Journal of Anesthesia and Surgery | Volume 5 | Issue 1 | 2018-02-22
Retrospective Evaluation of the Accuracy of Point of Care versus Central Laboratory Sodium Measurements at a Supra Maximal Care Hospital
Ramona Dolscheid-Pommerich
Abstract
Background: Sodium is most frequently requested by the emergency department (ED). It can be measured by direct or indirect ion-selective electrodes (ISE). Aim: Comparison of sodium values obtained from POCT under proven concept conditions and Central Laboratory (CL) analyzers in an accredited laboratory in a large collective of patients. Do significant differences exist in sodium values obtained by direct/indirect ISE? Methods: In 1941 patients, sodium values were established with POCT-blood gas analyzers in parallel with CL-analyzers. Differences between values were calculated. Clinical relevant outliers were evaluated according to reference and alarm ranges. Data were analyzed with correlation analysis, Bland-Altman plot and outlier evaluation. Results: Average age was 55.7 years. Male-to-female ratio was 1149:792. Mean value of the absolute difference between POCT and CL sodium was 0.9 mmol/l. POCT sodium mean value was 137.9 mmol/l (SD 4.7) and CL sodium mean value was 139.6 mmol/l (SD 4.2). POCT sodium and CL sodium correlated significantly (r = 0.81, p < 0.0001). Bland-Altman s mean difference of the measurement values was 1.6 (limits of agreement -3.8 to +7.1). 433 patients had sodium values outside of reference ranges. In 197, both values resulted in the same diagnosis. McNemar s test revealed significant differences ( p < 0.0001). 9 patients had values outside alarm ranges, in five of these cases, both values resulted in the same diagnosis. Conclusion: We showed that in a large ED-collective of a supra maximal care hospital more than 85% of the patients had no clinically relevant discrepancies regarding their sodium values obtained with direct or indirect ISE.
Keywords: Point-of Care Testing, Sodium, Ion-selective electrodes, Hypernatremia, Hyponatremia
Full text
Point of Care testing (POCT) has become increasingly important in recent years. In contrast to measurements performed in central laboratories, POCT requires lower sample volumes, less sample preparation procedures and no transport is necessary to obtain pre-analytics. In the hospital setting, POCT offers laboratory values right at the patient s bedside, enabling immediate diagnostic and/or therapeutic action. A major issue for debate is whether POCT should be performed by non-laboratory staff. Therefore, implementation of a statutory and successfully functioning POCT concept is mandatory in order to obtain reliable POCT results [1] . At the University Hospital Bonn, we have recently implemented and proven our POCT concept [1] . Sodium is one of the parameters most frequently requested at the ED and it can be established with direct or indirect ion-selective electrodes or via flame photometry. While Point of Care (POCT) analyzers work with direct ion-selective electrodes, most of the laboratory analyzers in routine diagnostic work with indirect ion-selective electrodes. However, indirect ion-selective electrodes (ISE) are biased when there is a disproportion in the physiological protein/water ratio. This phenomenon is due to the ion exclusion effect, which has been known for a long time [2] . When using indirect ion-selective electrodes, a dilution of the sample is necessary and a fixed plasma water concentration of 93% is required. Therefore, hyper- or hypoproteinamia may lead to pseudohypo- or hypernatremia [3] . This potential bias is a problem not only in adult patients, but also in children and neonates [3,4] . Previous studies have revealed considerable differences in sodium values when comparing central laboratory sodium values with parallel-obtained POCT values [5,6] . Therefore, the IFCC (International Federation of Clinical Chemistry and Laboratory Medicine) recommends direct ion-selective electrodes for sodium measurements in cases where plasma volumes are altered [7] . Thus, much effort has been spent to develop and improve laboratory methods in recent years and the statutory requirements have been continuously revised (guideline of the German Medical