion .
ten minutes of familiarisation were considered acceptable as previously it had been reported that for healthy adults who were inexperienced on a treadmill , even 6 minutes of treadmill running in one training session were sufficient before highly reliable lower limb angular kinetic variables could be measured ( lavcanska et al . , 2005 ) . before commencement of the test , each athlete remained stationary on the treadmill for three minutes and cardio - respiratory data was collected .
the initial running speed was set at 8 kmh with a gradient of 1% ( jones and doust , 1996 ; lucia et al . , 2005 ; mooses et al .
, 2013a , b , 2015a , b ) and was then increased by 2 kmh every three minutes until 18 kmh .
following the 3 min 18 kmh stage , the speed remained constant and elevation increased 1% after every one minute until voluntary exhaustion ( mooses et al .
, 2015a , b ) . the heart rate ( hr ) and maximum running time on the treadmill ( tmax )
were recorded with a heart rate monitor polar rs400 ( polar electro oy , kempele , finland ) .
expired gases were measured using masterscreen cpx ( viasys healthcare gmbh , hoechberg , germany ) , which was calibrated before each test according to instructions of the manufacturer .
vo2max was defined as highest average vo2 during a 30 s period and a failure to further increase vo2 despite an increase in the work rate ( wasserman et al . ,
if participants did not reach the vo2 plateau , it was considered to be vo2peak rather than vo2max . however , for an easier reading , we used the acronym vo2max for all the participants ( billat et al . , 2003 ) .
re was calculated from the last two minute submaximal vo2 of the 14 , 16 and 18 kmh stage .
re was expressed as oxygen cost ( o2 mlkg-km ) and was calculated as follows : 
 re=1000v2 , 
 where 
 vo2 
 is steady - state oxygen uptake ( mlkgmin ) and v is running velocity ( mmin ) ( bragada et al . , 2010 ) .
a steady state was defined as an increase of less than 100 ml o2 over the final two minutes of the respective running stage ( fletcher et al . , 2009 ) .
vt2 ( table 2 ) was determined as the second rise in ventilation and as the intensity that accompanied the second rise in the ve 
vo2 relationship with a concurrent rise in the ve  vco2 relationship ( mooses et al . , 2013a ; rabadan et al . ,
table 2relative intensities from vo2max and hr ( mean  sd)%vo2max%hrmax14 ( kmh)66  381  416 ( kmh)75  487  318 ( kmh)83  591  3vt292  395  2%vo2max  percentage from maximal oxygen uptake ; % hrmax  percentage from the maximal heart rate ;
vt2  second ventilatory threshold 
  relative intensities from vo2max and hr ( mean  sd ) % vo2max  percentage from maximal oxygen uptake ; % hrmax  percentage from the maximal heart rate ; vt2  second ventilatory threshold body height ( altimetro , gima spa , gessate , italy ) and body mass ( sartorius combics 3 , sartorius ag , goettingen , germany ) of the participants were measured to the nearest 0.5 cm and 0.05 kg , respectively . in total ,
4 girths ( thigh , mid - thigh , calf , ankle ) and 2 lengths ( trochanterion height and tibiale laterale height ) were measured using the centurion kit instrumentation ( rosscraft , surrey , bc , canada ) according to protocols recommended by the international society for advancement of kinanthropometry ( marfell - jones et al . , 2006 ) .
the series of anthropometric measurements were taken by a trained researcher who had previously shown test - retest reliability of r > 0.95 .
the following calculations were made : 
 upperleglength = trochanterion(totalleglength)tibialelaterale(lowerleg;length ) body composition was measured by dual energy x - ray absorptiometry ( dxa ) ( hologic qdr discovery , hologic inc . ,
the three compartments ( lean , fat and bone ) were measured with the participant in the supine position ( hetland et al . , 1998 ) .
total fat and lean mass were measured for the total body , upper leg ( thigh ) and lower leg ( calf ) .
