2,851
edits
Line 2: | Line 2: | ||
{{#invoke:BiologicalAgeBiomarkers|createCrossTable}} | {{#invoke:BiologicalAgeBiomarkers|createCrossTable}} | ||
= Table 3 = | |||
{| class="wikitable sortable" | |||
! System | |||
! | |||
! MLR | |||
! PCA | |||
! KDM | |||
! Deep learning | |||
|- | |||
| Cardiovascular system | |||
|Systolic Blood Pressure (SBP) | |||
| 23213031 5841151 3226152 950448 6667707 17889950 23642770 28110151 30899733 | |||
| 23213031 3226152 2737197 2282902 8803500 12634284 12672981 17921421 18840798 18597867 22433233 28110151 30899733 | |||
| 23213031 26150497 28110151 28958059 28977464 30999227 30899733 31566204 32946548 34038024 | |||
| | |||
|- | |||
| Cardiovascular system | |||
|Diastolic Blood Pressure (DBP) | |||
| 17889950 23642770 31179487 | |||
| 31179487 | |||
| 27216811 31179487 | |||
| | |||
|- | |||
| Cardiovascular system | |||
|Pulse Pressure | |||
| 23642770 | |||
| 29188884 24522464 19940465 | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|Mean Arterial Pressure | |||
| | |||
| 28203066 | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|Pulse | |||
| 3226152 | |||
| 3226152 2737197 | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|Pulse Wave Velocity | |||
| 6667707 | |||
| | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|Heart Rate | |||
| | |||
| 2282902 | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|Intima-Media Thickness | |||
| | |||
| 24659482 19940465 | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|Minimum Intima-Media Thickness | |||
| | |||
| 29188884 24522464 | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|End Diastolic Velocity | |||
| | |||
| 19940465 | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|Mitral Valve E/A Peak | |||
| | |||
| 29188884 19940465 | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|MVEL, MVES, MVEA | |||
| | |||
| MVEL 19940465 , MVES 24522464 , MVEA 24659482 | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|Atherosclerosis Index | |||
| | |||
| 2737197 2282902 | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|NT-proBNP | |||
| | |||
| | |||
| | |||
| 34453631 | |||
|- | |||
| Cardiovascular system | |||
|Cardiac Troponin I | |||
| | |||
| | |||
| | |||
| 34453631 | |||
|- | |||
| Cardiovascular system | |||
|Creatine Phosphokinase | |||
| 23642770 | |||
| | |||
| | |||
| | |||
|- | |||
| Cardiovascular system | |||
|Homocysteine | |||
| 23642770 | |||
| | |||
| | |||
| | |||
|- | |||
| Respiratory system | |||
|Forced Vital Capacity (FVC) | |||
| 3226152 17889950 23642770 20005245 | |||
| 3226152 2737197 2282902 8803500 12634284 | |||
| 20005245 | |||
| | |||
|- | |||
|Respiratory system | |||
|Forced Expiratory Volume in 1 Second (FEV1) | |||
| 23213031 950448 7162237 17889950 23642770 28110151 30899733 31179487 | |||
| 23213031 12634284 12672981 17921421 18840798 18597867 22433233 28110151 30899733 31179487 | |||
| 23213031 26150497 28110151 28958059 28977464 30899733 31179487 | |||
| | |||
|- | |||
|Respiratory system | |||
|Vital Capacity | |||
| 5841151 6667707 | |||
| | |||
| | |||
| | |||
|- | |||
|Respiratory system | |||
|Maximal Midexpiratory Flow Rate 75/25 | |||
| | |||
| 24522464 | |||
| | |||
| | |||
|- | |||
|Respiratory system | |||
|VO2 Max | |||
| | |||
| 18597867 22433233 | |||
| | |||
| | |||
|- | |||
|Respiratory system | |||
|Chest Radiography | |||