Association RiliBAEK) [8] . Importance of the study Laboratory methods are continuously improved and in recent years, legal requirements especially for POCT have been reinforced. Only a small number of studies are available dealing with the topic of potentially biased sodium values in daily routine diagnostics, often without providing a reliable transferability to a maximum care hospital [9] . The IFCC recommends direct ion-selective electrodes for sodium measurements in cases where plasma volumes are altered [7] . This presumes that a statutory and reliable POCT concept is provided for sodium measurements. While the IFCC strongly recommends direct ion-selective electrodes when plasma protein levels are altered we are confronted with the additional problem that very few total protein or albumin measurements are performed in blood values obtained at our emergency department. Aim of the study Aim of the present study was to assess the differences between sodium measurements obtained with POCT blood gas analyzers (Rapidlab 1265 , Siemens Healthineers, Eschborn, Germany) and central laboratory measurements by Dimension VISTA1500 (Siemens Healthineers, Eschborn, Germany) in a large collective of patients presented at our emergency department. It was our intention to establish whether significant differences exist in sodium values obtained by direct or indirect ISE and if so, whether this influences the clinicians decisions regarding diagnosis and therapies at the ED. For this purpose, we investigated how many clinically relevant discrepancies between sodium values actually occur. Materials and Methods Setting The study was performed as a single-center retrospective observational study at the emergency department (ED) in collaboration with the central laboratory of the University Hospital Bonn (UKB), Germany. UKB is certified according to DIN EN ISO 9001:2008, while ED is certified as a level-1 trauma center. The central laboratory is accredited according to DIN EN ISO 15189:2014. Currently, there are approximately 2600 trained POCT users at UKB where all disciplines are represented with 1250 beds in total. Blood sampling for the central laboratory and for POCT measurement were performed simultaneously. Samples for the central laboratory were transferred immediately via a rapid pneumatic transport system. Details on our POCT concept have been published previously and during the whole evaluation period, the entire setting, including workflow, number of staff, POCT training etc. both at ED and the central laboratory remained unchanged [1] . The external and internal quality control requirements for POCT as well as central laboratory measurements conform strictly to legal requirements. Central laboratory measurements Sodium values at the central laboratory were obtained with the analyzer Dimension VISTA1500 (Siemens Healthineers, Eschborn, Germany) via indirect ISE. Examination material consisted of venous serum. In all samples, analysis was performed immediately after arrival at the central laboratory and centrifugation for ten minutes. POCT measurements At ED, sodium values were obtained with Rapidlap 1265 (Siemens Healthineers, Eschborn, Germany) analyzer via direct ISE. Examination material for blood gas analysis was heparinized venous whole blood. Analysis was performed immediately and the blood samples for POCT and the blood samples for central laboratory analysis were obtained simultaneously. Collective We analyzed data on POCT sodium measurements and CL sodium measurements from 1941 patients who attended our emergency department during a period of one year (January 2016 to December 2016, Raw Data see S1.). Next, we analyzed/calculated the following values: 1. Absolute values of sodium were collated with the differences between POCT sodium and CL sodium measurements. 