in addition , the following anthropometric and body composition proportions were calculated : 
 leg mass to body mass : leg mass ( kg)/ body mass ( kg ) * 100upper leg ( thigh ) mass to body mass : upper leg ( kg)/body mass ( kg ) * 100lower leg ( calf ) mass to body mass : calf mass ( kg)/body mass ( kg ) * 100calf mass to thigh mass : calf mass ( kg)/thigh mass ( kg ) * 100leg length to body height : leg length ( m)/total body height ( m ) * 100upper leg ( thigh ) length to body height : upper leg ( m)/total body height ( m ) * 100lower leg ( calf ) length to body height : lower leg ( m)/total body height ( m ) * 100lower leg ( calf ) length to upper leg ( thigh ) length : lower leg ( m)/upper leg ( m ) * 100 leg mass to body mass : leg mass ( kg)/ body mass ( kg ) * 100 upper leg ( thigh ) mass to body mass : upper leg ( kg)/body mass ( kg ) * 100 lower leg ( calf ) mass to body mass : calf mass ( kg)/body mass ( kg ) * 100 calf mass to thigh mass : calf mass ( kg)/thigh mass ( kg ) * 100 leg length to body height : leg length ( m)/total body height ( m ) * 100 upper leg ( thigh ) length to body height : upper leg ( m)/total body height ( m ) * 100 lower leg ( calf ) length to body height : lower leg ( m)/total body height ( m ) * 100 lower leg ( calf ) length to upper leg ( thigh ) length : lower leg ( m)/upper leg ( m ) * 100 the normality of all variables was tested with the shapiro - wilk test .
pearson or spearman , where necessary , correlation analyses were used to determine linear relationships between variables . to avoid spurious correlation between re and vo2max ,
additionally a partial correlation was used to assess the relationship between absolute vo2max and re as oxygen cost ( lmin ) ( shaw et al . , 2015 ) .
high level male european distance runners ( n = 15 ) were initially recruited to the study , however , 2 of them were excluded after the treadmill test due to surpassing the second ventilatory threshold ( vt2 ) at the speed of 18 kmh .
therefore , the number of the subjects included into the final analysis was 13 ( table 1 ) .
the participation criteria were ( i ) regular training sessions during the last three years for a minimum of five times per week , ( ii ) average monthly mileage during the last year of at least 240 km , ( iii ) inclusion in the top 10 on the national athletics association ranking list , and ( iv ) competing at international level .
the best performance of the previous competition season ( 3 - 4 months before the study ) of the athletes was established using the international association of athletics federations ( iaaf ) scoring tables ( legaz and eston , 2005 ; lucia et al . , 2008 ; mooses et al .
these tables assign a definite score to each performance , enabling comparison between different events ( legaz and eston , 2005 ; mooses et al . , 2015a ) .
the participants of the present study were of a high performance level and included some of the athletes who had competed in indoor and/or outdoor european championships .
table 1main anthropometric characteristics and performance level of the participants ( mean  sd)runners ( n = 13)age ( years)25.2  2.9body height ( m)1.83  0.07body mass ( kg)70.9  5.4bmi ( kgm)21.1  0.7body fat % 13.0  1.2body lean mass ( kg)57.7  4.3body fat mass ( kg)9.1  1.0iaaf ( p)921116bmi - body mass index ; iaaf - international amateur athletic federation scoring table points . 
  main anthropometric characteristics and performance level of the participants ( mean  sd ) bmi - body mass index ; iaaf - international amateur athletic federation scoring table points .
a cross - sectional study using a group of middle- and long - distance runners was carried out . during the first visit to the laboratory
, athletes were familiarised with the treadmill and face masks that were used during the test on the second visit . on the second visit to the laboratory , the measurement of main anthropometric variables and the dexa procedure preceded the treadmill test .
athletes were requested to abstain from high intensity training and/or competition for at least 24 h before testing and to maintain their usual dietary intake as well as to refrain from caffeine and alcohol .
study procedures and protocols were approved by the research ethics committee of the university of tartu , estonia , and conformed to the declaration of helsinki . all testing procedures and related risks
were described to the athletes before providing written informed consent to participate in the study .
