{"text_format":"3","workbook":"xls","n_sheets":7,"sheets":["Parameters","PSA","Model Figure","Life tables","PRS Model","MAM Model","Analysis"],"not_rendered":{"charts":4,"macros":1,"external_links":2,"defined_names":119,"comments":6},"read":"whole","date_system":"1900","formulas":"cached_only"}

{"sheet":"Parameters","index":0,"n_rows":183,"n_cols":23,"rows_kept":183,"flags":["formulas_cached_only"]}
["Parameters of the model"]
[]
[]
[]
["Name","deterministic",null,null,"description"]
[]
["Transition probabilities"]
[{"$nulls":14},"p = 1- exp(-rt)"]
["tpAh2A",{"$nulls":3},"Transition probability from A (high) to A",{"$nulls":5},"=",{"$nulls":3},"5 year %","1 year rate","1 year prob",null,"Combined formula"]
["tpAi2A",{"$nulls":3},"Transition probability from A (intermediate) to A",{"$nulls":5},"=",{"$nulls":3},90.59,0.4726794464781607,0.3766701502653128,null,0.3766701502653128]
["tpAl2A",{"$nulls":3},"Transition probability from A (low) to A",{"$nulls":5},"=",{"$nulls":3},80.05,0.3223882085304438,0.27558308908851303,null,0.27558308908851303]
["tpAh2B",{"$nulls":3},"Transition probability from A (high) to B ",{"$nulls":5},"=",{"$nulls":3},64.88,0.20927988344423504,0.18883182867252268,null,0.18883182867252268]
["tpAi2B",{"$nulls":3},"Transition probability from A (intermediate) to B ",{"$nulls":5},"=",{"$nulls":3},20.97,0.047068531754241485,0.04597798545225251,null,0.04597798545225251]
["tpAl2B",{"$nulls":3},"Transition probability from A (low) to B ",{"$nulls":5},"=",{"$nulls":4},0.029,0.02858353553339521]
["tpAh2C",{"$nulls":3},"Transition probability from A (high) to C",{"$nulls":5},"="]
["tpAi2C",{"$nulls":3},"Transition probability from A (intermediate) to C",{"$nulls":5},"="]
["tpAl2C",{"$nulls":3},"Transition probability from A (low) to C ",{"$nulls":5},"="]
["tpAh2D",{"$nulls":3},"Transition probability from A (high) to D",{"$nulls":5},"="]
["tpAi2D",{"$nulls":3},"Transition probability from A (intermediate) to D",{"$nulls":5},"="]
["tpAl2D",{"$nulls":3},"Transition probability from A (low) to D",{"$nulls":5},"="]
["tpAh2E",{"$nulls":3},"Transition probability from A (high) to E",{"$nulls":5},"="]
["tpAi2E",{"$nulls":3},"Transition probability from A (intermediate) to E",{"$nulls":5},"="]
["tpAl2E",{"$nulls":3},"Transition probability from A (low) to E",{"$nulls":5},"="]
["tpAh2F",{"v":0.0028957990618880824,"d":"0.003"},null,null,"Transition probability from A (high) to F",{"$nulls":5},"morALL"]
["tpAi2F",{"v":0.0028957990618880824,"d":"0.003"},null,null,"Transition probability from A (intermediate) to F",{"$nulls":5},"morALL"]
["tpAl2F",{"v":0.0028957990618880824,"d":"0.003"},null,null,"Transition probability from A (low) to F",{"$nulls":5},"morALL"]
["tpB2B",{"v":0.9804287815025108,"d":"0.980"},null,null,"Transition probability from B to B ",{"$nulls":5},"(Complement)"]
["tpB2C",{"v":0,"d":"0.000"},null,null,"Transition probability from B to C",{"$nulls":5},"="]
["tpB2D",{"v":0,"d":"0.000"},null,null,"Transition probability from B to D",{"$nulls":5},"="]
["tpB2E",{"v":0,"d":"0.000"},null,null,"Transition probability from B to E",{"$nulls":5},"="]
["tpB2F",{"v":0.019571218497489218,"d":"0.020"},null,null,"Transition probability from B to F",{"$nulls":5},"Singapore Cancer Registry Annual Registry Report 2015 (Mortality > 1-year rate > 1-year probability)"]
["tpC2C",{"v":0.9564720139776974,"d":"0.956"},null,null,"Transition probability from C to C ",{"$nulls":5},"(Complement)"]
["tpC2D",{"v":0,"d":"0.000"},null,null,"Transition probability from C to D",{"$nulls":5},"="]
["tpC2E",{"v":0,"d":"0.000"},null,null,"Transition probability from C to E",{"$nulls":5},"="]