2. Outlier evaluation regarding reference ranges for sodium; reference ranges 135 - 145 mmol/l 3. Outlier evaluation regarding alarm ranges for sodium; alarm ranges: < 120 mmol/l and >160 mmol/l Statistics Data were statistically analyzed using Microsoft Excel, version 2007 and MedCalc , version 11.0.0.0. We considered p < 0.05 as statistically significant. Descriptive parameters (age and absolute difference of sodium) are reported with mean value SD, minimum and maximum and male-to-female ratio was described. Next, sodium values obtained with POCT devices and with central laboratory devices were described with mean value SD (standard deviation). Correlation analyses and t-tests to compare the sodium measurement results were performed. We calculated the difference between POCT sodium and CL sodium (CL sodium - POCT sodium) for each patient and plotted it against their mean value ((CL sodium + POCT sodium)/2) to summarize data in a Bland-Altman plot. We described the limits of agreement of the Bland-Altman plot (i.e. the interval within which 95% of differences between measurements by the two methods are expected to lie). Finally, we analyzed outliers regarding the reference ranges for sodium (135 - 145 mmol/l) and alarm ranges (<120; >160 mmol/l). Ethics This was a single-center retrospective observational study. Therefore, according to paragraph 6 of the German Data Protection Act, the physician may use existing patient data for retrospective analyses without explicitly asking for the consent of patients. Furthermore, all collected data were fully anonymized before analysis. The local ethics commission (directorship Prof. Rack ) states that a retrospective analysis of data obtained during routine treatment and diagnosis does not require consultation by the ethics commission pursuant to paragraph 15 of the medical professional code. Results We analyzed data from 1941 patients with an average age of 55.7 years (range 5 102 years). Male-to-female ratio was 1149 to 792 (59.2% - 40.8% male- female patients). Mean value of the absolute difference between POCT sodium and CL sodium was 0.9 mmol/l with a range from 0 to 21. Table 1 shows absolute differences for the obtained sodium values. For POCT sodium, the mean value was 137.9 mmol/l (SD 4.7) and for CL sodium, the mean value was 139.6 mmol/l (SD 4.2 mmol/l). Analysis of the correlation between POCT sodium and CL sodium revealed a significant correlation with r = 0.81, p < 0.0001. On average, CL sodium values tended to be higher than POCT sodium values ( t (1941) p < 0.0001). Scatter diagram with regression line is shown in Figure 1. Investigation of the mean difference between measurement values using Bland-Altman plot revealed a value of 1.6 mmol/l. Bland-Altman plot is shown in Figure 2 with limits of agreement ranging from -3.8 to + 7.1 mmol/l. Outlier evaluation regarding reference ranges for sodium revealed n = 433, while n = 9 where outliers regarding alarm ranges for sodium. All outliers were systematically analyzed (see below) with cross-tables, sensitivity, specificity and McNemar tests. Table 1: Absolute difference between POCT sodium and central laboratory sodium measurements. Absolute difference (mmol/l) Samples (%) < 4 1683 (86.7) 5 126 (6.5) 6 45 (2.3) 7 34 (1.8) 8 16 (0.8) 9 13 (0.7) 10 4 (0.2) 11 7 (0.4) 12 2 (0.1) 13 5 (0.3) 15 1 (0.1) 16 2 (0.1) 17 2 (0.1) 21 1 (0.1) Table 1 shows the absolute differences in mmol/l between POCT sodium and central laboratory sodium measurements (deviations in percentage distribution are due to rounding). Figure 1: Correlation between sodium values (POCT vs. central laboratory). Figure 1 shows the correlation between sodium parameters obtained with POCT (POCT_Na) and a central laboratory analyzer in mmol/l (CL_Na). Figure 2: Bland-Altman plot for the difference of sodium measurements. Figure 2 shows the difference between POCT sodium (POCT_Na) and sodium measured with central laboratory analyzers (CL_Na) calculated for each patient and plotted against the mean value of both measurements ((CL_Na + POCT_Na)/2). Bold line shows the mean difference of the measurement values (1.6). The interrupted outer lines represent the limits of agreement within which 95% of differences between measurements by the two methods are expected to lie (-3.8 and 7.1). Outlier evaluation regarding sodium reference ranges We evaluated the differences between both measurement methods regarding the sodium reference ranges (reference range for sodium (135-145 mmol/l). In n = 433 patients (22.3%), values outside the reference ranges for sodium were found. In 197 of these patients, both values (POCT and