following the 10 min familiarisation with the treadmill ( freely chosen speeds ) , participants performed an incremental running test on a motorized treadmill ( viasys le 300 c 175/65 , hp cosmos quasar sports & medical gmbh nussdorf - traunstein , germany ) until voluntary exhaustion .
ten minutes of familiarisation were considered acceptable as previously it had been reported that for healthy adults who were inexperienced on a treadmill , even 6 minutes of treadmill running in one training session were sufficient before highly reliable lower limb angular kinetic variables could be measured ( lavcanska et al . , 2005 ) . before commencement of the test , each athlete remained stationary on the treadmill for three minutes and cardio - respiratory data was collected .
the initial running speed was set at 8 kmh with a gradient of 1% ( jones and doust , 1996 ; lucia et al . , 2005 ; mooses et al . , 2013a , b , 2015a , b ) and was then increased by 2 kmh every three minutes until 18 kmh .
following the 3 min 18 kmh stage , the speed remained constant and elevation increased 1% after every one minute until voluntary exhaustion ( mooses et al .
the heart rate ( hr ) and maximum running time on the treadmill ( tmax ) were recorded with a heart rate monitor polar rs400 ( polar electro oy , kempele , finland ) .
expired gases were measured using masterscreen cpx ( viasys healthcare gmbh , hoechberg , germany ) , which was calibrated before each test according to instructions of the manufacturer .
vo2max was defined as highest average vo2 during a 30 s period and a failure to further increase vo2 despite an increase in the work rate ( wasserman et al . , 2005 ) .
if participants did not reach the vo2 plateau , it was considered to be vo2peak rather than vo2max . however , for an easier reading , we used the acronym vo2max for all the participants ( billat et al . , 2003 ) .
re was calculated from the last two minute submaximal vo2 of the 14 , 16 and 18 kmh stage .
re was expressed as oxygen cost ( o2 mlkg-km ) and was calculated as follows : 
 re=1000v2 , 
 where 
 vo2 
 is steady - state oxygen uptake ( mlkgmin ) and v is running velocity ( mmin ) ( bragada et al . , 2010 ) .
a steady state was defined as an increase of less than 100 ml o2 over the final two minutes of the respective running stage ( fletcher et al . , 2009 ) .
vt2 ( table 2 ) was determined as the second rise in ventilation and as the intensity that accompanied the second rise in the ve 
vo2 relationship with a concurrent rise in the ve  vco2 relationship ( mooses et al . , 2013a ; rabadan et al . , 2011 ) .
table 2relative intensities from vo2max and hr ( mean  sd)%vo2max%hrmax14 ( kmh)66  381  416 ( kmh)75  487  318 ( kmh)83  591  3vt292  395  2%vo2max  percentage from maximal oxygen uptake ; % hrmax  percentage from the maximal heart rate ; vt2  second ventilatory threshold 
  relative intensities from vo2max and hr ( mean  sd ) % vo2max  percentage from maximal oxygen uptake ; % hrmax  percentage from the maximal heart rate ; vt2  second ventilatory threshold body height ( altimetro , gima spa , gessate , italy ) and body mass ( sartorius combics 3 , sartorius ag , goettingen , germany ) of the participants were measured to the nearest 0.5 cm and 0.05 kg , respectively . in total , 4 girths ( thigh ,
mid - thigh , calf , ankle ) and 2 lengths ( trochanterion height and tibiale laterale height ) were measured using the centurion kit instrumentation ( rosscraft , surrey , bc , canada ) according to protocols recommended by the international society for advancement of kinanthropometry ( marfell - jones et al . , 2006 ) .
the series of anthropometric measurements were taken by a trained researcher who had previously shown test - retest reliability of r > 0.95 .
the following calculations were made : 
 upperleglength = trochanterion(totalleglength)tibialelaterale(lowerleg;length ) body composition was measured by dual energy x - ray absorptiometry ( dxa ) ( hologic qdr discovery , hologic inc . ,
the three compartments ( lean , fat and bone ) were measured with the participant in the supine position ( hetland et al . , 1998 ) .