["tpC2F",{"v":0.04352798602230257,"d":"0.044"},null,null,"Transition probability from C to F",{"$nulls":5},"Singapore Cancer Registry Annual Registry Report 2015 (Mortality > 1-year rate > 1-year probability)"]
["tpD2D",{"v":0.9171115612015137,"d":"0.917"},null,null,"Transition probability from D to D",{"$nulls":5},"(Complement)"]
["tpD2E",{"v":0,"d":"0.000"},null,null,"Transition probability from D to E",{"$nulls":5},"="]
["tpD2F",{"v":0.08288843879848629,"d":"0.083"},null,null,"Transition probability from D to F",{"$nulls":5},"Singapore Cancer Registry Annual Registry Report 2015 (Mortality > 1-year rate > 1-year probability)"]
["tpE2E",{"v":0.7316774763357967,"d":"0.732"},null,null,"Transition probability from E to E",{"$nulls":5},"(Complement)"]
["tpE2F",{"v":0.2683225236642033,"d":"0.268"},null,null,"Transition probability from E to F",{"$nulls":5},"Singapore Cancer Registry Annual Registry Report 2015 (Mortality > 1-year rate > 1-year probability)"]
[]
["Risk distribution"]
[{"$nulls":4},"6,3,1",".4,.55,.05",".4,.5,.1",".6,.35,.05","Def"]
["Low ",{"v":0.32143542506236805,"d":"0.32"},null,null,0.5118019573978123,0.32143542506236805,0.32143542506236805,0.5118019573978123,0.51,null,"Polygenic Risk Scores Expected Proportions (Jenny)"]
["Intermediate",0.5972622017527026,null,null,0.338066909742212,0.5972622017527026,0.5284334420776562,0.40689566941725835,0.41]
["High ",0.08130237318492932,null,null,0.1501311328599757,0.08130237318492932,0.1501311328599757,0.08130237318492932,0.08]
[]
["Breast Cancer Stage Distribution (Screened/Unscreened)"]
["Stage I",0.53,0.22,{"$nulls":7},"Wong (2019) Moving towards a personalised approach to breast cancer screening: are we ready? (thesis)"]
["Stage II",0.43,0.57]
["Stage III",0.03,0.12]
["Stage IV",0.01,0.09]
[]
["5-year Age-Standardised Observed Mortality (%) (Survival > Mortality)",{"$nulls":9},"Singapore Cancer Registry Annual Registry Report 2015 "]
["Stage I",9.409999999999997]
["Stage II",19.950000000000003]
["Stage III",35.120000000000005]
["Stage IV",79.03]
[]
["Costs (SGD, system perspective) (in PSA)"]
[]
["dmca",0,null,null,"Direct medical costs asssociated with overall state A"]
["dmcaL",0,null,null,"Direct medical costs associated with state A (Low)"]
["dmcaI",0,null,null,"Direct medical costs associated with state A (Intermediate)"]
["dmcaH",0,null,null,"Direct medical costs associated with state A (High)"]
["dmcb",{"v":63983,"d":"$63,983.00"},null,null,"Direct medical costs associated with state B",{"$nulls":5},"Wong (2019) Moving towards a personalised approach to breast cancer screening: are we ready? (thesis)"]
["dmcc",{"v":78226,"d":"$78,226.00"},null,null,"Direct medical costs associated with state C",{"$nulls":5},"="]
["dmcd",{"v":91129,"d":"$91,129.00"},null,null,"Direct medical costs associated with state D",{"$nulls":5},"="]
["dmce",{"v":110136,"d":"$110,136.00"},null,null,"Direct medical costs associated with state E",{"$nulls":5},"="]
[]
["Other costs (System perspective) (in PSA)"]
[]
["cBS",{"v":210,"d":"$210.00"},null,null,"Buccal swab for genotyping ",{"$nulls":5},"Jenny & team"]
["cMAMM",{"v":110,"d":"$110.00"},null,null,"Cost of Mammogram (average)",{"$nulls":5},"https://thecareissue.jaga-me.com/the-true-cost-of-breast-cancer-in-singapore/"]
["cUS",{"v":230,"d":"$230.00"},null,null,"Cost of Ultrasound (average, private*)",{"$nulls":5},"https://thecareissue.jaga-me.com/the-true-cost-of-breast-cancer-in-singapore/"]
["cQUEST",{"v":2,"d":"$2.00"},null,null,"Risk Factor Questionnaire",{"$nulls":5},"Cancer Screening Programme in Urban China | Beijing Municipal Health and Family Planning Commission’s notification on distribution of the 2014 national public health special project for chronic disease prevention and control. Beijing: Beijing Municipal Commission of Health and Family Planning; 2014."]