CL) resulted in the same diagnosis (hyper-or hyponatremia). Male to female ratio was 253 to 180 (58.4% - 41.6% male - female patients) and average age was 62.8 years (range 17 101 years). Mean sodium values were 133.5 mmol/l (SD 6.6 mmol/l, min 120 mmol/l, max. 159 mmol/l) for POCT sodium and 136.5 mmol/l (SD 6.3 mmol/l, min 121 mmol/l, max. 160 mmol/l) for CL sodium. Table 2 shows the cross-table in this outlier collective regarding sodium reference ranges. The McNemar test revealed significant differences ( p < 0.0001) when comparing both values (POCT sodium vs. CL sodium) and CL sodium resulted significantly more often in a diagnosis of hyper-or hyponatremia. Table 2: Cross-tables outlier sodium reference ranges Outlier sodium reference ranges CL-Na CL-Na sens. 52.4 % in (%) out (%) spec. 96.4 % POCT-Na in (%) 197 (62.5) 57 (0.05) 254 POCT-Na out (%) 179 (37.5) 1508 (99.95) 1687 376 (100) 1565 (100) 1941 Table 2 shows the cross-table with sensitivity (sens.) and specificity (spec.) for POCT measurement in patients with sodium levels outside reference ranges. In indicates that patients are classified as outside of reference ranges by the respective method (POCT, CL), whereas out indicates that patients have sodium values within the reference ranges according to the respective method. Outlier evaluation regarding sodium alarm ranges In n = 9 patients (0.5%), values outside the clinically important cut-off alarm ranges for sodium occurred (alarm ranges for sodium: (< 120; >160 mmol/l) [10] ). In five of these cases, both values resulted in the same diagnosis (hyponatremia). Male to female ratio was six to three (66.7% - 33.3% male - female patients) and average age was 59.7 (range 43 81 years), while mean sodium values were 117.2 mmol/l (SD 8.3 mmol/l, min 111 mmol/l, max. 138 mmol/l) for POCT sodium and 119.7 mmol/l (SD 5.0 mmol/l, min 115 mmol/l, max. 130 mmol/l) for CL sodium. Table 3 shows the cross-table in this outlier collective regarding sodium alarm ranges. McNemar test revealed no significant differences when comparing both measurement methods regarding the critically alarm ranges ( p = 0.625). Table 3: Cross-tables outlier sodium alarm ranges Outlier alarm ranges CL-Na CL-Na sens. 62.5 % in (%) out (%) spec. 99.6 % POCT-Na in (%) 5 (62.5) 1 (0.05) 6 POCT-Na out (%) 3 (37.5) 1932 (99.95) 1936 8 (100) 1933 (100) 1941 Table 3 shows the cross-table with sensitivity (sens.) and specificity (spec.) for POCT measurement in patients with sodium outside alarm ranges. In indicates that patients are classified as within the alarm range by the respective method (POCT, CL), whereas out indicates that patients have sodium values within the reference ranges according to the respective method. Discussion In our collective, > 85% of the patients had no clinically relevant discrepancies regarding their sodium values when comparing POCT blood gas analysis with results obtained from the central laboratory analyzer. In our large collective, we analyzed important clinical subgroups according to the reference ranges and alarm ranges for sodium. As samples for POCT as well as central laboratory analysis were obtained simultaneously and since both examination materials consisted of venous blood, excellent comparability was achieved. Previous studies revealed significant biases when comparing venous plasma analyzed by indirect ISE with capillary blood analyzed by direct ISE [11] . We recommend a two-step procedure: First, a highly recommended validation of the present POCT concept followed by an evaluation of sodium levels in individual settings to allow for assay specificities and individual patient collectives. Our analysis was performed in the setting of an accredited central laboratory, an accredited ED and a POCT concept in line with statutory requirements [1] . A high number of patients enabled analysis of wide ranges of sodium values including hypo-or hypernatremia. Studies have shown that even when the same POCT analyzer is used, different values may be obtained if there was no instruction in pre-analytic handling, which constitutes a major part of the POCT user training [12] . Although we showed that > 85% of the patients had no clinically relevant discrepancies regarding