Module:BiologicalAgeBiomarkers: Difference between revisions

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    local biomarkers = {
    local biomarkers = {
       -- Cardiovascular System
       -- Cardiovascular System
        SBP = {name = "Systolic Blood Pressure (SBP)", system = "Cardiovascular System"},
    {key = "SBP", name = "Systolic Blood Pressure (SBP)", system = "Cardiovascular System"},
        DBP = {name = "Diastolic Blood Pressure (DBP)", system = "Cardiovascular System"},
    {key = "DBP", name = "Diastolic Blood Pressure (DBP)", system = "Cardiovascular System"},
        PP = {name = "Pulse Pressure", system = "Cardiovascular System"},
    {key = "PP", name = "Pulse Pressure", system = "Cardiovascular System"},
        MAP = {name = "Mean Arterial Pressure", system = "Cardiovascular System"},
    {key = "MAP", name = "Mean Arterial Pressure", system = "Cardiovascular System"},
        Pulse = {name = "Pulse", system = "Cardiovascular System"},
    {key = "Pulse", name = "Pulse", system = "Cardiovascular System"},
        PWV = {name = "Pulse Wave Velocity", system = "Cardiovascular System"},
    {key = "PWV", name = "Pulse Wave Velocity", system = "Cardiovascular System"},
        HR = {name = "Heart Rate", system = "Cardiovascular System"},
    {key = "HR", name = "Heart Rate", system = "Cardiovascular System"},
        IMT = {name = "Intima-Media Thickness", system = "Cardiovascular System"},
    {key = "IMT", name = "Intima-Media Thickness", system = "Cardiovascular System"},
        MinIMT = {name = "Minimum Intima-Media Thickness", system = "Cardiovascular System"},
    {key = "MinIMT", name = "Minimum Intima-Media Thickness", system = "Cardiovascular System"},
        EDV = {name = "End Diastolic Velocity", system = "Cardiovascular System"},
    {key = "EDV", name = "End Diastolic Velocity", system = "Cardiovascular System"},
        MVEAP = {name = "Mitral Valve E/A Peak", system = "Cardiovascular System"},
    {key = "MVEAP", name = "Mitral Valve E/A Peak", system = "Cardiovascular System"},
        MVEL_MVES_MVEA = {name = "MVEL, MVES, MVEA", system = "Cardiovascular System"},
    {key = "MVEL_MVES_MVEA", name = "MVEL, MVES, MVEA", system = "Cardiovascular System"},
        AI = {name = "Atherosclerosis Index", system = "Cardiovascular System"},
    {key = "AI", name = "Atherosclerosis Index", system = "Cardiovascular System"},
        NTproBNP = {name = "NT-proBNP", system = "Cardiovascular System"},
    {key = "NTproBNP", name = "NT-proBNP", system = "Cardiovascular System"},
        CTnI = {name = "Cardiac Troponin I", system = "Cardiovascular System"},
    {key = "CTnI", name = "Cardiac Troponin I", system = "Cardiovascular System"},
        CPK = {name = "Creatine Phosphokinase", system = "Cardiovascular System"},
    {key = "CPK", name = "Creatine Phosphokinase", system = "Cardiovascular System"},
        Homocysteine = {name = "Homocysteine", system = "Cardiovascular System"},
    {key = "Homocysteine", name = "Homocysteine", system = "Cardiovascular System"},


        -- Respiratory System
    -- Respiratory System
        FVC = {name = "Forced Vital Capacity (FVC)", system = "Respiratory System"},
    {key = "FVC", name = "Forced Vital Capacity (FVC)", system = "Respiratory System"},
        FEV1 = {name = "Forced Expiratory Volume in 1 Second (FEV1)", system = "Respiratory System"},
    {key = "FEV1", name = "Forced Expiratory Volume in 1 Second (FEV1)", system = "Respiratory System"},
        VC = {name = "Vital Capacity", system = "Respiratory System"},
    {key = "VC", name = "Vital Capacity", system = "Respiratory System"},
        MMFR = {name = "Maximal Midexpiratory Flow Rate 75/25", system = "Respiratory System"},
    {key = "MMFR", name = "Maximal Midexpiratory Flow Rate 75/25", system = "Respiratory System"},
        VO2Max = {name = "VO2 Max", system = "Respiratory System"},
    {key = "VO2Max", name = "VO2 Max", system = "Respiratory System"},
        CR = {name = "Chest Radiography", system = "Respiratory System"},
    {key = "CR", name = "Chest Radiography", system = "Respiratory System"},


