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Module:BiologicalAgeBiomarkers/Data: Difference between revisions

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Module:BiologicalAgeBiomarkers/Data (view source)

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data.studies = {
data.studies = {
{
{
    pmid = "12634284",
pmid = "5841151",
    method = "PCA",
year = 1965,
    biomarkers = { AGRatio = "x", Albumin = "x", FEV1 = "x", FVC = "x", Hematocrit = "x", Hemoglobin = "x", RBC = "x", SBP = "x", Urea = "x" }
method = "MLR",
biomarkers = { GripStrength = "x", Hearing = "x", SBP = "x", TC = "x", VC = "x", Vibrotactile = "x", VisualAcuity = "x" }
},
},
{
{
    pmid = "12672981",
pmid = "950448",
    method = "PCA",
year = 1976,
    biomarkers = { AGRatio = "x", FEV1 = "x", Glucose = "x", MCH = "x", SBP = "x" }
method = "MLR",
biomarkers = { ALP = "x", ESR = "x", FEV1 = "x", SBP = "x", TC = "x", TG = "x", Urea = "x" }
},
},
{
{
    pmid = "17889950",
pmid = "7162237",
    method = "MLR",
year = 1982,
    biomarkers = { BMI = "x", BodyFat = "x", Creatinine = "x", DBP = "x", ESR = "x", FEV1 = "x", FVC = "x", Glucose = "x", HDL = "x", LeanBodyMass = "x", SBP = "x", TC = "x", TG = "x", TSH = "x", Testosterone = "x", WaistHipRatio = "x" }
method = "MLR",
biomarkers = { FEV1 = "x", Hearing = "x", LDH = "x", TC = "x" }
},
},
{
{
    pmid = "17921421",
pmid = "6667707",
    method = "PCA",
year = 1983,
    biomarkers = { Albumin = "x", FEV1 = "x", Hematocrit = "x", SBP = "x", Urea = "x" }
method = "MLR",
biomarkers = { DST = "x", Hearing = "x", IMD = "x", PWV = "x", SBP = "x", VC = "x", VisualAcc = "x", Weight = "x" }
},
},
{
{
    pmid = "18597867",
pmid = "6610563",
    method = "PCA",
year = 1984,
    biomarkers = { Albumin = "x", BodyFat = "x", ESR = "x", FEV1 = "x", HBA1C = "x", Hearing = "x", LDL = "x", SBP = "x", Urea = "x", VO2Max = "x", WC = "x" }
method = "MLR",
biomarkers = { GripStrength = "x", STM = "x", Vibrotactile = "x" }
},
},
{
{
    pmid = "18840798",
pmid = "3226152",
    method = "PCA",
year = 1988,
    biomarkers = { Albumin = "x", FEV1 = "x", RBC = "x", SBP = "x", Urea = "x" }
method = "PCA",
biomarkers = { AGRatio = "x", AST = "x", Albumin = "x", FVC = "x", Hemoglobin = "x", Pulse = "x", SBP = "x", TC = "x", Urea = "x", VisualAcuity = "x" }
},
},
{
{
    pmid = "19940465",
pmid = "2737197",
    method = "PCA",
year = 1989,
    biomarkers = { CystatinC = "x", DdimerFibrinogen = "x", EDV = "x", IMT = "x", MVEAP = "x", MVEL_MVES_MVEA = "x", PP = "x" }
method = "PCA",
biomarkers = { AI = "x", AST = "x", FVC = "x", Hemoglobin = "x", Pulse = "x", SBP = "x", Urea = "x" }
},
},
{
{
    pmid = "20005245",
pmid = "2282902",
    method = "KDM",
year = 1990,
    biomarkers = { AM = "x", Concentration = "x", FVC = "x", GripStrength = "x", Hearing = "x", NM = "x", TM = "x", Vibrotactile = "x", VisualAcc = "x", VisualReactTime = "x" }
method = "PCA",
biomarkers = { AI = "x", AST = "x", FVC = "x", HR = "x", Hemoglobin = "x", LDH = "x", SBP = "x", TG = "x", Urea = "x" }
},
},
{
{
    pmid = "20005245",
pmid = "8803500",
    method = "MLR",
year = 1996,
    biomarkers = { AM = "x", Concentration = "x", FVC = "x", GripStrength = "x", Hearing = "x", NM = "x", TM = "x", Vibrotactile = "x", VisualAcc = "x", VisualReactTime = "x" }