sodium values, outlier evaluation regarding important clinical cut-offs is mandatory. Several previous studies have reported discrepancies, but failed to evaluate whether these were clinically important [13] . Clinically important are any discrepancies regarding the diagnosis of hyper-or hyponatremia (including alarm value). However, previous studies with older analyzers are not transferrable to actual conditions [14] . Recently, Gavala et al. reported that a POCT analyzer significantly underestimates, inter alia, sodium when comparing results with central laboratory levels [9] . This study shows that - although IFCC recommends indirect ISE sodium measurements the difficulties lie within a reliably working and statutory POCT concept, which is essential to obtain reliable POCT results. Therefore, in cases where clinically important discrepancies occur, we recommend to contact the laboratory to evaluate whether the pre-analytical conditions in POCT might have been biased or whether the patient s protein-water ratio has been affected, which can bias indirect ISE measurement. For pre-analytical problems in POCT sodium measurement, a specific troubleshooting procedure, e.g. under the supervision of the POCT coordination, is recommended. To assess whether the protein-water ratio is affected, albumin or total protein should be measured and if affected, POCT values should be preferred. In four patients, differences regarding the important cut-off for alarm ranges for sodium occurred. These four patients suffered from diseases accompanied by dehydration. Despite the fact that our POCT concept had been recently verified and laboratory techniques are steadily improving, we detected cases with major discrepancies. Therefore, we propose that clinicians are made aware of potential biases in sodium measurements and if these occur, that contact is made with the central laboratory to decide on the preferable measurement method. As POCT measurement techniques as well as those provided by central laboratory analyzers are continuously improved, future studies are needed to evaluate analyzers and methods. Limitations of the study We are confronted with the phenomenon that albumin or protein values are not requested upon first blood sampling at the ED. We evaluated sodium values from our ED because sodium for POCT as well as CL analysis is measured in venous blood samples. For CL analysis, serum is used, whereas for POCT, heparinized samples are employed. We referred to clinically important cut-offs and did not focus on laboratory errors of measurements. In our study, we performed a comparison between currently used CL analyzers and POCT analyzer. Conclusion Overall, several of the patients in our study collective had no clinically relevant discrepancies regarding their sodium values. Nevertheless, outlier evaluation under a working POCT concept is mandatory in individual clinical settings to improve the quality of diagnosing and treating hypo-or hypernatremia as in individual cases, significant differences in sodium values obtained with direct and indirect ISE may remain. This can have an important impact on the clinician s choice of diagnosis and therapy. Therefore, training of clinicians remains important and we recommend detailed information exchange between laboratory physicians and clinicians in cases where significant discrepancies occur. Acknowledgement: None Supporting Information: S1 file. Raw data. 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PubMed || Crossref ||Others Supporting information: POCT sodium values Central laboratory sodium values Absolute difference sodium Sex Age 114 115 1 F 46 111 116 5 F 81 112 116 4 M 43 113 117 4 M 62 138 117 21 M 71 112 119 7 M 59 123 121 2 M 65 121 122 1 M 58 119 123 5 M 59 122 123 1 M 57 118 124 6 M 67 120 124 4 M 67 121 124 3 F 51 124 124 0 M 69 125 124 1 M 49 126 124 2 F 62 133 124 9 M 20 120 125 5 F 72 120 125 5 M 78 122 125 3 M 61 125 125 1 M 73 121 126 5 M 81 122 126 4 F 74 123 126 3 F 62 126 126 0 M 54 122 127 5 M 57 124 127 3 F 48 124 127 3 M 22 127 127 0 F 42 128 127 1 F 63 120 128 9 M 83 123 128 5 M 83 125 128 3 F 85 125 128 3 M 68 126 128 2 M 58 126 128 2 F 65 127 128 1 M 61 124 129 5 M 61 124 129 5 M 75 125 129 4 F 34 126 