the online version of this article ( doi:10.1007/s00125 - 010 - 1741 - 9 ) contains a list of members of adag study group , which is available to authorised users .
current understanding of normoglycaemia is largely based on studies of populations without diabetes , often with a small number of glucose measurements per individual .
this results in limited insight into patterns of real - life glycaemia as experienced by healthy individuals . as new options in diabetes treatment increasingly focus on specific glucose profiles such as postprandial glycaemia , it is important to have a clearer understanding of what constitutes a normal glucose profile .
knowledge of how much time normoglycaemic individuals spend at different levels of glycaemia under real - life conditions is needed to serve as a benchmark for the more detailed study of impaired glycaemic states and the ability of novel treatments to normalise glucose profiles .
we therefore studied the glucose profiles of non - diabetic individuals who participated in the a1c - derived average glucose ( adag ) study .
this observational study included continuous interstitial glucose monitoring ( cgm ) under real - life conditions .
our aim was to analyse to what extent individuals without diabetes exceed ogtt thresholds for impaired glucose tolerance ( igt ) and diabetes .
study participants the adag study was conducted at ten centres in the usa , europe and africa from 2006 to 2008 .
the population for the present analysis consisted of the 80 non - diabetic control participants who completed the intensive glucose monitoring period of 12  weeks .
the non - diabetic participants were selected on the basis of having no history of diabetes , a plasma glucose level 5.4  mmol / l ( 97  mg / dl ) after an overnight fast and hba1c < 6.5% .
the plasma glucose cut - off was chosen due to its high specificity for excluding diabetes without performing an ogtt .the study was approved by the human studies committees at the participating institutions , and informed consent was obtained from all participants .
cgm ( medtronic minimed , northridge , ca , usa ) was performed for at least 48  h at baseline and three times at 4  week intervals during the 12  week study period .
participants also measured an eight - point self - monitored blood glucose profile ( preprandial , 90  min postprandial , pre - bedtime and 03:00 hours ) using a handheld glucose meter ( glucose 201 plus ; hemocue , ngelholm , sweden ) during the days of cgm .
all glucose concentrations presented are plasma glucose equivalents.as an indicator of overall hyperglycaemia , the time spent above selected glucose thresholds was calculated for the first 24  h of each cgm monitoring period after the initial 2  h calibration period .
this was done for glucose concentrations corresponding to the different cut - off points in the diagnostic criteria , i.e. 6.1 , 7.0 , 7.8 , 11.1 and 16.7  mmol / l ( 110 , 126 , 140 , 200 and 300  mg / dl , respectively).pre- and postprandial measurements for self - monitored blood glucose ( hemocue ) were used to calculate mean pre- and postprandial plasma glucose .
hba1c samples were analysed with four highly intercorrelated , dcct - aligned assays , all of which have been approved by the national glycohemoglobin standardization program ( www.ngsp.org/ , accessed 1 february 2010 ) . the mean value at the end of the 12  week study period was used .
the study population had a mean age of 41  years ( sd 13.8 ) ; 69% were women and 68% white , with mean hba1c of 5.2% ( sd 0.3 ) , and mean bmi of 25.9  kg / m ( 5.5 ) for men and 25.0  kg / m ( 3.3 ) for women . during the monitoring period ,
median preprandial plasma glucose was 5.3  mmol / l ( iqr 5.15.6  mmol / l ) and median postprandial plasma glucose was 6.0  mmol /
glucose variability during cgm , measured as mean ( sd ) , was 0.8  mmol / l ( 0.2 ) .
table  1 shows the proportion of participants who reached selected glucose thresholds at any time during cgm measurement and the time these participants spent above each threshold .
figure  1 shows distribution of the time spent by individuals above selected glucose concentrations .
participants reaching at least 7.8  mmol / l spent a median of 31  min / day ( range 0412  min ) above this igt level .
a quarter of the total cohort experienced glucose levels above this threshold for at least 75 min / day , and three individuals ( 3.8% ) remained in this range for 5  h or more per day .
these three individuals had hba1c levels in the normal range ( 5.45.7% ) and mean fpg between 4.9 and 6.5  mmol / l .
the eight individuals who spent more than 2  h above the igt cut - off had higher mean hba1c ( 5.7% ) , fpg ( 6.1  mmol / l ) , age ( 55  years ) and bmi ( women 29  kg / m , men 30  kg / m ) than those who did not .
the proportion of non - white participants and women ( six of eight for both ) was higher than in the whole study population .
seven persons ( 9% ) reached 11.1  mmol / l , with two individuals spending more than 1 h/24  h above this diabetic level . 