        -- Nervous System
    -- Nervous System
        MMSE = {name = "Mini-Mental State Examination (MMSE)", system = "Nervous System"},
    {key = "MMSE", name = "Mini-Mental State Examination (MMSE)", system = "Nervous System"},
        DST = {name = "Digital Symbol Test", system = "Nervous System"},
    {key = "DST", name = "Digital Symbol Test", system = "Nervous System"},
        NM = {name = "Numeric Memory", system = "Nervous System"},
    {key = "NM", name = "Numeric Memory", system = "Nervous System"},
        AM = {name = "Associated Memory", system = "Nervous System"},
    {key = "AM", name = "Associated Memory", system = "Nervous System"},
        TM = {name = "Topological Memory", system = "Nervous System"},
    {key = "TM", name = "Topological Memory", system = "Nervous System"},
        STM = {name = "Short-Time Memory", system = "Nervous System"},
    {key = "STM", name = "Short-Time Memory", system = "Nervous System"},
        Concentration = {name = "Concentration", system = "Nervous System"},
    {key = "Concentration", name = "Concentration", system = "Nervous System"},
        IMD = {name = "Intellectuality - Mental Defect", system = "Nervous System"},
    {key = "IMD", name = "Intellectuality - Mental Defect", system = "Nervous System"},
        TMT = {name = "Trail Making Test", system = "Nervous System"},
    {key = "TMT", name = "Trail Making Test", system = "Nervous System"},
     
        -- Endocrine Metabolic System
    -- Endocrine Metabolic System
        Glucose = {name = "Glucose", system = "Endocrine Metabolic System"},
    {key = "Glucose", name = "Glucose", system = "Endocrine Metabolic System"},
        HBA1C = {name = "HBA1C", system = "Endocrine Metabolic System"},
    {key = "HBA1C", name = "HBA1C", system = "Endocrine Metabolic System"},
        CPeptide = {name = "C-peptide", system = "Endocrine Metabolic System"},
    {key = "CPeptide", name = "C-peptide", system = "Endocrine Metabolic System"},
        Insulin = {name = "Insulin", system = "Endocrine Metabolic System"},
    {key = "Insulin", name = "Insulin", system = "Endocrine Metabolic System"},
        TG = {name = "Triglyceride", system = "Endocrine Metabolic System"},
    {key = "TG", name = "Triglyceride", system = "Endocrine Metabolic System"},
        TC = {name = "Total Cholesterol (TC)", system = "Endocrine Metabolic System"},
    {key = "TC", name = "Total Cholesterol (TC)", system = "Endocrine Metabolic System"},
        HDL = {name = "High-Density Lipoprotein (HDL)", system = "Endocrine Metabolic System"},
    {key = "HDL", name = "High-Density Lipoprotein (HDL)", system = "Endocrine Metabolic System"},
        LDL = {name = "Low-Density Lipoprotein (LDL)", system = "Endocrine Metabolic System"},
    {key = "LDL", name = "Low-Density Lipoprotein (LDL)", system = "Endocrine Metabolic System"},
        ApoA1B = {name = "Apolipoprotein A1 and B", system = "Endocrine Metabolic System"},
    {key = "ApoA1B", name = "Apolipoprotein A1 and B", system = "Endocrine Metabolic System"},
        TSH = {name = "Thyroid-Stimulating Hormone (TSH)", system = "Endocrine Metabolic System"},
    {key = "TSH", name = "Thyroid-Stimulating Hormone (TSH)", system = "Endocrine Metabolic System"},
        Testosterone = {name = "Testosterone", system = "Endocrine Metabolic System"},
    {key = "Testosterone", name = "Testosterone", system = "Endocrine Metabolic System"},
        VitaminD = {name = "Vitamin D", system = "Endocrine Metabolic System"},
    {key = "VitaminD", name = "Vitamin D", system = "Endocrine Metabolic System"},
        Calcium = {name = "Calcium", system = "Endocrine Metabolic System"},
    {key = "Calcium", name = "Calcium", system = "Endocrine Metabolic System"},
        Potassium = {name = "Potassium", system = "Endocrine Metabolic System"},
    {key = "Potassium", name = "Potassium", system = "Endocrine Metabolic System"},
        Sodium = {name = "Sodium", system = "Endocrine Metabolic System"},
    {key = "Sodium", name = "Sodium", system = "Endocrine Metabolic System"},
        InorganicPhosphorus = {name = "Inorganic Phosphorus", system = "Endocrine Metabolic System"},
    {key = "InorganicPhosphorus", name = "Inorganic Phosphorus", system = "Endocrine Metabolic System"},
        Urea = {name = "Urea", system = "Endocrine Metabolic System"},
    {key = "Urea", name = "Urea", system = "Endocrine Metabolic System"},
        Creatinine = {name = "Creatinine", system = "Endocrine Metabolic System"},
    {key = "Creatinine", name = "Creatinine", system = "Endocrine Metabolic System"},
        eGFR = {name = "Estimated Glomerular Filtration Rate (eGFR)", system = "Endocrine Metabolic System"},
    {key = "eGFR", name = "Estimated Glomerular Filtration Rate (eGFR)", system = "Endocrine Metabolic System"},
        UricAcid = {name = "Uric Acid", system = "Endocrine Metabolic System"},
    {key = "UricAcid", name = "Uric Acid", system = "Endocrine Metabolic System"},
        CystatinC = {name = "Cystatin C", system = "Endocrine Metabolic System"},
    {key = "CystatinC", name = "Cystatin C", system = "Endocrine Metabolic System"},
        CreatinineClearance = {name = "Creatinine Clearance", system = "Endocrine Metabolic System"},
    {key = "CreatinineClearance", name = "Creatinine Clearance", system = "Endocrine Metabolic System"},
        UrineSG = {name = "Urine Specific Gravity", system = "Endocrine Metabolic System"},
    {key = "UrineSG", name = "Urine Specific Gravity", system = "Endocrine Metabolic System"},
        UrinepH = {name = "Urine pH", system = "Endocrine Metabolic System"},
    {key = "UrinepH", name = "Urine pH", system = "Endocrine Metabolic System"},
     