129 3 F 71 126 129 3 M 64 126 129 3 M 77 127 129 2 F 77 129 129 0 F 63 129 129 0 F 56 131 129 2 M 69 133 129 4 M 75 139 129 10 M 49 118 130 12 F 52 125 130 5 M 76 125 130 5 F 87 126 130 5 F 81 126 130 4 F 29 127 130 3 M 61 128 130 3 M 67 128 130 2 M 78 128 130 2 F 92 128 130 2 M 85 129 130 2 F 92 129 130 1 F 87 129 130 1 M 64 129 130 1 M 59 130 130 0 M 75 131 130 1 M 79 131 130 1 F 82 132 130 2 M 58 133 130 3 M 52 124 131 8 M 61 124 131 7 M 54 127 131 4 F 82 127 131 4 M 70 127 131 4 M 88 128 131 4 M 76 128 131 3 M 75 129 131 2 F 78 130 131 1 M 70 130 131 1 M 57 130 131 1 F 76 131 131 0 F 92 131 131 0 M 60 131 131 0 F 46 132 131 1 M 69 133 131 2 M 92 133 131 2 M 64 133 131 2 M 57 124 132 8 M 59 125 132 7 F 72 126 132 6 M 61 127 132 5 F 77 127 132 5 M 73 127 132 5 F 76 128 132 5 M 54 128 132 4 F 68 128 132 4 M 82 128 132 4 F 70 128 132 4 F 46 128 132 4 F 64 129 132 3 F 92 129 132 3 F 77 129 132 3 M 72 129 132 3 F 63 129 132 3 F 93 129 132 3 F 70 129 132 3 M 64 129 132 3 M 80 130 132 3 M 45 130 132 2 M 61 130 132 2 F 87 130 132 2 M 78 130 132 2 M 73 131 132 2 M 75 131 132 1 F 86 132 132 0 M 32 132 132 0 M 43 132 132 0 F 70 133 132 1 F 84 133 132 1 M 71 134 132 2 F 26 134 132 2 F 54 135 132 3 M 79 127 133 6 F 72 128 133 5 F 60 129 133 4 M 72 129 133 4 F 84 129 133 4 M 62 130 133 3 F 87 130 133 3 M 76 131 133 3 F 29 131 133 2 F 69 131 133 2 F 68 131 133 2 M 61 131 133 2 M 50 132 133 2 F 83 132 133 2 M 43 132 133 1 F 23 132 133 1 M 71 132 133 1 F 66 132 133 1 M 51 132 133 1 M 67 133 133 0 F 78 134 133 1 F 86 134 133 1 M 52 135 133 2 M 77 136 133 3 M 48 139 133 6 M 32 126 134 8 M 87 127 134 7 F 62 129 134 5 M 70 129 134 5 M 66 129 134 5 F 85 129 134 5 M 66 129 134 5 M 79 130 134 4 M 80 130 134 4 M 85 130 134 4 F 53 130 134 4 F 70 130 134 4 M 69 130 134 4 M 23 131 134 3 F 80 131 134 3 F 26 131 134 3 F 71 131 134 3 M 74 131 134 3 M 73 131 134 3 M 70 131 134 3 M 64 132 134 3 F 62 132 134 2 F 42 132 134 2 F 94 132 134 2 F 68 132 134 2 F 22 132 134 2 M 88 132 134 2 M 30 132 134 2 M 66 133 134 2 F 59 133 134 1 M 66 133 134 1 M 59 133 134 1 M 59 133 134 1 M 62 133 134 1 F 82 133 134 1 M 81 133 134 1 M 48 133 134 1 F 44 134 134 0 F 96 134 134 0 F 78 134 134 0 F 91 134 134 0 M 69 134 134 0 M 91 135 134 1 M 49 135 134 1 F 89 135 134 1 M 74 135 134 1 F 79 136 134 2 F 54 136 134 2 F 71 137 134 3 M 46 138 134 4 F 90 125 135 10 M 52 128 135 8 F 29 129 135 6 M 79 130 135 5 F 78 130 135 5 F 62 130 135 5 M 80 130 135 5 F 59 131 135 4 M 42 131 135 4 M 92 131 135 4 M 89 131 135 4 F 78 131 135 4 F 55 132 135 4 M 71 132 135 4 F 71 132 135 3 F 55 132 135 3 M 17 132 135 3 M 76 132 135 3 M 51 132 135 3 F 69 133 135 3 M 71 133 135 3 M 23 133 135 2 F 81 133 135 2 F 73 133 135 2 M 43 133 135 2 M 66 133 135 2 F 76 134 135 1 F 87 134 135 1 F 68 134 135 1 M 70 134 135 1 F 69 134 135 1 M 87 134 135 1 M 73 135 135 0 F 71 135 135 0 M 59 135 135 0 F 66 135 135 0 F 82 135 135 0 M 58 135 135 0 M 49 135 135 0 M 68 135 135 0 M 78 136 135 1 M 50 136 135 1 F 59 136 135 1 M 55 136 135 1 F 96 136 135 1 M 56 136 135 1 F 33 136 135 1 M 70 137 135 2 M 77 139 135 4 M 45 140 135 5 M 48 140 135 5 M 31 123 136 13 F 80 131 136 5 F 85 131 136 5 M 82 131 136 5 M 74 131 136 5 M 67 132 136 4 F 57 132 136 4 M 45 132 136 4 F 73 132 136 4 F 49 132 136 4 M 76 132 136 4 M 68 132 136 4 F 73 132 136 4 M 65 132 136 4 M 58 132 136 4 M 34 133 136 3 F 39 133 136 3 F 40 133 136 3 M 72 133 136 3 F 26 133 136 3 F 72 133 136 3 F 50 133 136 3 F 71 133 136 3 M 58 133 136 3 F 92 133 136 3 F 84 133 136 3 F 58 134 136 3 M 76 134 136 2 M 79 134 136 2 M 82 134 136 2 F 53 134 136 2 F 78 134 136 2 M 39 134 136 2 F 86 134 136 2 M 63 134 136 2 F 61 134 136 2 F 41 134 136 2 F 30 134 136 2 M 61 134 136 2 M 53 134 136 2 F 82 134 136 2 M 73 134 136 2 F 85 134 136 2 M 85 134 136 2 M 67 134 136 2 M 66 134 136 2 F 63 135 136 2 F 69 135 136 2 M 56 135 136 1 M 82 135 136 1 M 76 135 136 1 M 53 135 136 1 M 80 135 136 1 M 51 135 136 1 M 59 135 136 1 M 65 135 136 1 M 81 135 136 1 M 76 135 136 1 F 61 135 136 1 M 54 136 136 1 M 65 136 136 0 M 52 136 136 0 F 91 136 136 0 M 88 136 136 0 M 84 136 136 0 F 46 136 136 0 F 51 137 136 1 M 64 137 136 1 M 56 137 136 1 M 41 137 136 1 F 85 137 136 1 M 28 137 136 1 M 63 138 136 2 M 41 138 136 2 F 42 138 136 2 M 25 138 136 2 M 50 