| | |||
| | |||
| | |||
| 33744131 | |||
|- | |||
| Nervous system | |||
|Mini-Mental State Examination (MMSE) | |||
| 31179487 | |||
| 31179487 | |||
| 31179487 | |||
| | |||
|- | |||
| Nervous system | |||
|Digital Symbol Test | |||
| 6667707 | |||
| 24659482 | |||
| | |||
| | |||
|- | |||
| Nervous system | |||
|Numeric Memory | |||
| 20005245 | |||
| | |||
| 20005245 | |||
| | |||
|- | |||
| Nervous system | |||
|Associated Memory | |||
| 20005245 | |||
| | |||
| 20005245 | |||
| | |||
|- | |||
| Nervous system | |||
|Topological Memory | |||
| 20005245 | |||
| | |||
| 20005245 | |||
| | |||
|- | |||
| Nervous system | |||
|Short-Time Memory | |||
| 6610563 | |||
| | |||
| | |||
| | |||
|- | |||
| Nervous system | |||
|Concentration | |||
| 20005245 | |||
| | |||
| 20005245 | |||
| | |||
|- | |||
| Nervous system | |||
|Intellectuality - Mental Defect | |||
| 6667707 | |||
| | |||
| | |||
| | |||
|- | |||
| Nervous system | |||
|Trail Making Test | |||
| | |||
| 29188884 24522464 | |||
| | |||
| | |||
|- | |||
| Endocrine metabolic system | |||
|Glucose | |||
| 17889950 23642770 | |||
| 8803500 12672981 28203066 | |||
| 28977464 | |||
| 27191382 29340580 30644411 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|HBA1C | |||
| 23213031 23642770 | |||
| 23213031 18597867 | |||
| 23213031 26150497 28958059 30999227 31566204 32946548 31693736 34038024 | |||
| 30644411 | |||
|- | |||
| Endocrine metabolic system | |||
|C-peptide | |||
| | |||
| | |||
| | |||
| 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|Insulin | |||
| | |||
| | |||
| | |||
| 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|Triglyceride | |||
| 950448 17889950 23642770 | |||
| 2282902 28203066 | |||
| 32946548 | |||
| 29340580 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|Total Cholesterol (TC) | |||
| 23213031 5841151 3226152 950448 7162237 17889950 23642770 28110151 | |||
| 23213031 3226152 8803500 28110151 | |||
| 23213031 26150497 28110151 28958059 28977464 31566204 32946548 34038024 | |||
| 27191382 29340580 | |||
|- | |||
| Endocrine metabolic system | |||
|High-Density Lipoprotein (HDL) | |||
| 17889950 , | |||
| 28203066 | |||
| | |||
| 29340580 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|Low-Density Lipoprotein (LDL) | |||
|23642770 | |||
|18597867 | |||
| | |||
|29340580 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|Apolipoprotein A1 and B | |||
| | |||
| | |||
| | |||
| 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|Thyroid-Stimulating Hormone (TSH) | |||
| 17889950 | |||
| | |||
| 27216811 | |||
| | |||
|- | |||
| Endocrine metabolic system | |||
|Testosterone | |||
| 17889950 | |||
| | |||
| | |||
| Testosterone 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|Vitamin D | |||
| 30899733 | |||
| 30899733 | |||
| 30899733 | |||
| 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|Calcium | |||
| | |||
| | |||
| 27216811 | |||
| 29340580 | |||
|- | |||
| Endocrine metabolic system | |||
|Potassium | |||
| | |||
| | |||
| | |||
| 29340580 | |||
|- | |||
| Endocrine metabolic system | |||
|Sodium | |||
| | |||
| | |||
| | |||
| 29340580 | |||
|- | |||
| Endocrine metabolic system | |||
|Inorganic Phosphorus | |||
| | |||
| | |||
| 27216811 | |||
| | |||
|- | |||
| Endocrine metabolic system | |||
|Urea | |||
| 23213031 3226152 950448 23642770 28110151 | |||