[]
["Other parameters"]
[]
["irBC",{"v":0.0653,"d":"0.065"},null,null,"Breast Cancer Incidence Rate (ASIR 2011-2015)",{"$nulls":5},"Singapore Cancer Registry Annual Registry Report 2015 (National Registry of Diseases Office)"]
["avgRisk",0.0285,null,null,"Average 10-year risk of a 50-year old",{"$nulls":5},"Folse, H. J., Green, L. E., Kress, A., Allman, R., & Dinh, T. A. (2013). Cost-effectiveness of a Genetic Test for Breast Cancer Risk. https://doi.org/10.1158/1940-6207.CAPR-13-0056"]
["morBC",{"v":0.00013484338268635886,"d":"0.000135"},null,null,"Mortality Rate from Breast Cancer (Deaths from breast cancer/Death from all causes)",{"$nulls":5},"http://gco.iarc.fr/today/data/factsheets/populations/702-singapore-fact-sheets.pdf"]
["morOther",{"v":0.0027609556792017238,"d":"0.002761"},null,null,"Mortality Rate from Other Causes (Deaths from All Causes - Deaths from Breast Cancer)",{"$nulls":5},"https://www.moh.gov.sg/resources-statistics/singapore-health-facts/principal-causes-of-death"]
["morALL",{"v":0.0028957990618880824,"d":"0.002896"},null,null,"Mortality Rate from All Causes (per resident)",{"$nulls":5},"https://www.singstat.gov.sg/find-data/search-by-theme/population/death-and-life-expectancy/latest-data",{"$nulls":9}," (2018 age std. death rate of 2.9 per 1000 residents, converted to probability)"]
["fprMAM",0.938,null,null,"Mammogram false positive rate",{"$nulls":5},"Factors associated with false-positive mammography at first screen in an Asian population. P.J Ho, C.M. Bok, H.M. Mohd Ishak, L.Y. Lim, J. Liu, F.Y. Wong, K.S. Chia, M-H Tan, W.Y. Chay, M. Hartman, J Li.  PLoS One, March 11 2019. DOI: https://doi.org/10.1371/journal.pone.0213615"]
["cDR",0.03,null,null,"Annual discount rate - costs "]
["oDR",0.03,null,null,"Annual discount rate - benefits "]
[]
["Age Groups (used to derive proportions for tailored screening)"]
[]
["35-69",1004796,null,null,"Total number of population aged 35 to 69",{"$nulls":5},"2020 Population Projections from DEMOS"]
["35-39",158075,null,null,"Total number of population aged 35 to 39"]
["35-49",468914,null,null,"Total number of population aged 35 to 49"]
["40-69 ",846721,null,null,"Total number of population aged 40 to 69"]
["50-69",535882,null,null,"Total number of population aged 50 to 69"]
[]
["Utilities (in PSA)"]
["uHealthy",{"v":1,"d":"1.000"},null,null,"Utility score for heathy state",{"$nulls":5},"Wong (2019) Moving towards a personalised approach to breast cancer screening: are we ready? (thesis)"]
["uS1",0.731,null,null,"Utility score for living with Stage I breast cancer"]
["uS2",0.731,null,null,"Utility score for living with Stage II breast cancer"]
["uS3",0.599,null,null,"Utility score for living with Stage III breast cancer"]
["uS4",0.352,null,null,"Utility score for living with Stage IV breast cancer"]
[]
["Risk Group Multiplier"]
["multiplier_high",2]
["multiplier_int",1]
["multiplier_low",{"v":0.5,"d":"0.500"}]
[]
["Mammogram and Ultrasound performance"]