139 136 3 F 68 139 136 3 M 62 141 136 5 M 32 143 136 7 M 43 147 136 11 M 85 130 137 7 F 39 131 137 6 M 77 132 137 5 M 92 132 137 5 M 61 132 137 5 M 57 132 137 5 M 47 132 137 5 M 69 132 137 5 M 75 132 137 5 M 61 132 137 5 M 57 132 137 5 M 77 132 137 5 M 66 132 137 5 F 75 132 137 5 F 73 133 137 5 M 75 133 137 4 M 56 133 137 4 M 45 133 137 4 F 32 133 137 4 F 69 133 137 4 M 65 133 137 4 M 52 134 137 4 F 82 134 137 3 M 80 134 137 3 M 73 134 137 3 M 82 134 137 3 M 74 134 137 3 F 87 134 137 3 M 62 134 137 3 F 52 135 137 2 M 63 135 137 2 M 52 135 137 2 F 29 135 137 2 M 56 135 137 2 M 85 135 137 2 M 70 135 137 2 M 65 135 137 2 F 96 135 137 2 F 88 135 137 2 M 77 135 137 2 M 70 135 137 2 M 23 136 137 2 M 75 136 137 2 M 61 136 137 2 M 58 136 137 1 F 42 136 137 1 M 60 136 137 1 F 41 136 137 1 F 26 136 137 1 M 20 136 137 1 F 79 136 137 1 M 78 136 137 1 M 68 136 137 1 M 92 136 137 1 F 37 136 137 1 F 67 136 137 1 M 26 136 137 1 F 88 136 137 1 M 58 136 137 1 F 20 136 137 1 M 64 136 137 1 F 46 137 137 0 F 69 137 137 0 M 62 137 137 0 M 54 137 137 0 M 52 137 137 0 M 51 137 137 0 F 53 137 137 0 M 25 137 137 0 F 24 137 137 0 F 55 137 137 0 F 58 137 137 0 M 50 137 137 0 F 24 138 137 1 F 79 138 137 1 F 76 138 137 1 M 61 138 137 1 F 88 138 137 1 F 55 138 137 1 F 79 138 137 1 M 62 138 137 1 F 63 139 137 2 M 38 139 137 2 M 18 139 137 2 F 23 139 137 2 F 93 139 137 2 M 76 139 137 2 M 43 139 137 2 F 44 139 137 2 F 83 139 137 2 F 77 139 137 2 M 68 139 137 2 M 70 139 137 2 M 62 140 137 3 F 35 140 137 3 M 48 140 137 3 M 72 141 137 4 M 79 141 137 4 M 77 141 137 4 M 50 141 137 4 M 53 142 137 5 M 56 143 137 6 F 88 122 138 16 M 54 128 138 11 F 61 130 138 8 F 82 131 138 7 M 84 132 138 7 F 79 132 138 6 F 63 133 138 6 F 82 133 138 6 M 60 133 138 5 F 76 133 138 5 M 82 133 138 5 F 89 133 138 5 M 82 134 138 5 M 92 134 138 5 M 75 134 138 4 M 42 134 138 4 M 68 134 138 4 M 91 134 138 4 M 44 135 138 3 F 94 135 138 3 M 76 135 138 3 M 65 135 138 3 F 40 135 138 3 M 66 135 138 3 M 74 135 138 3 F 54 135 138 3 M 59 135 138 3 M 86 136 138 3 F 70 136 138 3 M 67 136 138 3 F 56 136 138 2 F 84 136 138 2 F 31 136 138 2 F 96 136 138 2 M 62 136 138 2 F 51 136 138 2 M 76 136 138 2 M 75 136 138 2 F 64 136 138 2 F 24 136 138 2 M 59 136 138 2 F 58 136 138 2 F 46 136 138 2 M 51 136 138 2 M 47 136 138 2 M 60 136 138 2 F 45 136 138 2 M 30 137 138 1 F 70 137 138 1 M 58 137 138 1 M 57 137 138 1 M 85 137 138 1 M 82 137 138 1 M 75 137 138 1 M 43 137 138 1 F 75 137 138 1 F 75 137 138 1 F 74 137 138 1 M 91 137 138 1 F 70 137 138 1 F 44 137 138 1 M 28 137 138 1 M 77 137 138 1 M 71 137 138 1 M 35 137 138 1 F 90 137 138 1 F 87 137 138 1 M 79 137 138 1 M 93 137 138 1 M 62 137 138 1 M 59 137 138 1 M 53 137 138 1 M 27 137 138 1 F 23 137 138 1 M 9 137 138 1 M 83 137 138 1 M 75 137 138 1 F 38 137 138 1 M 33 138 138 0 M 76 138 138 0 F 75 138 138 0 M 28 138 138 0 F 28 138 138 0 F 88 138 138 0 F 53 138 138 0 M 32 138 138 0 M 29 138 138 0 M 88 138 138 0 F 76 138 138 0 F 67 138 138 0 M 55 138 138 0 M 33 138 138 0 M 89 138 138 0 M 64 138 138 0 M 74 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144 141 3 M 29 144 141 3 F 93 144 141 3 M 46 144 141 3 M 70 144 141 3 M 59 145 141 4 M 76 146 141 5 M 60 147 141 6 M 29 148 141 7 M 32 131 142 11 F 37 134 142 8 M 70 134 142 8 M 26 135 142 7 F 81 135 142 7 F 44 136 142 6 F 49 136 142 6 F 68 136 142 6 M 62 136 142 6 M 59 137 142 5 F 78 137 142 5 M 75 137 142 5 M 42 137 142 5 F 30 137 142 5 F 18 137 142 5 F 35 137 142 5 M 25 137 142 5 M 85 137 142 5 F 83 137 142 5 F 82 137 142 5 F 80 138 142 5 F 82 138 142 5 F 56 138 142 5 F 50 138 142 5 M 26 138 142 4 F 83 138 142 4 F 83 138 142 4 M 49 138 142 4 F 17 138 142 4 F 55 138 142 4 M 79 138 142 4 M 73 138 142 4 F 17 138 142 4 M 75 138 142 4 M 96 138 142 4 M 59 138 142 4 F 73 138 142 4 M 64 138 142 4 M 60 138 142 4 M 58 138 142 4 M 26 139 142 4 M 66 139 142 4 M 33 139 142 4 M 30 139 142 3 M 83 139 142 3 M 78 139 142 3 M 70 139 142 3 F 52 139 142 3 F 89 139 142 3 M 81 139 142 3 M 56 139 142 3 F 17 139 142 3 F 17 139 142 3 F 86 139 142 3 F 81 139 142 3 M 77 139 142 3 F 82 139 142 3 F 70 139 142 3 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142 142 1 M 73 142 142 1 M 59 142 142 1 M 51 142 142 1 M 46 142 142 1 F 21 142 142 0 M 81 142 142 0 F 78 142 142 0 M 68 142 