| 23213031 3226152 2737197 2282902 8803500 12634284 17921421 18840798 18597867 28110151 | |||
| 23213031 26150497 27216811 28110151 30999227 31566204 32946548 31693736 | |||
| 27191382 29340580 30644411 | |||
|- | |||
| Endocrine metabolic system | |||
|Creatinine | |||
| 23213031 17889950 23642770 28110151 30899733 | |||
| 28110151 30899733 | |||
| 23213031 26150497 27216811 28958059 30999227 31566204 32946548 31693736 34038024 | |||
| 29340580 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|Estimated Glomerular Filtration Rate (eGFR) | |||
| 31179487 | |||
| 31179487 | |||
| 31179487 | |||
| | |||
|- | |||
| Endocrine metabolic system | |||
|Uric Acid | |||
| | |||
| | |||
| 30999227 31693736 | |||
| 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|Cystatin C | |||
| | |||
| 29188884 24659482 24522464 19940465 | |||
| | |||
| 34453631 | |||
|- | |||
| Endocrine metabolic system | |||
|Creatinine Clearance | |||
| 23642770 | |||
| | |||
| | |||
| | |||
|- | |||
| Endocrine metabolic system | |||
|Urine Specific Gravity | |||
| 23642770 | |||
| | |||
| | |||
| | |||
|- | |||
| Endocrine metabolic system | |||
|Urine pH | |||
| 23642770 | |||
| | |||
| | |||
| | |||
|- | |||
| Digestive system | |||
|Alanine Aminotransferase (ALT) | |||
| 23642770 | |||
| 8803500 | |||
| | |||
| 34453631 | |||
|- | |||
| Digestive system | |||
|Aspartate Aminotransferase (AST) | |||
| 3226152 23642770 28110151 | |||
| 3226152 2737197 2282902 28110151 | |||
| 28110151 | |||
| 34453631 | |||
|- | |||
| Digestive system | |||
|Alkaline Phosphatase (ALP) | |||
| 23213031 950448 23642770 | |||
| 23213031 | |||
| ALP 23213031 26150497 27216811 28958059 30999227 31693736 34038024 | |||
| ALP 27191382 | |||
|- | |||
| Digestive system | |||
|Total Protein | |||
| Total protein 23642770 | |||
| | |||
| Total protein 27216811 | |||
| Total protein 29340580 | |||
|- | |||
| Digestive system | |||
|Albumin | |||
| Albumin 23213031 3226152 23642770 | |||
| Albumin 23213031 3226152 12634284 17921421 18840798 18597867 | |||
| Albumin 23213031 26150497 27216811 28958059 30999227 31566204 32946548 31693736 34038024 | |||
| Albumin 27191382 29340580 34453631 | |||
|- | |||
| Digestive system | |||
|Albumin/Globulin Ratio (A/G) | |||
| A/G 3226152 23642770 | |||
| A/G 3226152 12634284 12672981 | |||
| | |||
| | |||
|- | |||
| Digestive system | |||
|Total Bilirubin | |||
| Total bilirubin 23642770 | |||
| | |||
| | |||
| Total bilirubin 29340580 | |||
|- | |||
| Digestive system | |||
|Direct Bilirubin | |||
| Direct bilirubin 23642770 | |||
| | |||
| | |||
| | |||
|- | |||
| Digestive system | |||
|Amylase | |||
| Amylase 23642770 | |||
| | |||
| | |||
| | |||
|- | |||
| Digestive system | |||
|Lactate Dehydrogenase | |||
| Lactate dehydrogenase 7162237 23642770 | |||
| Lactate dehydrogenase 2282902 8803500 | |||
| | |||
| | |||
|- | |||
| Digestive system | |||
|Alpha 2 Globulin | |||
| | |||
| | |||
| | |||
| Alpha 2 globulin 27191382 | |||
|- | |||
| Digestive system | |||
|Gamma Glutamyl Transpeptidase | |||
| Gamma glutamyl | |||
transpeptidase 23642770 | |||
| | |||
| | |||
| | |||
|- | |||
| Hematologic System | |||
|Red Blood Cell | |||
| Red blood cell 30899733 | |||
| Red blood cell 12634284 18840798 30899733 | |||
| Red blood cell 30899733 32946548 | |||
| Red blood cell 27191382 29340580 34453631 | |||
|- | |||
| Hematologic System | |||