        -- Digestive System
    -- Digestive System
        ALT = {name = "Alanine Aminotransferase (ALT)", system = "Digestive System"},
    {key = "ALT", name = "Alanine Aminotransferase (ALT)", system = "Digestive System"},
        AST = {name = "Aspartate Aminotransferase (AST)", system = "Digestive System"},
    {key = "AST", name = "Aspartate Aminotransferase (AST)", system = "Digestive System"},
        ALP = {name = "Alkaline Phosphatase (ALP)", system = "Digestive System"},
    {key = "ALP", name = "Alkaline Phosphatase (ALP)", system = "Digestive System"},
        TotalProtein = {name = "Total Protein", system = "Digestive System"},
    {key = "TotalProtein", name = "Total Protein", system = "Digestive System"},
        Albumin = {name = "Albumin", system = "Digestive System"},
    {key = "Albumin", name = "Albumin", system = "Digestive System"},
        AGRatio = {name = "Albumin/Globulin Ratio (A/G)", system = "Digestive System"},
    {key = "AGRatio", name = "Albumin/Globulin Ratio (A/G)", system = "Digestive System"},
        TotalBilirubin = {name = "Total Bilirubin", system = "Digestive System"},
    {key = "TotalBilirubin", name = "Total Bilirubin", system = "Digestive System"},
        DirectBilirubin = {name = "Direct Bilirubin", system = "Digestive System"},
    {key = "DirectBilirubin", name = "Direct Bilirubin", system = "Digestive System"},
        Amylase = {name = "Amylase", system = "Digestive System"},
    {key = "Amylase", name = "Amylase", system = "Digestive System"},
        LDH = {name = "Lactate Dehydrogenase", system = "Digestive System"},
    {key = "LDH", name = "Lactate Dehydrogenase", system = "Digestive System"},
        Alpha2Globulin = {name = "Alpha 2 Globulin", system = "Digestive System"},
    {key = "Alpha2Globulin", name = "Alpha 2 Globulin", system = "Digestive System"},
        GGT = {name = "Gamma Glutamyl Transpeptidase", system = "Digestive System"},
    {key = "GGT", name = "Gamma Glutamyl Transpeptidase", system = "Digestive System"},
     