142 0 F 68 142 142 0 M 59 142 142 0 M 27 142 142 0 M 18 142 142 0 M 36 142 142 0 M 21 142 142 0 F 78 142 142 0 F 55 142 142 0 M 34 142 142 0 F 13 142 142 0 M 59 142 142 0 M 26 142 142 0 M 19 142 142 0 M 82 142 142 0 F 76 142 142 0 F 68 142 142 0 M 47 142 142 0 F 67 142 142 0 F 72 142 142 0 F 65 142 142 0 M 43 142 142 0 M 40 143 142 1 F 85 143 142 1 F 46 143 142 1 M 56 143 142 1 M 80 143 142 1 F 22 143 142 1 F 91 143 142 1 M 46 143 142 1 F 87 143 142 1 M 21 143 142 1 M 70 143 142 1 M 80 143 142 1 M 33 143 142 1 M 19 144 142 2 M 45 144 142 2 F 90 144 142 2 F 69 144 142 2 M 24 145 142 3 M 33 145 142 3 M 54 145 142 3 M 24 146 142 4 F 55 146 142 4 F 83 146 142 4 M 71 146 142 4 F 58 148 142 6 M 25 148 142 6 M 26 129 143 15 F 97 131 143 13 M 21 132 143 11 M 19 134 143 9 M 30 135 143 8 F 49 136 143 7 F 24 136 143 7 M 43 136 143 7 M 87 137 143 6 M 41 137 143 6 M 67 137 143 6 M 60 138 143 5 F 91 138 143 5 M 85 138 143 5 F 21 138 143 5 F 65 138 143 5 F 47 138 143 5 M 86 138 143 5 M 56 138 143 5 M 51 138 143 5 M 69 138 143 5 M 44 138 143 5 F 55 139 143 5 F 40 139 143 4 M 77 139 143 4 M 83 139 143 4 F 49 139 143 4 F 70 139 143 4 F 59 139 143 4 M 9 139 143 4 M 63 139 143 4 M 39 139 143 4 M 17 139 143 4 F 62 139 143 4 F 57 139 143 4 F 89 139 143 4 M 82 139 143 4 F 35 139 143 4 M 60 139 143 4 F 32 140 143 4 M 77 140 143 4 M 63 140 143 4 F 38 140 143 4 F 25 140 143 3 M 88 140 143 3 F 50 140 143 3 F 49 140 143 3 M 36 140 143 3 M 87 140 143 3 M 67 140 143 3 F 57 140 143 3 F 52 140 143 3 M 26 140 143 3 M 64 140 143 3 M 52 140 143 3 M 26 140 143 3 M 25 140 143 3 F 91 140 143 3 M 88 140 143 3 M 65 140 143 3 M 70 140 143 3 F 58 140 143 3 M 43 140 143 3 F 38 140 143 3 F 23 141 143 3 M 67 141 143 3 M 40 141 143 2 M 88 141 143 2 M 86 141 143 2 F 85 141 143 2 M 75 141 143 2 F 70 141 143 2 F 78 141 143 2 M 75 141 143 2 F 34 141 143 2 M 57 141 143 2 F 50 141 143 2 M 59 141 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145 143 2 M 31 145 143 2 F 52 146 143 3 M 76 146 143 3 F 64 146 143 3 M 39 147 143 4 M 26 147 143 4 M 40 147 143 4 F 28 127 144 17 F 91 136 144 8 M 76 136 144 8 M 63 136 144 8 F 80 137 144 7 M 80 137 144 7 F 32 137 144 7 M 80 137 144 7 M 46 138 144 6 M 22 138 144 6 M 74 138 144 6 M 58 138 144 6 F 97 139 144 5 M 20 139 144 5 F 80 139 144 5 M 76 139 144 5 M 51 139 144 5 M 87 139 144 5 F 29 139 144 5 F 75 140 144 5 M 35 140 144 4 M 51 140 144 4 F 29 140 144 4 F 60 140 144 4 F 80 140 144 4 M 57 140 144 4 M 49 140 144 4 M 11 140 144 4 F 81 140 144 4 F 53 140 144 4 M 42 141 144 4 M 83 141 144 3 F 83 141 144 3 M 69 141 144 3 F 55 141 144 3 M 55 141 144 3 M 29 141 144 3 M 88 141 144 3 F 56 141 144 3 M 21 141 144 3 M 79 141 144 3 M 75 141 144 3 M 49 141 144 3 M 17 141 144 3 F 77 141 144 3 M 58 141 144 3 M 78 141 144 3 F 57 141 144 3 M 33 141 144 3 F 25 142 144 3 M 81 142 144 3 F 68 142 144 3 M 33 142 144 2 M 65 142 144 2 F 60 142 144 2 F 12 142 144 2 F 77 142 144 2 M 64 142 144 2 M 74 142 144 2 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145 2 M 55 143 145 2 M 84 143 145 2 M 79 143 145 2 F 41 143 145 2 F 60 144 145 2 M 16 144 145 1 M 33 144 145 1 M 77 144 145 1 M 65 144 145 1 M 25 144 145 1 F 49 144 145 1 M 19 145 145 0 M 87 145 145 0 F 49 145 145 0 M 18 148 145 3 M 65 149 145 4 M 60 149 145 4 M 46 135 146 11 M 32 137 146 9 M 58 137 146 9 M 19 138 146 8 F 59 139 146 7 F 75 140 146 6 M 21 140 146 6 M 58 141 146 5 M 74 141 146 5 M 66 142 146 4 M 85 142 146 4 F 63 142 146 4 F 25 142 146 4 M 67 143 146 3 M 49 143 146 3 F 20 143 146 3 F 19 144 146 3 F 69 144 146 2 F 28 144 146 2 M 101 145 146 2 F 85 145 146 1 M 25 145 146 1 F 84 146 146 0 M 37 146 146 0 M 17 146 146 0 M 76 146 146 0 M 74 147 146 1 M 19 147 146 1 M 21 147 146 1 M 48 150 146 4 M 57 134 147 13 M 51 135 147 12 F 49 138 147 9 M 82 138 147 9 F 80 138 147 9 M 78 140 147 7 F 29 141 147 7 F 95 141 147 6 F 94 142 147 6 M 33 144 147 4 M 41 144 147 3 M 87 144 147 3 F 19 144 147 3 F 45 145 147 2 F 69 145 147 2 M 36 148 147 1 M 55 149 147 2 M 79 150 147 3 M 42 150 147 3 M 26 139 148 9 F 82 143 148 5 F 61 143 148 5 M 58 146 148 2 M 87 142 149 7 M 26 146 149 3 F 76 143 150 7 F 17 147 150 3 M 87 156 150 6 M 48 148 151 3 F 86 152 151 1 M 68 152 152 0 M 66 153 152 1 F 67 136 153 17 F 92 141 154 13 F 74 159 158 1 M 69 144 160 16 M 20