method = "PCA",
biomarkers = { ALT = "x", FVC = "x", Glucose = "x", Hemoglobin = "x", LDH = "x", SBP = "x", TC = "x", Urea = "x" }
},
},
{
{
    pmid = "22433233",
pmid = "12634284",
    method = "PCA",
year = 2003,
    biomarkers = { FEV1 = "x", GripStrength = "x", SBP = "x", SoftLeanMass = "x", VO2Max = "x", VerticalJump = "x", WC = "x" }
method = "PCA",
biomarkers = { AGRatio = "x", Albumin = "x", FEV1 = "x", FVC = "x", Hematocrit = "x", Hemoglobin = "x", RBC = "x", SBP = "x", Urea = "x" }
},
},
{
{
    pmid = "2282902",
pmid = "12672981",
    method = "PCA",
year = 2003,
    biomarkers = { AI = "x", AST = "x", FVC = "x", HR = "x", Hemoglobin = "x", LDH = "x", SBP = "x", TG = "x", Urea = "x" }
method = "PCA",
biomarkers = { AGRatio = "x", FEV1 = "x", Glucose = "x", MCH = "x", SBP = "x" }
},
},
{
{
    pmid = "23213031",
pmid = "17921421",
    method = "KDM",
year = 2007,
    biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
method = "PCA",
biomarkers = { Albumin = "x", FEV1 = "x", Hematocrit = "x", SBP = "x", Urea = "x" }
},
},
{
{
    pmid = "23213031",
pmid = "17889950",
    method = "MLR",
year = 2008,
    biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
method = "MLR",
biomarkers = { BMI = "x", BodyFat = "x", Creatinine = "x", DBP = "x", ESR = "x", FEV1 = "x", FVC = "x", Glucose = "x", HDL = "x", LeanBodyMass = "x", SBP = "x", TC = "x", TG = "x", TSH = "x", Testosterone = "x", WaistHipRatio = "x" }
},
},
{
{
    pmid = "23213031",
pmid = "18840798",
    method = "PCA",
year = 2008,
    biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
method = "PCA",
biomarkers = { Albumin = "x", FEV1 = "x", RBC = "x", SBP = "x", Urea = "x" }
},
},
{
{
    pmid = "23642770",
pmid = "18597867",
    method = "MLR",
year = 2009,
    biomarkers = { AGRatio = "x", ALP = "x", ALT = "x", AST = "x", Albumin = "x", Amylase = "x", BMI = "x", BodyFat = "x", CPK = "x", Creatinine = "x", CreatinineClearance = "x", DBP = "x", DirectBilirubin = "x", FEV1 = "x", FVC = "x", GGT = "x", Glucose = "x", HBA1C = "x", Homocysteine = "x", LDH = "x", LDL = "x", LeanBodyMass = "x", PP = "x", SBP = "x", TC = "x", TG = "x", TotalBilirubin = "x", TotalProtein = "x", Urea = "x", UrineSG = "x", UrinepH = "x", WC = "x", WaistHipRatio = "x" }
method = "PCA",
biomarkers = { Albumin = "x", BodyFat = "x", ESR = "x", FEV1 = "x", HBA1C = "x", Hearing = "x", LDL = "x", SBP = "x", Urea = "x", VO2Max = "x", WC = "x" }
},
},
{
{
    pmid = "24522464",
pmid = "19940465",
    method = "PCA",
year = 2010,
    biomarkers = { CystatinC = "x", MMFR = "x", MVEL_MVES_MVEA = "x", MinIMT = "x", PP = "x", TMT = "x" }
method = "PCA",
biomarkers = { CystatinC = "x", DdimerFibrinogen = "x", EDV = "x", IMT = "x", MVEAP = "x", MVEL_MVES_MVEA = "x", PP = "x" }
},
},
{
{
    pmid = "24659482",
pmid = "20005245",
    method = "PCA",
year = 2010,
    biomarkers = { CystatinC = "x", DST = "x", DdimerFibrinogen = "x", IMT = "x", MVEL_MVES_MVEA = "x", TelomereLength = "x" }
method = "KDM",
biomarkers = { AM = "x", Concentration = "x", FVC = "x", GripStrength = "x", Hearing = "x", NM = "x", TM = "x", Vibrotactile = "x", VisualAcc = "x", VisualReactTime = "x" }
},
},
{
{
    pmid = "26150497",
pmid = "20005245",
    method = "KDM",
year = 2010,
    biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