        -- Hematologic System
    -- Hematologic System
        RBC = {name = "Red Blood Cell", system = "Hematologic System"},
    {key = "RBC", name = "Red Blood Cell", system = "Hematologic System"},
        RDW = {name = "Red Blood Cell Volume Distribution Width", system = "Hematologic System"},
    {key = "RDW", name = "Red Blood Cell Volume Distribution Width", system = "Hematologic System"},
        Hematocrit = {name = "Hematocrit", system = "Hematologic System"},
    {key = "Hematocrit", name = "Hematocrit", system = "Hematologic System"},
        MCV = {name = "Mean Corpuscular Volume", system = "Hematologic System"},
    {key = "MCV", name = "Mean Corpuscular Volume", system = "Hematologic System"},
        MCH = {name = "Mean Corpuscular Hemoglobin", system = "Hematologic System"},
    {key = "MCH", name = "Mean Corpuscular Hemoglobin", system = "Hematologic System"},
        MCHC = {name = "Mean Corpuscular Hemoglobin Concentration", system = "Hematologic System"},
    {key = "MCHC", name = "Mean Corpuscular Hemoglobin Concentration", system = "Hematologic System"},
        Hemoglobin = {name = "Hemoglobin", system = "Hematologic System"},
    {key = "Hemoglobin", name = "Hemoglobin", system = "Hematologic System"},
        WBC = {name = "White Blood Cell", system = "Hematologic System"},
    {key = "WBC", name = "White Blood Cell", system = "Hematologic System"},
        Granulocytes = {name = "Granulocytes", system = "Hematologic System"},
    {key = "Granulocytes", name = "Granulocytes", system = "Hematologic System"},
        Neutrophils = {name = "Neutrophils", system = "Hematologic System"},
    {key = "Neutrophils", name = "Neutrophils", system = "Hematologic System"},
        BasophilsEosinophils = {name = "Basophils, Eosinophils", system = "Hematologic System"},
    {key = "BasophilsEosinophils", name = "Basophils, Eosinophils", system = "Hematologic System"},
        Lymphocytes = {name = "Lymphocytes", system = "Hematologic System"},
    {key = "Lymphocytes", name = "Lymphocytes", system = "Hematologic System"},
        Monocytes = {name = "Monocytes", system = "Hematologic System"},
    {key = "Monocytes", name = "Monocytes", system = "Hematologic System"},
        Platelet = {name = "Platelet", system = "Hematologic System"},
    {key = "Platelet", name = "Platelet", system = "Hematologic System"},
        MPV = {name = "Mean Platelet Volume", system = "Hematologic System"},
    {key = "MPV", name = "Mean Platelet Volume", system = "Hematologic System"},
        PDW = {name = "Platelet Distribution Width", system = "Hematologic System"},
    {key = "PDW", name = "Platelet Distribution Width", system = "Hematologic System"},
        ESR = {name = "Erythrocyte Sedimentation Rate", system = "Hematologic System"},
    {key = "ESR", name = "Erythrocyte Sedimentation Rate", system = "Hematologic System"},
        DdimerFibrinogen = {name = "D-dimer, Fibrinogen", system = "Hematologic System"},
    {key = "DdimerFibrinogen", name = "D-dimer, Fibrinogen", system = "Hematologic System"},
        Ferritin = {name = "Ferritin", system = "Hematologic System"},
    {key = "Ferritin", name = "Ferritin", system = "Hematologic System"},
        Transferrin = {name = "Transferrin", system = "Hematologic System"},
    {key = "Transferrin", name = "Transferrin", system = "Hematologic System"},
     
        -- Sensory System
    -- Sensory System
        VisualAcc = {name = "Visual Accommodation", system = "Sensory System"},
    {key = "VisualAcc", name = "Visual Accommodation", system = "Sensory System"},
        VisualReactTime = {name = "Visual Reaction Time", system = "Sensory System"},
    {key = "VisualReactTime", name = "Visual Reaction Time", system = "Sensory System"},
        VisualAcuity = {name = "Visual Acuity", system = "Sensory System"},
    {key = "VisualAcuity", name = "Visual Acuity", system = "Sensory System"},
        Hearing = {name = "Hearing", system = "Sensory System"},
    {key = "Hearing", name = "Hearing", system = "Sensory System"},
        Vibrotactile = {name = "Vibrotactile", system = "Sensory System"},
    {key = "Vibrotactile", name = "Vibrotactile", system = "Sensory System"},
        RetinalPhotos = {name = "Retinal Photos", system = "Sensory System"},
    {key = "RetinalPhotos", name = "Retinal Photos", system = "Sensory System"},
     
        -- Inflammatory Index
    -- Inflammatory Index
        CRP = {name = "C-Reactive Protein (CRP)", system = "Inflammatory Index"},
    {key = "CRP", name = "C-Reactive Protein (CRP)", system = "Inflammatory Index"},
        CMVOptDensity = {name = "Cytomegalovirus Optical Density", system = "Inflammatory Index"},
    {key = "CMVOptDensity", name = "Cytomegalovirus Optical Density", system = "Inflammatory Index"},
        IL6 = {name = "Interleukin-6", system = "Inflammatory Index"},
    {key = "IL6", name = "Interleukin-6", system = "Inflammatory Index"},
        Pselectin = {name = "P-selectin", system = "Inflammatory Index"},
    {key = "Pselectin", name = "P-selectin", system = "Inflammatory Index"},
     