total fat and lean mass were measured for the total body , upper leg ( thigh ) and lower leg ( calf ) .
in addition , the following anthropometric and body composition proportions were calculated : 
 leg mass to body mass : leg mass ( kg)/ body mass ( kg ) * 100upper leg ( thigh ) mass to body mass : upper leg ( kg)/body mass ( kg ) * 100lower leg ( calf ) mass to body mass : calf mass ( kg)/body mass ( kg ) * 100calf mass to thigh mass : calf mass ( kg)/thigh mass ( kg ) * 100leg length to body height : leg length ( m)/total body height ( m ) * 100upper leg ( thigh ) length to body height : upper leg ( m)/total body height ( m ) * 100lower leg ( calf ) length to body height : lower leg ( m)/total body height ( m ) * 100lower leg ( calf ) length to upper leg ( thigh ) length : lower leg ( m)/upper leg ( m ) * 100 leg mass to body mass : leg mass ( kg)/ body mass ( kg ) * 100 upper leg ( thigh ) mass to body mass : upper leg ( kg)/body mass ( kg ) * 100 lower leg ( calf ) mass to body mass : calf mass ( kg)/body mass ( kg ) * 100 calf mass to thigh mass : calf mass ( kg)/thigh mass ( kg ) * 100 leg length to body height : leg length ( m)/total body height ( m ) * 100 upper leg ( thigh ) length to body height : upper leg ( m)/total body height ( m ) * 100 lower leg ( calf ) length to body height : lower leg ( m)/total body height ( m ) * 100 lower leg ( calf ) length to upper leg ( thigh ) length : lower leg ( m)/upper leg ( m ) * 100
pearson or spearman , where necessary , correlation analyses were used to determine linear relationships between variables . to avoid spurious correlation between re and vo2max ,
additionally a partial correlation was used to assess the relationship between absolute vo2max and re as oxygen cost ( lmin ) ( shaw et al . , 2015 ) .
runners were of a high performance level ( table 1 ) and with good re ( table 3 ) .
figure 1running economy ( re ) at the speed of 14 , 16 and 18 kmh ( black , dark - grey and light - grey bars , respectively ) and maximal oxygen uptake ( vo2max ) of the individual runners ( solid line ) 
 table 3variables of the incremental treadmill test ( mean  sd)runners ( n = 13)tmax ( s)1618 108vo2max ( mlkgmin)67.3  2.9re14 ( o2 mlkgkm)189  12re16 ( o2 mlkgkm)188  11re18 ( o2 mlkgkm)187  11vo214 ( mlkgmin)44.2  2.8vo216 ( mlkgmin)50.2  3.0vo218 ( mlkgmin)56.0  3.7tmax - maximum time on the treadmill ; vo2max - maximal oxygen uptake ; re14 , re16 and re18 - running economy at the speed of 14 , 16 and 18 kmh ; vo214 , vo216 , vo218 - submaximal oxygen uptake at the speed of 14 , 16 and 18 kmh , respectively . 
  running economy ( re ) at the speed of 14 , 16 and 18 kmh ( black , dark - grey and light - grey bars , respectively ) and maximal oxygen uptake ( vo2max ) of the individual runners ( solid line ) variables of the incremental treadmill test ( mean  sd ) tmax - maximum time on the treadmill ; vo2max - maximal oxygen uptake ; re14 , re16 and re18 - running economy at the speed of 14 , 16 and 18 kmh ; vo214 , vo216 , vo218 - submaximal oxygen uptake at the speed of 14 , 16 and 18 kmh , respectively .
vo2max showed a moderate relationship with re at the speeds of 14 , 16 and 18 kmh ( r = 0.372 , p = 0.030 ; r = 0.350 , p = 0.033 ; r = 0.376 , p = 0.026 , respectively ) ; however , the performance score was not related to re at any of the speeds ( p > 0.05 ) .