method = "MLR",
biomarkers = { AM = "x", Concentration = "x", FVC = "x", GripStrength = "x", Hearing = "x", NM = "x", TM = "x", Vibrotactile = "x", VisualAcc = "x", VisualReactTime = "x" }
},
},
{
{
    pmid = "27191382",
pmid = "22433233",
    method = "Deep learning",
year = 2012,
    biomarkers = { ALP = "x", Albumin = "x", Alpha2Globulin = "x", Glucose = "x", Hematocrit = "x", Lymphocytes = "x", RBC = "x", RDW = "x", TC = "x", Urea = "x" }
method = "PCA",
biomarkers = { FEV1 = "x", GripStrength = "x", SBP = "x", SoftLeanMass = "x", VO2Max = "x", VerticalJump = "x", WC = "x" }
},
},
{
{
    pmid = "27216811",
pmid = "23213031",
    method = "KDM",
year = 2013,
    biomarkers = { ALP = "x", Albumin = "x", Calcium = "x", Creatinine = "x", DBP = "x", Hemoglobin = "x", InorganicPhosphorus = "x", TSH = "x", TotalProtein = "x", Urea = "x" }
method = "KDM",
biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
},
},
{
{
    pmid = "2737197",
pmid = "23213031",
    method = "PCA",
year = 2013,
    biomarkers = { AI = "x", AST = "x", FVC = "x", Hemoglobin = "x", Pulse = "x", SBP = "x", Urea = "x" }
method = "MLR",
biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
},
},
{
{
    pmid = "28110151",
pmid = "23213031",
    method = "KDM",
year = 2013,
    biomarkers = { AST = "x", FEV1 = "x", Ferritin = "x", SBP = "x", TC = "x", Urea = "x", WC = "x" }
method = "PCA",
biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
},
},
{
{
    pmid = "28110151",
pmid = "23642770",
    method = "MLR",
year = 2013,
    biomarkers = { AST = "x", Creatinine = "x", FEV1 = "x", Ferritin = "x", SBP = "x", TC = "x", Urea = "x", WC = "x" }
method = "MLR",
biomarkers = { AGRatio = "x", ALP = "x", ALT = "x", AST = "x", Albumin = "x", Amylase = "x", BMI = "x", BodyFat = "x", CPK = "x", Creatinine = "x", CreatinineClearance = "x", DBP = "x", DirectBilirubin = "x", FEV1 = "x", FVC = "x", GGT = "x", Glucose = "x", HBA1C = "x", Homocysteine = "x", LDH = "x", LDL = "x", LeanBodyMass = "x", PP = "x", SBP = "x", TC = "x", TG = "x", TotalBilirubin = "x", TotalProtein = "x", Urea = "x", UrineSG = "x", UrinepH = "x", WC = "x", WaistHipRatio = "x" }
},
},
{
{
    pmid = "28110151",
pmid = "24522464",
    method = "PCA",
year = 2014,
    biomarkers = { AST = "x", Creatinine = "x", FEV1 = "x", Ferritin = "x", SBP = "x", TC = "x", Urea = "x", WC = "x" }
method = "PCA",
biomarkers = { CystatinC = "x", MMFR = "x", MVEL_MVES_MVEA = "x", MinIMT = "x", PP = "x", TMT = "x" }
},
},
{
{
    pmid = "28203066",
pmid = "24659482",
    method = "PCA",
year = 2014,
    biomarkers = { Glucose = "x", HDL = "x", MAP = "x", TG = "x", WC = "x" }
method = "PCA",
biomarkers = { CystatinC = "x", DST = "x", DdimerFibrinogen = "x", IMT = "x", MVEL_MVES_MVEA = "x", TelomereLength = "x" }
},
},
{
{
    pmid = "28958059",
pmid = "26150497",
    method = "KDM",
year = 2015,
    biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x" }
method = "KDM",
biomarkers = { ALP = "x", Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x", Urea = "x" }
},
},
{
{
    pmid = "28977464",
pmid = "27191382",
    method = "KDM",
year = 2016,
    biomarkers = { CRP = "x", FEV1 = "x", Glucose = "x", IL6 = "x", Pselectin = "x", SBP = "x", TC = "x" }
method = "Deep learning",