        -- Motion Index
    -- Motion Index
        GripStrength = {name = "Grip Strength", system = "Motion Index"},
    {key = "GripStrength", name = "Grip Strength", system = "Motion Index"},
        VerticalJump = {name = "Vertical Jump", system = "Motion Index"},
    {key = "VerticalJump", name = "Vertical Jump", system = "Motion Index"},
        TUGTest = {name = "Timed Up and Go Test", system = "Motion Index"},
    {key = "TUGTest", name = "Timed Up and Go Test", system = "Motion Index"},
        ChairRiseTime = {name = "Chair Rise Time", system = "Motion Index"},
    {key = "ChairRiseTime", name = "Chair Rise Time", system = "Motion Index"},
        PhysicalActivityWeek = {name = "1-Week Physical Activity", system = "Motion Index"},
    {key = "PhysicalActivityWeek", name = "1-Week Physical Activity", system = "Motion Index"},
     
        -- Body Morphology Index
    -- Body Morphology Index
        WaistCirc = {name = "Waist Circumference (WC)", system = "Body Morphology Index"},
    {key = "WaistCirc", name = "Waist Circumference (WC)", system = "Body Morphology Index"},
        WaistHipRatio = {name = "Waist-to-Hip Ratio", system = "Body Morphology Index"},
    {key = "WaistHipRatio", name = "Waist-to-Hip Ratio", system = "Body Morphology Index"},
        WaistHeightRatio = {name = "Waist-to-Height Ratio", system = "Body Morphology Index"},
    {key = "WaistHeightRatio", name = "Waist-to-Height Ratio", system = "Body Morphology Index"},
        BMI = {name = "Body Mass Index (BMI)", system = "Body Morphology Index"},
    {key = "BMI", name = "Body Mass Index (BMI)", system = "Body Morphology Index"},
        Weight = {name = "Weight", system = "Body Morphology Index"},
    {key = "Weight", name = "Weight", system = "Body Morphology Index"},
        Height = {name = "Height", system = "Body Morphology Index"},
    {key = "Height", name = "Height", system = "Body Morphology Index"},
        BodyFat = {name = "Body Fat", system = "Body Morphology Index"},
    {key = "BodyFat", name = "Body Fat", system = "Body Morphology Index"},
        LeanBodyMass = {name = "Lean Body Mass", system = "Body Morphology Index"},
    {key = "LeanBodyMass", name = "Lean Body Mass", system = "Body Morphology Index"},
        SoftLeanMass = {name = "Soft Lean Mass", system = "Body Morphology Index"},
    {key = "SoftLeanMass", name = "Soft Lean Mass", system = "Body Morphology Index"},
     
        -- Genetic Index
    -- Genetic Index
        TelomereLength = {name = "Terminal Telomere Restriction Fragment", system = "Genetic Index"}
    {key = "TelomereLength", name = "Terminal Telomere Restriction Fragment", system = "Genetic Index"}
    }
    }


    Line 204: Line 204:


         -- Generate rows for each biomarker
         -- Generate rows for each biomarker
         for abbr, details in pairs(biomarkers) do
         for i, details in ipairs(biomarkers) do
             wikitable = wikitable .. '|-\n'
             wikitable = wikitable .. '|-\n'
             wikitable = wikitable .. '| '  .. details.system .. ' || ' .. details.name
             wikitable = wikitable .. '| '  .. details.system .. ' || ' .. details.name
             for _, study in pairs(studies) do
             for _, study in pairs(studies) do
                 -- Retrieve data value for the current cell, using the nested structure
                 -- Retrieve data value for the current cell, using the nested structure
                 local cellValue = study.data[abbr] or ""
                 local cellValue = study.data[details.key] or ""
                 wikitable = wikitable .. ' || ' .. cellValue
                 wikitable = wikitable .. ' || ' .. cellValue
             end
             end

    Revision as of 02:11, 19 February 2024

    Output the biological age biomarkers table.