partial correlation analysis controlling body mass confirmed positive relationships between submaximal vo2 at the speed of 14 , 16 and 18 kmh and vo2max ( r = 0.426 , p = 0.021 ; r = 0.440 , p = 0.019 ; r = 0.350 , p = 0.042 , respectively ) .
none of the measured and calculated proportions of different body segment masses ( table 4 ) were related to re ( table 5 ) , vo2max or performance ( p > 0.05 ) .
table 4specific leg anthropometric and composition characteristics of the participants ( mean  sd)runners ( n = 13)circumferences ( cm)thigh52.2  1.6mid - thigh49.2  1.6calf36.7  1.3ankle22.1  1.1lengths ( cm)total leg91.3
 4.4upper leg43.5  3.1lower leg47.8  2.8proportions of body lengths ( % ) lower leg to upper leg length110.2
 9.3lower leg to body height26.1  0.9upper leg to body height23.8  1.5total leg to body height49.8  1.3proportions of body masses ( % ) total leg to body mass20.2
 0.3lower leg to upper leg mass41.1  3.0 
 table 5correlation coefficients between running economy ( re ) and specific leg anthropometric and composition characteristics of the participantsre14re16re18(o2 mlkgkm)(o2 mlkgkm)(o2 mlkgkm)circumferences ( cm)thigh0.0040.0040.016mid - thigh0.0040.0440.000calf0.0010.0020.041ankle0.0270.0780.112lengths ( cm)total leg0.0550.1250.151upper leg0.0150.0000.004lower leg0.2650.316 * 0.303proportions of body lengths ( % ) lower leg to upper leg0.1620.118length0.225lower leg to body height0.1270.1290.149upper leg to body height0.1400.0840.055total leg to body height0.1020.0200.023proportions of body masses ( % ) total leg to body mass0.0060.0020.012upper leg to body mass0.0420.0230.056lower leg to body mass0.0380.0810.075lower leg to upper leg0.0270.014mass0.005 * - p < 0.05 
  specific leg anthropometric and composition characteristics of the participants ( mean  sd ) correlation coefficients between running economy ( re ) and specific leg anthropometric and composition characteristics of the participants from anthropometric variables , the bmi was related to re at the speeds of 14 ( r = 0.434 ; p = 0.014 ) , 16 ( r = 0.436 ; p = 0.014 ) and 18 kmh ( r = 0.389 ; p = 0.023 ) . in addition , lower leg length was negatively correlated with re at the speed of 16 kmh and showed a similar tendency at the speeds of 14 and 18 kmh ( figure 2 ) .
figure 2relationship between lower leg length and running economy ( re ) at the speed of 14 ( r = 0.265 ; p = 0.072 ) ; 16 ( r = 0.316 ; p = 0.046 ) and 18 ( r = 0.303 ; p = 0.051 ) kmh ( black , grey and white circles , respectively ) 
  relationship between lower leg length and running economy ( re ) at the speed of 14 ( r = 0.265 ; p = 0.072 ) ; 16 ( r = 0.316 ; p = 0.046 ) and 18 ( r = 0.303 ; p = 0.051 ) kmh ( black , grey and white circles , respectively )
the purpose of this study was to investigate anthropometric and body composition variables in relation with re at different submaximal speeds used in everyday training settings in a homogeneous group of high level european distance runners .
additionally , their performance , with particular emphasis on lower limb anthropometric and composition variables , was investigated .
the important findings of this study were that in the homogeneous group of distance runners longer lower legs were associated with better re at the speed of 16 kmh and a similar trend was observed at the speeds of 14 and 18 kmh . secondly re was related to vo2max at the range of measured speeds ( 14 , 16 and 18 kmh ) and this indicates a complex and multifactorial interaction between re , vo2max and performance . despite a number of studies describing different anthropometric variables of high level distance runners ( fudge et al .