["Sensitivity",0.8,{"$nulls":8},"Sun, L., Legood, R., Sadique, Z., Dos-Santos-Silva, I., & Yang, L. (2018). Cost–effectiveness of risk-based breast cancer screening programme, China. Bulletin of the World Health Organization, 96(8), 568–577. https://doi.org/10.2471/BLT.18.207944"]
["Specificity ",{"v":1,"d":"1.000"}]
[]
[]
[]
["One Way Sensitivity Analysis ",{"$nulls":3},"all costs, all utility, sensitivity "]
[]
[null,null,"ICER",{"$nulls":3},"ICER",{"$nulls":3},"ICER",{"$nulls":3},"ICER",{"$nulls":3},"ICER",{"$nulls":3},"ICER"]
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[{"v":0.8,"d":"80%"},168,-1579.4375362118687,null,{"v":0.8,"d":"80%"},88,-1630.6936427050605,null,{"v":0.8,"d":"80%"},184,-1557.474680866814,null,{"v":0.8,"d":"80%"},1.6,-1536.615546420607,null,{"v":0.8,"d":"80%"},51186.4,-1727.9956120185186,null,{"v":0.8,"d":"80%"},1.6,{"v":-2201.512721349136,"d":"-2201.51"}]
[{"v":0.85,"d":"85%"},178.5,-1568.6291012885938,null,{"v":0.85,"d":"85%"},93.5,-1607.0711811584922,null,{"v":0.85,"d":"85%"},195.5,-1552.1569597798025,null,{"v":0.85,"d":"85%"},1.7,-1536.5126089451464,null,{"v":0.85,"d":"85%"},54385.549999999996,-1680.0476581435876,null,{"v":0.85,"d":"85%"},1.7,{"v":-2035.0849602159747,"d":"-2035.08"}]
[{"v":0.9,"d":"90%"},189,-1557.8206663653186,null,{"v":0.9,"d":"90%"},99,-1583.4487196119126,null,{"v":0.9,"d":"90%"},207,-1546.8392386927912,null,{"v":0.9,"d":"90%"},1.8,-1536.4096714696896,null,{"v":0.9,"d":"90%"},57584.700000000004,-1632.0997042686415,null,{"v":0.9,"d":"90%"},1.8,{"v":-1868.7240832736006,"d":"-1868.72"}]
[{"v":0.95,"d":"95%"},199.5,-1547.0122314420435,null,{"v":0.95,"d":"95%"},104.5,-1559.8262580653368,null,{"v":0.95,"d":"95%"},218.5,-1541.5215176057798,null,{"v":0.95,"d":"95%"},1.9,-1536.306733994229,null,{"v":0.95,"d":"95%"},60783.85,-1584.1517503936993,null,{"v":0.95,"d":"95%"},1.9,{"v":-1702.430294443146,"d":"-1702.43"}]
[{"v":1,"d":"100%"},210,-1536.2037965187685,null,{"v":1,"d":"100%"},110,-1536.2037965187685,null,{"v":1,"d":"100%"},230,-1536.2037965187685,null,{"v":1,"d":"100%"},2,-1536.2037965187685,null,{"v":1,"d":"100%"},63983,-1536.2037965187685,null,{"v":1,"d":"100%"},2,{"v":-1536.2037965187685,"d":"-1536.20"}]
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[{"v":1.2,"d":"120%"},252,-1492.970056825668,null,{"v":1.2,"d":"120%"},132,-1441.7139503324652,null,{"v":1.2,"d":"120%"},276,-1514.9329121707267,null,{"v":1.2,"d":"120%"},2.4,-1535.7920466169298,null,{"v":1.2,"d":"120%"},76779.59999999999,-1344.411981018996,null,{"v":1.2,"d":"120%"},2.4,{"v":-871.9747303571795,"d":"-871.97"}]
[]
[null,null,"ICER",{"$nulls":3},"ICER",{"$nulls":3},"ICER",{"$nulls":3},"ICER",{"$nulls":3},"ICER"]
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[]
[null,null,"ICER",{"$nulls":3},"ICER",{"$nulls":3},"ICER",{"$nulls":3},"ICER",{"$nulls":3},"ICER"]
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[{"v":0.85,"d":"85%"},0.50915,-1535.1904402947387,null,{"v":0.85,"d":"85%"},0.29919999999999997,-1535.9915796683156,null,{"v":0.85,"d":"85%"},0.68,-2247.860834276019,null,{"v":0.85,"d":"85%"},0.425,-2111.6507588293293,null,{"v":0.85,"d":"85%"},0.85,-3562.098105884681]