biomarkers = { ALP = "x", Albumin = "x", Alpha2Globulin = "x", Glucose = "x", Hematocrit = "x", Lymphocytes = "x", RBC = "x", RDW = "x", TC = "x", Urea = "x" }
},
},
{
{
    pmid = "29188884",
pmid = "27216811",
    method = "PCA",
year = 2016,
    biomarkers = { CystatinC = "x", MVEAP = "x", MinIMT = "x", PP = "x", TMT = "x" }
method = "KDM",
biomarkers = { ALP = "x", Albumin = "x", Calcium = "x", Creatinine = "x", DBP = "x", Hemoglobin = "x", InorganicPhosphorus = "x", TSH = "x", TotalProtein = "x", Urea = "x" }
},
},
{
{
    pmid = "29340580",
pmid = "28110151",
    method = "Deep learning",
year = 2017,
    biomarkers = { Albumin = "x", Calcium = "x", Creatinine = "x", Glucose = "x", HDL = "x", Hematocrit = "x", Hemoglobin = "x", LDL = "x", MCHC = "x", MCV = "x", Platelet = "x", Potassium = "x", RBC = "x", Sodium = "x", TC = "x", TG = "x", TotalBilirubin = "x", TotalProtein = "x", Urea = "x" }
method = "KDM",
biomarkers = { AST = "x", FEV1 = "x", Ferritin = "x", SBP = "x", TC = "x", Urea = "x", WC = "x" }
},
},
{
{
    pmid = "29581467",
pmid = "28110151",
    method = "Deep learning",
year = 2017,
    biomarkers = { PhysicalActivityWeek = "x" }
method = "MLR",
biomarkers = { AST = "x", Creatinine = "x", FEV1 = "x", Ferritin = "x", SBP = "x", TC = "x", Urea = "x", WC = "x" }
},
},
{
{
    pmid = "30644411",
pmid = "28110151",
    method = "Deep learning",
year = 2017,
    biomarkers = { Ferritin = "x", Glucose = "x", HBA1C = "x", Urea = "x" }
method = "PCA",
biomarkers = { AST = "x", Creatinine = "x", FEV1 = "x", Ferritin = "x", SBP = "x", TC = "x", Urea = "x", WC = "x" }
},
},
{
{
    pmid = "30899733",
pmid = "28203066",
    method = "KDM",
year = 2017,
    biomarkers = { FEV1 = "x", RBC = "x", SBP = "x", VitaminD = "x", WaistHeightRatio = "x" }
method = "PCA",
biomarkers = { Glucose = "x", HDL = "x", MAP = "x", TG = "x", WC = "x" }
},
},
{
{
    pmid = "30899733",
pmid = "29188884",
    method = "MLR",
year = 2017,
    biomarkers = { Creatinine = "x", FEV1 = "x", RBC = "x", SBP = "x", VitaminD = "x", WaistHeightRatio = "x" }
method = "PCA",
biomarkers = { CystatinC = "x", MVEAP = "x", MinIMT = "x", PP = "x", TMT = "x" }
},
},
{
{
    pmid = "30899733",
pmid = "28958059",
    method = "PCA",
year = 2018,
    biomarkers = { Creatinine = "x", FEV1 = "x", RBC = "x", SBP = "x", VitaminD = "x", WaistHeightRatio = "x" }
method = "KDM",
biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", FEV1 = "x", HBA1C = "x", SBP = "x", TC = "x" }
},
},
{
{
    pmid = "30999227",
pmid = "28977464",
    method = "KDM",
year = 2018,
    biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", HBA1C = "x", Lymphocytes = "x", MCV = "x", RDW = "x", SBP = "x", Urea = "x", UricAcid = "x", WBC = "x" }
method = "KDM",
biomarkers = { CRP = "x", FEV1 = "x", Glucose = "x", IL6 = "x", Pselectin = "x", SBP = "x", TC = "x" }
},
},
{
{
    pmid = "31179487",
pmid = "29340580",
    method = "KDM",
year = 2018,
    biomarkers = { ChairRiseTime = "x", DBP = "x", FEV1 = "x", GripStrength = "x", Height = "x", Hemoglobin = "x", MMSE = "x", Monocytes = "x", TUGTest = "x", eGFR = "x" }
method = "Deep learning",
biomarkers = { Albumin = "x", Calcium = "x", Creatinine = "x", Glucose = "x", HDL = "x", Hematocrit = "x", Hemoglobin = "x", LDL = "x", MCHC = "x", MCV = "x", Platelet = "x", Potassium = "x", RBC = "x", Sodium = "x", TC = "x", TG = "x", TotalBilirubin = "x", TotalProtein = "x", Urea = "x" }