    Data is stored in Module:BiologicalAgeBiomarkers/Data


    local p = {}
    
    -- Define biomarkers with their long form and system
    local biomarkers = {
       -- Cardiovascular System
    	{key = "SBP", name = "Systolic Blood Pressure (SBP)", system = "Cardiovascular System"},
    	{key = "DBP", name = "Diastolic Blood Pressure (DBP)", system = "Cardiovascular System"},
    	{key = "PP", name = "Pulse Pressure", system = "Cardiovascular System"},
    	{key = "MAP", name = "Mean Arterial Pressure", system = "Cardiovascular System"},
    	{key = "Pulse", name = "Pulse", system = "Cardiovascular System"},
    	{key = "PWV", name = "Pulse Wave Velocity", system = "Cardiovascular System"},
    	{key = "HR", name = "Heart Rate", system = "Cardiovascular System"},
    	{key = "IMT", name = "Intima-Media Thickness", system = "Cardiovascular System"},
    	{key = "MinIMT", name = "Minimum Intima-Media Thickness", system = "Cardiovascular System"},
    	{key = "EDV", name = "End Diastolic Velocity", system = "Cardiovascular System"},
    	{key = "MVEAP", name = "Mitral Valve E/A Peak", system = "Cardiovascular System"},
    	{key = "MVEL_MVES_MVEA", name = "MVEL, MVES, MVEA", system = "Cardiovascular System"},
    	{key = "AI", name = "Atherosclerosis Index", system = "Cardiovascular System"},
    	{key = "NTproBNP", name = "NT-proBNP", system = "Cardiovascular System"},
    	{key = "CTnI", name = "Cardiac Troponin I", system = "Cardiovascular System"},
    	{key = "CPK", name = "Creatine Phosphokinase", system = "Cardiovascular System"},
    	{key = "Homocysteine", name = "Homocysteine", system = "Cardiovascular System"},
    
    	-- Respiratory System
    	{key = "FVC", name = "Forced Vital Capacity (FVC)", system = "Respiratory System"},
    	{key = "FEV1", name = "Forced Expiratory Volume in 1 Second (FEV1)", system = "Respiratory System"},
    	{key = "VC", name = "Vital Capacity", system = "Respiratory System"},
    	{key = "MMFR", name = "Maximal Midexpiratory Flow Rate 75/25", system = "Respiratory System"},
    	{key = "VO2Max", name = "VO2 Max", system = "Respiratory System"},
    	{key = "CR", name = "Chest Radiography", system = "Respiratory System"},
    
    	-- Nervous System
    	{key = "MMSE", name = "Mini-Mental State Examination (MMSE)", system = "Nervous System"},
    	{key = "DST", name = "Digital Symbol Test", system = "Nervous System"},
    	{key = "NM", name = "Numeric Memory", system = "Nervous System"},
    	{key = "AM", name = "Associated Memory", system = "Nervous System"},
    	{key = "TM", name = "Topological Memory", system = "Nervous System"},
    	{key = "STM", name = "Short-Time Memory", system = "Nervous System"},
    	{key = "Concentration", name = "Concentration", system = "Nervous System"},
    	{key = "IMD", name = "Intellectuality - Mental Defect", system = "Nervous System"},
    	{key = "TMT", name = "Trail Making Test", system = "Nervous System"},
    	
    	-- Endocrine Metabolic System
    	{key = "Glucose", name = "Glucose", system = "Endocrine Metabolic System"},
    	{key = "HBA1C", name = "HBA1C", system = "Endocrine Metabolic System"},
    	{key = "CPeptide", name = "C-peptide", system = "Endocrine Metabolic System"},
    	{key = "Insulin", name = "Insulin", system = "Endocrine Metabolic System"},
    	{key = "TG", name = "Triglyceride", system = "Endocrine Metabolic System"},
    	{key = "TC", name = "Total Cholesterol (TC)", system = "Endocrine Metabolic System"},
    	{key = "HDL", name = "High-Density Lipoprotein (HDL)", system = "Endocrine Metabolic System"},
    	{key = "LDL", name = "Low-Density Lipoprotein (LDL)", system = "Endocrine Metabolic System"},
    	{key = "ApoA1B", name = "Apolipoprotein A1 and B", system = "Endocrine Metabolic System"},
    	{key = "TSH", name = "Thyroid-Stimulating Hormone (TSH)", system = "Endocrine Metabolic System"},
    	{key = "Testosterone", name = "Testosterone", system = "Endocrine Metabolic System"},
    	{key = "VitaminD", name = "Vitamin D", system = "Endocrine Metabolic System"},
    	{key = "Calcium", name = "Calcium", system = "Endocrine Metabolic System"},
    	{key = "Potassium", name = "Potassium", system = "Endocrine Metabolic System"},
    	{key = "Sodium", name = "Sodium", system = "Endocrine Metabolic System"},
    	{key = "InorganicPhosphorus", name = "Inorganic Phosphorus", system = "Endocrine Metabolic System"},
    	{key = "Urea", name = "Urea", system = "Endocrine Metabolic System"},
    	{key = "Creatinine", name = "Creatinine", system = "Endocrine Metabolic System"},
    	{key = "eGFR", name = "Estimated Glomerular Filtration Rate (eGFR)", system = "Endocrine Metabolic System"},
    	{key = "UricAcid", name = "Uric Acid", system = "Endocrine Metabolic System"},
    	{key = "CystatinC", name = "Cystatin C", system = "Endocrine Metabolic System"},
    	{key = "CreatinineClearance", name = "Creatinine Clearance", system = "Endocrine Metabolic System"},
    	{key = "UrineSG", name = "Urine Specific Gravity", system = "Endocrine Metabolic System"},
    	{key = "UrinepH", name = "Urine pH", system = "Endocrine Metabolic System"},
    	