, 2006 ; marino et al . , 2004 ; prommer et al . , 2010 ;
2013 ) there are only few ( lucia et al . , 2008 ; mooses et al
. , 2015a ) that have paid attention to different anthropometric proportions , which in turn might be important characteristics in running performance and re as a smaller amount of body mass in distal parts of extremities , specifically in the legs , would require less work in moving body segments during running ( myers and steudel , 1985 ) . even though it is risky to compare different anthropometric ( vernillo et al . , 2013 ) as well as
body composition variables between the studies due to the variability in technique , equipment , as well as the site location , we found that lower limb circumferences and lengths in the present study were similar to those reported earlier for high level european distance runners ( lucia et al .
, 2006 ; mooses et al . , 2013a , b ) and that circumferences were expectedly higher compared to elite east african runners ( kong and de heer , 2008 ; lucia et al . , 2006 ; mooses et al .
2013 ) . a present finding that longer lower legs and a lower bmi were related to better re at all the measured submaximal speeds ( 14 , 16 and 18 kmh )
are somewhat in line with a previous study with high level east african distance runners , where relatively longer legs were shown to be advantageous for running performance ( mooses et al . , 2015a ) .
previously , it has been indicated that re is influenced by structural and physiological variables which in contrast differ to those related to running performance in high level runners ( mooses et al .
, it may not necessarily explain the high performance level of elite athletes ( mooses et al .
2015 ) . considering the examples of east african runners , despite the potential contribution of several biomechanical factors influencing re
, it has been argued that the superior re is largely attributable to the low bmi and slim limbs with low masses that allow athletes to run with minimal energy used for swinging the limbs ( lucia et al .
it has been also stated that the precise mechanism explaining this relationship is not clear ( lucia et al . , 2006 ) .
oscillating long legs increases the energy cost of running in proportion to the limb mass moment of inertia and reduction in distal limb mass would produce substantial metabolic savings during running ( myers and steudel , 1985 ) .
likewise , shorter ground contact time has been related to better re as there is less time for the braking force to decelerate forward motion of the body ( kong and de heer , 2008 ; mooses et al .
, 2015a ; nummela et al . , 2007 ; saltin et al . , 1995 ;
the present finding with the homogeneous group of distance runners where no relationship between lower leg circumference as well as leg mass ratios and re were found is in line with an earlier study ( lucia et al . , 2006 ) , where a relationship between calf circumference and submaximal vo2 was established when spanish and eritrean athletes were analysed as one group .
however , such a relationship did not exist within the homogeneous group of eritrean runners ( lucia et al . , 2006 ) .
alternatively , increasing stride length is more efficient than increasing frequency by devoting less energy to leg acceleration , longer legs favour longer stride length and therefore , allow better re ( anderson , 1996 ; rahmani et al . , 2004 ; sleivert and rowlands , 1996 ) .
it has to be noted that this explanation is valid up to 90% of individual maximum speed ( nummela et al . , 2007 ) , which was also the case in the present study .
it can be argued that re is influenced by lower limb anthropometric variables , however , equivocal data exist in describing the precise mechanism behind this phenomenon .
it seems that anthropometric and body composition variables are of importance when determining re among athletes with a broad range of the performance level , but not in a homogeneous group of high level athletes .
vo2max values of the participants were similar compared to previous studies with high level european and east african runners ( esteve - lanao et al . , 2007 ; maldonado et al .
, 2000 ) and re was in the same range or better than previously reported in high level distance runners ( billat et al . , 2003 ; lucia et al . , 2006 ; maldonado et al
, 2006 ; tam et al . , 2012 ; weston et al . , 2000 ) .
our current finding that running performance was not related to re is in line with earlier studies of european and east african runners ( foster et al .
, 1977 ; mooses et al . , 2015a ; williams and cavanagh , 1987 ) .
this result confirms that a single variable or a small subset of variables can not explain differences in re , as it is rather influenced by combined effect of many variables ( mooses et al .
more importantly there was an inverse relationship between vo2max and re , indicating that athletes with superior economy had lower vo2max .
it is supported by the literature , where better re has been found to be associated with lower vo2max in a heterogeneous group of recreational male and female runners ( pate et al . ,
1992 ) as well as an elite group of 10 km and marathon runners ( billat et al .