|Red Blood Cell Volume Distribution Width | |||
| | |||
| | |||
| Red blood cell volume | |||
distribution width 30999227 | |||
| Red blood cell volume | |||
distribution width 27191382 34453631 | |||
|- | |||
| Hematologic System | |||
|Hematocrit | |||
| | |||
| Hematocrit 12634284 17921421 | |||
| | |||
| Hematocrit 27191382 29340580 | |||
|- | |||
| Hematologic System | |||
|Mean Corpuscular Volume | |||
| | |||
| | |||
| Mean corpuscular | |||
volume 30999227 31566204 31693736 | |||
| Mean corpuscular | |||
volume 29340580 34453631 | |||
|- | |||
| Hematologic System | |||
|Mean Corpuscular Hemoglobin | |||
| | |||
| Mean corpuscular | |||
hemoglobin 12672981 | |||
| | |||
| | |||
|- | |||
| Hematologic System | |||
|Mean Corpuscular Hemoglobin Concentration | |||
| | |||
| | |||
| | |||
| Mean corpuscular hemoglobin concentration 29340580 34453631 | |||
|- | |||
| Hematologic System | |||
|Hemoglobin | |||
| Hemoglobin 3226152 31179487 | |||
| Hemoglobin 3226152 2737197 2282902 8803500 12634284 31179487 | |||
| Hemoglobin 27216811 31179487 | |||
| Hemoglobin 29340580 34453631 | |||
|- | |||
| Hematologic System | |||
|White Blood Cell | |||
| | |||
| | |||
| White blood cell 30999227 31566204 31693736 | |||
| White blood cell 34453631 | |||
|- | |||
| Hematologic System | |||
|Granulocytes | |||
| | |||
| | |||
| | |||
| Granulocytes 34453631 | |||
|- | |||
| Hematologic System | |||
|Neutrophils | |||
| | |||
| | |||
| | |||
| Neutrophils 34453631 | |||
|- | |||
| Hematologic System | |||
|Basophils, Eosinophils | |||
| | |||
| | |||
| | |||
| Basophils 34453631 , Eosinophils 34453631 | |||
|- | |||
| Hematologic System | |||
|Lymphocytes | |||
| | |||
| | |||
| Lymphocytes 30999227 31566204 31693736 | |||
| Lymphocytes 27191382 34453631 | |||
|- | |||
| Hematologic System | |||
|Monocytes | |||
| Monocytes 31179487 | |||
| Monocytes 31179487 | |||
| Monocytes 31179487 | |||
| Monocytes 34453631 | |||
|- | |||
| Hematologic System | |||
|Platelet | |||
| | |||
| | |||
| Platelet 32946548 | |||
| Platelet 29340580 34453631 | |||
|- | |||
| Hematologic System | |||
|Mean Platelet Volume | |||
| | |||
| | |||
| | |||
| Mean platelet volume 34453631 | |||
|- | |||
| Hematologic System | |||
|Platelet Distribution Width | |||
| | |||
| | |||
| | |||
| Platelet distribution width 34453631 | |||
|- | |||
| Hematologic System | |||
|Erythrocyte Sedimentation Rate | |||
| 950448 17889950 | |||
| 18597867 | |||
| | |||
| | |||
|- | |||
| Hematologic System | |||
|D-dimer, Fibrinogen | |||
| | |||
| D-dimer 24659482 | |||
Fibrinogen 19940465 | |||
| | |||
| D-dimer 34453631 | |||
|- | |||
| Hematologic System | |||
|Ferritin | |||
| Ferritin 28110151 | |||
| Ferritin 28110151 | |||
| Ferritin 28110151 32946548 | |||
| Ferritin 30644411 | |||
|- | |||
| Hematologic System | |||
|Transferrin | |||
| | |||
| | |||
| Fransferrin 32946548 | |||
| | |||
|- | |||
| Sensory system | |||
|Visual Accommodation | |||
| Visual accommodation 6667707 20005245 | |||
| | |||
| Visual accommodation 20005245 | |||
| | |||
|- | |||
| Sensory system | |||
|Visual Reaction Time | |||
| Visual reaction time 20005245 | |||
| | |||
| Visual reaction time 20005245 | |||
| | |||
|- | |||
| Sensory system | |||
|Visual Acuity | |||
| Visual acuity 5841151 3226152 | |||
| Visual acuity 3226152 | |||
| | |||
| | |||
|- | |||