    	-- Digestive System
    	{key = "ALT", name = "Alanine Aminotransferase (ALT)", system = "Digestive System"},
    	{key = "AST", name = "Aspartate Aminotransferase (AST)", system = "Digestive System"},
    	{key = "ALP", name = "Alkaline Phosphatase (ALP)", system = "Digestive System"},
    	{key = "TotalProtein", name = "Total Protein", system = "Digestive System"},
    	{key = "Albumin", name = "Albumin", system = "Digestive System"},
    	{key = "AGRatio", name = "Albumin/Globulin Ratio (A/G)", system = "Digestive System"},
    	{key = "TotalBilirubin", name = "Total Bilirubin", system = "Digestive System"},
    	{key = "DirectBilirubin", name = "Direct Bilirubin", system = "Digestive System"},
    	{key = "Amylase", name = "Amylase", system = "Digestive System"},
    	{key = "LDH", name = "Lactate Dehydrogenase", system = "Digestive System"},
    	{key = "Alpha2Globulin", name = "Alpha 2 Globulin", system = "Digestive System"},
    	{key = "GGT", name = "Gamma Glutamyl Transpeptidase", system = "Digestive System"},
    	
    	-- Hematologic System
    	{key = "RBC", name = "Red Blood Cell", system = "Hematologic System"},
    	{key = "RDW", name = "Red Blood Cell Volume Distribution Width", system = "Hematologic System"},
    	{key = "Hematocrit", name = "Hematocrit", system = "Hematologic System"},
    	{key = "MCV", name = "Mean Corpuscular Volume", system = "Hematologic System"},
    	{key = "MCH", name = "Mean Corpuscular Hemoglobin", system = "Hematologic System"},
    	{key = "MCHC", name = "Mean Corpuscular Hemoglobin Concentration", system = "Hematologic System"},
    	{key = "Hemoglobin", name = "Hemoglobin", system = "Hematologic System"},
    	{key = "WBC", name = "White Blood Cell", system = "Hematologic System"},
    	{key = "Granulocytes", name = "Granulocytes", system = "Hematologic System"},
    	{key = "Neutrophils", name = "Neutrophils", system = "Hematologic System"},
    	{key = "BasophilsEosinophils", name = "Basophils, Eosinophils", system = "Hematologic System"},
    	{key = "Lymphocytes", name = "Lymphocytes", system = "Hematologic System"},
    	{key = "Monocytes", name = "Monocytes", system = "Hematologic System"},
    	{key = "Platelet", name = "Platelet", system = "Hematologic System"},
    	{key = "MPV", name = "Mean Platelet Volume", system = "Hematologic System"},
    	{key = "PDW", name = "Platelet Distribution Width", system = "Hematologic System"},
    	{key = "ESR", name = "Erythrocyte Sedimentation Rate", system = "Hematologic System"},
    	{key = "DdimerFibrinogen", name = "D-dimer, Fibrinogen", system = "Hematologic System"},
    	{key = "Ferritin", name = "Ferritin", system = "Hematologic System"},
    	{key = "Transferrin", name = "Transferrin", system = "Hematologic System"},
    	
    	-- Sensory System
    	{key = "VisualAcc", name = "Visual Accommodation", system = "Sensory System"},
    	{key = "VisualReactTime", name = "Visual Reaction Time", system = "Sensory System"},
    	{key = "VisualAcuity", name = "Visual Acuity", system = "Sensory System"},
    	{key = "Hearing", name = "Hearing", system = "Sensory System"},
    	{key = "Vibrotactile", name = "Vibrotactile", system = "Sensory System"},
    	{key = "RetinalPhotos", name = "Retinal Photos", system = "Sensory System"},
    	