},
},
{
{
    pmid = "31179487",
pmid = "30644411",
    method = "MLR",
year = 2019,
    biomarkers = { ChairRiseTime = "x", DBP = "x", FEV1 = "x", GripStrength = "x", Height = "x", Hemoglobin = "x", MMSE = "x", Monocytes = "x", TUGTest = "x", eGFR = "x" }
method = "Deep learning",
biomarkers = { Ferritin = "x", Glucose = "x", HBA1C = "x", Urea = "x" }
},
},
{
{
    pmid = "31179487",
pmid = "30899733",
    method = "PCA",
year = 2019,
    biomarkers = { ChairRiseTime = "x", DBP = "x", FEV1 = "x", GripStrength = "x", Height = "x", Hemoglobin = "x", MMSE = "x", Monocytes = "x", TUGTest = "x", eGFR = "x" }
method = "KDM",
biomarkers = { FEV1 = "x", RBC = "x", SBP = "x", VitaminD = "x", WaistHeightRatio = "x" }
},
},
{
{
    pmid = "31388024",
pmid = "30899733",
    method = "Deep learning",
year = 2019,
    biomarkers = { PhysicalActivityWeek = "x" }
method = "MLR",
biomarkers = { Creatinine = "x", FEV1 = "x", RBC = "x", SBP = "x", VitaminD = "x", WaistHeightRatio = "x" }
},
},
{
{
    pmid = "31566204",
pmid = "30899733",
    method = "KDM",
year = 2019,
    biomarkers = { Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", HBA1C = "x", Lymphocytes = "x", MCV = "x", SBP = "x", TC = "x", Urea = "x", WBC = "x" }
method = "PCA",
biomarkers = { Creatinine = "x", FEV1 = "x", RBC = "x", SBP = "x", VitaminD = "x", WaistHeightRatio = "x" }
},
},
{
{
    pmid = "31693736",
pmid = "30999227",
    method = "KDM",
year = 2019,
    biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", HBA1C = "x", Lymphocytes = "x", MCV = "x", Urea = "x", UricAcid = "x", WBC = "x" }
method = "KDM",
biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", HBA1C = "x", Lymphocytes = "x", MCV = "x", RDW = "x", SBP = "x", Urea = "x", UricAcid = "x", WBC = "x" }
},
},
{
{
    pmid = "3226152",
pmid = "31179487",
    method = "MLR",
year = 2020,
    biomarkers = { AGRatio = "x", AST = "x", Albumin = "x", FVC = "x", Hemoglobin = "x", Pulse = "x", SBP = "x", TC = "x", Urea = "x", VisualAcuity = "x" }
method = "KDM",
biomarkers = { ChairRiseTime = "x", DBP = "x", FEV1 = "x", GripStrength = "x", Height = "x", Hemoglobin = "x", MMSE = "x", Monocytes = "x", TUGTest = "x", eGFR = "x" }
},
},
{
{
    pmid = "3226152",
pmid = "31179487",
    method = "PCA",
year = 2020,
    biomarkers = { AGRatio = "x", AST = "x", Albumin = "x", FVC = "x", Hemoglobin = "x", Pulse = "x", SBP = "x", TC = "x", Urea = "x", VisualAcuity = "x" }
method = "MLR",
biomarkers = { ChairRiseTime = "x", DBP = "x", FEV1 = "x", GripStrength = "x", Height = "x", Hemoglobin = "x", MMSE = "x", Monocytes = "x", TUGTest = "x", eGFR = "x" }
},
},
{
{
    pmid = "32946548",
pmid = "31179487",
    method = "KDM",
year = 2020,
    biomarkers = { Albumin = "x", CRP = "x", Creatinine = "x", Ferritin = "x", HBA1C = "x", Platelet = "x", RBC = "x", SBP = "x", TC = "x", TG = "x", Transferrin = "x", Urea = "x" }
method = "PCA",
biomarkers = { ChairRiseTime = "x", DBP = "x", FEV1 = "x", GripStrength = "x", Height = "x", Hemoglobin = "x", MMSE = "x", Monocytes = "x", TUGTest = "x", eGFR = "x" }
},
},
{
{
    pmid = "33744131",
pmid = "31566204",
    method = "Deep learning",
year = 2020,
    biomarkers = { CR = "x" }
method = "KDM",