| Sensory system | |||
|Hearing | |||
| Hearing 5841151 7162237 6667707 20005245 | |||
| Hearing 18597867 | |||
| Hearing 20005245 | |||
| | |||
|- | |||
| Sensory system | |||
|Vibrotactile | |||
| Vibrotactile 5841151 6610563 20005245 | |||
| | |||
| Vibrotactile 20005245 | |||
| | |||
|- | |||
| Sensory system | |||
|Retinal Photos | |||
| | |||
| | |||
| | |||
| Retinal photos | |||
|- | |||
| Inflammatory index | |||
|C-Reactive Protein (CRP) | |||
| CRP 23213031 | |||
| CRP 23213031 | |||
| CRP 23213031 26150497 28958059 28977464 30999227 31566204 32946548 31693736 34038024 | |||
| CRP 34453631 | |||
|- | |||
| Inflammatory index | |||
|Cytomegalovirus Optical Density | |||
| Cytomegalovirus optical density 23213031 | |||
| Cytomegalovirus | |||
optical density 23213031 | |||
| Cytomegalovirus | |||
optical density 23213031 26150497 31566204 | |||
| | |||
|- | |||
| Inflammatory index | |||
|Interleukin-6 | |||
| colspan="1" rowspan="2" | | |||
| colspan="1" rowspan="2" | | |||
| Interleukin-6 28977464 | |||
| colspan="1" rowspan="2" | | |||
|- | |||
| Inflammatory index | |||
|P-selectin | |||
| P-selectin 28977464 | |||
|- | |||
| Motion index | |||
|Grip Strength | |||
| Grip strength 5841151 6610563 31179487 20005245 | |||
| Grip strength 22433233 31179487 | |||
| Grip strength 31179487 20005245 | |||
| | |||
|- | |||
| Motion index | |||
|Vertical Jump | |||
| | |||
| Vertical jump 22433233 | |||
| | |||
| | |||
|- | |||
| Motion index | |||
|Timed Up and Go Test | |||
| Timed up and go test 31179487 | |||
| Timed up and go test 31179487 | |||
| Timed up and go test 31179487 | |||
| | |||
|- | |||
| Motion index | |||
|Chair Rise Time | |||
| Chair rise time 31179487 | |||
| Chair rise time 31179487 | |||
| Chair rise time 31179487 | |||
| | |||
|- | |||
| Motion index | |||
|1-Week Physical Activity | |||
| | |||
| | |||
| | |||
| 1-week physical activity 29581467 31388024 | |||
|- | |||
| Body morphology index | |||
|Waist Circumference (WC) | |||
| WC 23642770 28110151 | |||
| WC 18597867 22433233 28110151 28203066 | |||
| WC 28110151 | |||
| | |||
|- | |||
| Body morphology index | |||
|Waist-to-Hip Ratio | |||
| Waist-to-hip ratio 17889950 23642770 | |||
| | |||
| | |||
| | |||
|- | |||
| Body morphology index | |||
|Waist-to-Height Ratio | |||
| Waist-to-height ratio 30899733 | |||
| Waist-to-height ratio 30899733 | |||
| Waist-to-height ratio 30899733 | |||
| | |||
|- | |||
| Body morphology index | |||
|Body Mass Index (BMI) | |||
| Body mass index 17889950 23642770 | |||
| | |||
| | |||
| | |||
|- | |||
| Body morphology index | |||
|Weight | |||
| Weight 6667707 | |||
| | |||
| | |||
| | |||
|- | |||
| Body morphology index | |||
|Height | |||
| Height 31179487 | |||
| Height 31179487 | |||
| Height 31179487 | |||
| | |||
|- | |||
| Body morphology index | |||
|Body Fat | |||
| Body fat 17889950 23642770 | |||
| Body fat 18597867 | |||
| | |||
| | |||
|- | |||
| Body morphology index | |||
|Lean Body Mass | |||
| Lean body mass 17889950 23642770 | |||
| | |||
| | |||
| | |||
|- | |||
| Body morphology index | |||
|Soft Lean Mass | |||
| | |||
| Soft lean mass 22433233 | |||
| | |||
| | |||
|- | |||
| Genetic index | |||
|Terminal Telomere Restriction Fragment | |||
| | |||
| Terminal telomere restriction | |||
fragment 24659482 | |||
| | |||
| | |||
|} | |||
= Table 2 = | = Table 2 = |