    	-- Inflammatory Index
    	{key = "CRP", name = "C-Reactive Protein (CRP)", system = "Inflammatory Index"},
    	{key = "CMVOptDensity", name = "Cytomegalovirus Optical Density", system = "Inflammatory Index"},
    	{key = "IL6", name = "Interleukin-6", system = "Inflammatory Index"},
    	{key = "Pselectin", name = "P-selectin", system = "Inflammatory Index"},
    	
    	-- Motion Index
    	{key = "GripStrength", name = "Grip Strength", system = "Motion Index"},
    	{key = "VerticalJump", name = "Vertical Jump", system = "Motion Index"},
    	{key = "TUGTest", name = "Timed Up and Go Test", system = "Motion Index"},
    	{key = "ChairRiseTime", name = "Chair Rise Time", system = "Motion Index"},
    	{key = "PhysicalActivityWeek", name = "1-Week Physical Activity", system = "Motion Index"},
    	
    	-- Body Morphology Index
    	{key = "WaistCirc", name = "Waist Circumference (WC)", system = "Body Morphology Index"},
    	{key = "WaistHipRatio", name = "Waist-to-Hip Ratio", system = "Body Morphology Index"},
    	{key = "WaistHeightRatio", name = "Waist-to-Height Ratio", system = "Body Morphology Index"},
    	{key = "BMI", name = "Body Mass Index (BMI)", system = "Body Morphology Index"},
    	{key = "Weight", name = "Weight", system = "Body Morphology Index"},
    	{key = "Height", name = "Height", system = "Body Morphology Index"},
    	{key = "BodyFat", name = "Body Fat", system = "Body Morphology Index"},
    	{key = "LeanBodyMass", name = "Lean Body Mass", system = "Body Morphology Index"},
    	{key = "SoftLeanMass", name = "Soft Lean Mass", system = "Body Morphology Index"},
    	
    	-- Genetic Index
    	{key = "TelomereLength", name = "Terminal Telomere Restriction Fragment", system = "Genetic Index"}
    }
    
    local rows = {
    	method = "Biological Age Estimation Method",
    	year = "Year"
    }
    
    -- Incorporate data directly into studies identified by PMID
    local studies = {
        PMID12345 = {
        	pmid = "12345",
            name = "Study1",
            method = "MLR",
            year = "1995",
            data = {
                SBP = "x",
                DBP = "x",
                HDL = "x",
                LDL = "x"
            }
        },
        PMID67890 = {
            pmid = "67890",
            method = "MLR",
            year = "1995",
            data = {
                SBP = "x",
                DBP = "x",
                HDL = "x",
                LDL = "x"
            }
        },
        PMID13579 = {
            pmid = "13579",
            method = "MLR",
            year = "1995",
            data = {
                SBP = "x",
                DBP = "x",
                HDL = "x",
                LDL = "x"
            }
        }
    }
    
    function p.createCrossTable()
        -- Start of the wiki table
        local wikitable = '{| class="wikitable"\n!'
    
        -- Column headers: Biomarker and System
        wikitable = wikitable .. ' System !! Biomarker'
        for _, study in pairs(studies) do
            wikitable = wikitable .. ' !! '  .. study.pmid
    	end
    	wikitable = wikitable .. '\n'
    
        for key, name in pairs(rows) do
            wikitable = wikitable .. '|-\n'
            wikitable = wikitable .. '| ' .. name .. ' || ' .. ''
            for _, study in pairs(studies) do
                local cellValue = study[key] or ""
    			wikitable = wikitable .. ' || ' .. cellValue
            end
    		wikitable = wikitable .. '\n'
    	end
    
        -- Generate rows for each biomarker
        for i, details in ipairs(biomarkers) do
            wikitable = wikitable .. '|-\n'
            wikitable = wikitable .. '| '  .. details.system .. ' || ' .. details.name
            for _, study in pairs(studies) do
                -- Retrieve data value for the current cell, using the nested structure
                local cellValue = study.data[details.key] or ""
                wikitable = wikitable .. ' || ' .. cellValue
            end
    		wikitable = wikitable .. '\n'
        end
    
        -- End of the table
        wikitable = wikitable .. '\n|}'
    
        return wikitable
    end
    
    return p