biomarkers = { Albumin = "x", CMVOptDensity = "x", CRP = "x", Creatinine = "x", HBA1C = "x", Lymphocytes = "x", MCV = "x", SBP = "x", TC = "x", Urea = "x", WBC = "x" }
},
},
{
{
    pmid = "34038024",
pmid = "31693736",
    method = "KDM",
year = 2020,
    biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", HBA1C = "x", SBP = "x", TC = "x" }
method = "KDM",
biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", HBA1C = "x", Lymphocytes = "x", MCV = "x", Urea = "x", UricAcid = "x", WBC = "x" }
},
},
{
{
    pmid = "34453631",
pmid = "3226152",
    method = "Deep learning",
year = 1988,
    biomarkers = { ALT = "x", AST = "x", Albumin = "x", ApoA1B = "x", BasophilsEosinophils = "x", CPeptide = "x", CRP = "x", CTnI = "x", Creatinine = "x", CystatinC = "x", DdimerFibrinogen = "x", Glucose = "x", Granulocytes = "x", HDL = "x", Hemoglobin = "x", Insulin = "x", LDL = "x", Lymphocytes = "x", MCHC = "x", MCV = "x", MPV = "x", Monocytes = "x", NTproBNP = "x", Neutrophils = "x", PDW = "x", Platelet = "x", RBC = "x", RDW = "x", TG = "x", Testosterone = "x", UricAcid = "x", VitaminD = "x", WBC = "x" }
method = "MLR",
biomarkers = { AGRatio = "x", AST = "x", Albumin = "x", FVC = "x", Hemoglobin = "x", Pulse = "x", SBP = "x", TC = "x", Urea = "x", VisualAcuity = "x" }
},
},
{
{
    pmid = "5841151",
pmid = "32946548",
    method = "MLR",
year = 2020,
    biomarkers = { GripStrength = "x", Hearing = "x", SBP = "x", TC = "x", VC = "x", Vibrotactile = "x", VisualAcuity = "x" }
method = "KDM",
biomarkers = { Albumin = "x", CRP = "x", Creatinine = "x", Ferritin = "x", HBA1C = "x", Platelet = "x", RBC = "x", SBP = "x", TC = "x", TG = "x", Transferrin = "x", Urea = "x" }
},
},
{
{
    pmid = "6610563",
pmid = "33744131",
    method = "MLR",
year = 2021,
    biomarkers = { GripStrength = "x", STM = "x", Vibrotactile = "x" }
method = "Deep learning",
biomarkers = { CR = "x" }
},
},
{
{
    pmid = "6667707",
pmid = "34038024",
    method = "MLR",
year = 2021,
    biomarkers = { DST = "x", Hearing = "x", IMD = "x", PWV = "x", SBP = "x", VC = "x", VisualAcc = "x", Weight = "x" }
method = "KDM",
biomarkers = { ALP = "x", Albumin = "x", CRP = "x", Creatinine = "x", HBA1C = "x", SBP = "x", TC = "x" }
},
},
{
{
    pmid = "7162237",
pmid = "34453631",
    method = "MLR",
year = 2021,
    biomarkers = { FEV1 = "x", Hearing = "x", LDH = "x", TC = "x" }
method = "Deep learning",
},
biomarkers = { ALT = "x", AST = "x", Albumin = "x", ApoA1B = "x", BasophilsEosinophils = "x", CPeptide = "x", CRP = "x", CTnI = "x", Creatinine = "x", CystatinC = "x", DdimerFibrinogen = "x", Glucose = "x", Granulocytes = "x", HDL = "x", Hemoglobin = "x", Insulin = "x", LDL = "x", Lymphocytes = "x", MCHC = "x", MCV = "x", MPV = "x", Monocytes = "x", NTproBNP = "x", Neutrophils = "x", PDW = "x", Platelet = "x", RBC = "x", RDW = "x", TG = "x", Testosterone = "x", UricAcid = "x", VitaminD = "x", WBC = "x" }
{
    pmid = "8803500",
    method = "PCA",
    biomarkers = { ALT = "x", FVC = "x", Glucose = "x", Hemoglobin = "x", LDH = "x", SBP = "x", TC = "x", Urea = "x" }
},
{
    pmid = "950448",
    method = "MLR",
    biomarkers = { ALP = "x", ESR = "x", FEV1 = "x", SBP = "x", TC = "x", TG = "x", Urea = "x" }
},
},
}
}


return data
return data
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