table  1time ( per 24  h cgm period ) spent above selected plasma glucose concentrationspg , mmol / l ( mg / dl)participants reaching pg level , % ( n)median time above pg level ( min)iqr ( min)>6.1 ( 110)100 ( 80)395273688>7.0 ( 126)99 ( 79)10945200>7.8 ( 140)93 ( 74)311181>11.1 ( 200)9 ( 7)8362>16.7 ( 300)1 ( 1)32pg level specified in column 1for participants reaching specific pg leveliqr , interquartile range ; pg , plasma glucosefig
.  1proportion of individuals spending time with plasma glucose concentrations above selected glucose thresholds ( per 24 h monitoring period ) of a 7.8  mmol / l , b 11.1  mmol / l and c 16.7  mmol / l time ( per 24  h cgm period ) spent above selected plasma glucose concentrations pg level specified in column 1 for participants reaching specific pg level iqr , interquartile range ; pg , plasma glucose proportion of individuals spending time with plasma glucose concentrations above selected glucose thresholds ( per 24 h monitoring period ) of a 7.8  mmol / l , b 11.1  mmol / l and c 16.7  mmol / l
we found that nearly all individuals without diabetes exceeded the igt threshold of 7.8  mmol / l ( 140  mg / dl ) at some point during the day and spent a median of 26  min ( range 0  min to 6  h 52  min ) per day above this level .
we also found that one in ten individuals reached diabetic levels ( 11.1  mmol / l , 200  mg / dl ) .
these findings suggest that glucose levels in persons without diabetes frequently reach igt range concentrations and that a considerable proportion reach diabetic levels .
a study in 32 individuals with confirmed normal glucose tolerance found that seven participants ( 22% ) reached glucose concentrations above 11.1  mmol / l ( 200  mg / dl ) during an average of 28  days of cgm and that participants spent on average 42  min / day at glucose concentrations above 7.8  mmol / l ( 140  mg / dl ) . in a smaller study , 15 hospital staff without known diabetes and monitored by cgm for 24  h were found to spend an average of 72  min / day with glucose levels higher than 7.0  mmol / l ( 126  mg / dl ) . during a standardised ogtt
mmol / l in individuals with normal glucose tolerance in the time preceding the 2  h value .
however , since the 75  g ogtt is an extreme glucose load compared with an average mixed meal with regard to glucose concentration and the simple carbohydrate content ( fast uptake ) , our results , which were based on real - life monitoring over a prolonged period , add an important dimension
. the limitations of the current study include the absence of ogtts to rule out diabetes with certainty or to classify participants as having igt .
our fasting plasma glucose exclusion criterion has been shown to be highly specific for ruling out diabetes , but does not rule out the possibility that some of the participants could have had igt .
in addition , our hba1c exclusion criterion of 6.5% has recently been proposed as the new diagnostic level for diabetes . at 5.2% ( sd 0.3 )
factors that cause glucose fluctuations , such as food intake , exercise , stress , or beta cell function and insulin sensitivity , were not examined in this study under free - living conditions . however , the present observations are relevant in public health terms , and to clinicians dealing with individuals with a wide , often unknown array of dietary and physical activity patterns .
our results confirm that considerable variability of glucose levels exists even among individuals classified as not having diabetes .
these findings may lead to speculation on the adequacy of current diagnostic practice and whether the use of multiple glucose measurements at different time points of the day or assessment of hba1c would identify hyperglycaemic individuals more accurately .
however , in the absence of data assessing the impact of these glucose profiles on clinical endpoints , the current study can not establish whether periods of transient hyperglycaemia are part of normal variability or whether such periods affect the risk of progression to diabetes and development of diabetic complications .
when glucose levels are measured under real - life conditions in non - diabetic individuals , as defined by a very low level of fpg and hba1c levels below 6.5% , these individuals are seen to spend a considerable amount of time with glucose levels classified as  dysglycaemic or even diabetic . since
chronic glucose exposure is considered to be one of the main mediators of long - term outcomes , including microvascular and cardiovascular disease , our findings demonstrate that exposure to moderately elevated glucose levels remains under - appreciated when individuals are classified on the basis of isolated glucose measurements . if no adverse outcomes attend these periods of hyperglycaemia , our findings suggest that it is common for persons who are regarded as
 aims / hypothesisreal - life glycaemic profiles of healthy individuals are poorly studied . 
 our aim was to analyse to what extent individuals without diabetes exceed ogtt thresholds for impaired glucose tolerance ( igt ) and diabetes.methodsin the a1c - derived average glucose ( adag ) study , 80 participants without diabetes completed an intensive glucose monitoring period of 12  weeks . from these data , we calculated the average 24  h glucose exposure as time spent above different plasma glucose thresholds . 
 we also derived indices of postprandial glucose levels , glucose variability and hba1c.resultswe found that 93% of participants reached glucose concentrations above the igt threshold of 7.8  mmol / l and spent a median of 26  min / day above this level during continuous glucose monitoring . 
 eight individuals ( 10% ) spent more than 2  h in the igt range . 
 they had higher hba1c , fasting plasma glucose ( fpg ) , age and bmi than those who did not . 
 seven participants ( 9% ) reached glucose concentrations above 11.1  
 mmol / l during monitoring.conclusions/interpretationeven though the non - diabetic individuals monitored in the adag study were selected on the basis of a very low level of baseline fpg , 10% of these spent a considerable amount of time at glucose levels considered to be  prediabetic or indicating igt . 
 this highlights the fact that exposure to moderately elevated glucose levels remains under - appreciated when individuals are classified on the basis of isolated glucose measurements.electronic supplementary materialthe online version of this article ( doi:10.1007/s00125 - 010 - 1741 - 9 ) contains a list of members of adag study group , which is available to authorised users . 
Electronic supplementary material
Introduction
Methods
Results
Discussion
Conclusion
Electronic supplementary material