, 2001 ; morgan and daniels , 1994 ) ; this relationship was also confirmed by the recent data from east african ( mooses et al . , 2015a ) and european ( shaw et al . , 2015 ) high level distance runners .
a latter study where a small to moderate relationship was found between re and vo2max , argued that with > 85% of the variance in these variables unexplained by this relationship , it was reaffirmed that re and vo2max were primarily determined independently ( shaw et al . , 2015 ) .
in contrast , it has been discussed that higher vo2max could compensate lower re and indeed cycling efficiency ( lucia et al . , 2002 ; mooses et al .
however , this hypothesis has been questioned as spurious correlation because of small sample sizes as well as the validity of the statistical techniques due to consideration of both variables in relation to body mass ( pate et al .
, 1992 ; shaw et al . , 2015 ) . a recent study ( shaw et al
. , 2015 ) suggested that spurious correlations between re and vo2max could be avoided by removing the influence of body mass on partial correlations , which in turn would enable to examine the true relationship between these variables .
it has to be noted that in the present study removing the influence of body mass strengthened the relationships between re ( o2 mlkgkm ) and relative vo2max as well as absolute submaximal vo2 ( lmin ) and vo2max ( lmin ) at all the measured speeds .
, 2003 ; lucia et al . , 2002 ; mooses et al . , 2016 ;
morgan and pate , 2004 ; santos - concejero and tucker , 2016 ) especially considering that understanding the relationships between re and vo2max is necessary to tailor individualised training plans that lead to maximal performance in distance running .
we had a relatively small sample size and we did not measure the achilles tendon moment arm , that has been given a lot of attention during recent years ( mooses et al .
; sano et al . , 2015 ; scholz et al . , 2008 ) and could contribute to re .
on the other hand , the strengths of this study were using the precise dexa method for body composition analysis and the evaluation of re at three submaximal speeds commonly used in everyday training settings . in conclusion , while lower leg length and the bmi indicated a relationship with re , none of the calculated body composition and anthropometric proportions were related to re or performance in the homogenous group of competitive level european distance runners .
the importance of lower leg length to re will be most likely mediated through a more efficient running stride .
dissociation between re and performance and , in contrast , the association between re and vo2max would suggest that re could be at least partially compensated by vo2max to achieve high performance as proposed earlier ( mooses et al .
the identification of the specific anthropometric variables that could characterize re of distance runners is important and could be used for talent identification and performance prediction .
 abstractthe aim of the present study was to investigate lower limb anthropometric and composition variables related to running economy ( re ) and running performance in a homogeneous group of high level european distance runners . 
 re at the speeds of 14 , 16 and 18 kmh1 ( 189  12 ; 188  11 ; 187  11 o2 mlkg1km1 ) and maximal oxygen uptake ( vo2max ) ( 67.3  2.9 mlkg1min1 ) of 13 high level distance runners were determined on a motorised treadmill . 
 anthropometric variables and body composition were measured . 
 the bmi was related to re at the speed of 14 ( r2 = 0.434 ; p = 0.014 ) , 16 ( r2 = 0.436 ; p = 0.014 ) and 18 kmh1 ( r2 = 0.389 ; p = 0.023 ) . 
 lower leg length was negatively related to re at the speed of 16 and showed such a tendency at the speed of 14 and 18 kmh1 . 
 vo2max indicated a moderate relationship with re at the speeds of 14 , 16 and 18 kmh1 ( r2 = 0.372 , p = 0.030 ; r2 = 0.350 , p = 0.033 ; r2 = 0.376 , p = 0.026 , respectively ) which was confirmed by subsequent partial correlation analysis . 
 while lower leg length and the bmi presented a relationship with re , none of the calculated body composition and anthropometric proportions were related to re or performance . 
 the relationship between re and vo2max would confirm the notion that re could be at least partly compensated by vo2max to achieve high performance results . 
Introduction
Material and Methods
Participants
Procedures
Measures
Statistical Analysis
Results
Discussion