[{"v":0.9,"d":"90%"},0.5391,-1535.5280771233975,null,{"v":0.9,"d":"90%"},0.31679999999999997,-1536.062312103422,null,{"v":0.9,"d":"90%"},0.7200000000000001,-2011.073104042547,null,{"v":0.9,"d":"90%"},0.45,-1920.4018944932793,null,{"v":0.9,"d":"90%"},0.9,-2894.715313520886]
[{"v":0.95,"d":"95%"},0.56905,-1535.8658624987268,null,{"v":0.95,"d":"95%"},0.3344,-1536.1330510532543,null,{"v":0.95,"d":"95%"},0.76,-1773.8546836141522,null,{"v":0.95,"d":"95%"},0.475,-1728.587121944398,null,{"v":0.95,"d":"95%"},0.95,-2219.465161532301]
[{"v":1,"d":"100%"},0.599,-1536.2037965187685,null,{"v":1,"d":"100%"},0.352,-1536.2037965187685,null,{"v":1,"d":"100%"},0.8,-1536.2037965187685,null,{"v":1,"d":"100%"},0.5,-1536.2037965187685,null,{"v":1,"d":"100%"},1,-1536.2037965187685]
[{"v":1.05,"d":"105%"},0.62895,-1536.541879281685,null,{"v":1.05,"d":"105%"},0.3696,-1536.2745485008536,null,{"v":1.05,"d":"105%"},0.8400000000000001,-1298.1186572880904,null,{"v":1.05,"d":"105%"},0.525,-1343.2492571170824,null,{"v":1.05,"d":"105%"},1.05,-844.7838409859295]
[{"v":1.1,"d":"110%"},0.6589,-1536.8801108856405,null,{"v":1.1,"d":"110%"},0.3872,-1536.345307000371,null,{"v":1.1,"d":"110%"},0.8800000000000001,-1059.597471403996,null,{"v":1.1,"d":"110%"},0.55,-1149.7208260768555,null,{"v":1.1,"d":"110%"},1.1,-145.05428476475]
[{"v":1.15,"d":"115%"},0.68885,-1537.218491429004,null,{"v":1.15,"d":"115%"},0.40479999999999994,-1536.4160720182713,null,{"v":1.15,"d":"115%"},0.9199999999999999,-820.6384352445448,null,{"v":1.15,"d":"115%"},0.575,-955.615809043325,null,{"v":1.15,"d":"115%"},1.15,563.1396276086374]
[{"v":1.2,"d":"120%"},0.7188,-1537.5570210101578,null,{"v":1.2,"d":"120%"},0.42239999999999994,-1536.4868435554051,null,{"v":1.2,"d":"120%"},0.96,-581.2397360296128,null,{"v":1.2,"d":"120%"},0.6,-760.9314948391784,null,{"v":1.2,"d":"120%"},1.2,1279.95651372908]
[]
[]
[]
["SUMMARY",null,null,"Questionnaire Cost","S4 Utility","S1 Utility","S3 Utility","Ultrasound Cost","S2 Utility","Buccal Swab Cost","Mammogram Cost","S1 Costs","S4 Costs","S3 Costs","Sensitivity","S2 Costs","multiplier_high","multiplier_low"]
[null,{"v":0.8,"d":"80%"},null,-1536.615546420607,-1535.920853747091,-1539.6112113541278,-1534.8529519147603,-1557.474680866814,-1529.6291480246703,-1579.4375362118687,-1630.6936427050605,-1727.9956120185186,-1477.5888685042844,-1401.2056890123474,-2484.2196418435465,-1071.3780371068542,{"v":-2201.512721349136,"d":"-2201.51"},-2302.3363433077943]
[null,{"v":1,"d":"100%"},null,-1536.2037965187685,-1536.2037965187685,-1536.2037965187685,-1536.2037965187685,-1536.2037965187685,-1536.2037965187685,-1536.2037965187685,-1536.2037965187685,-1536.2037965187685,-1536.2037965187685,-1536.2037965187685,-1536.2037965187685,-1536.2037965187685,{"v":-1536.2037965187685,"d":"-1536.20"},-1536.2037965187685]
[null,{"v":1.2,"d":"120%"},null,-1535.7920466169298,-1536.4868435554051,-1532.8114307251833,-1537.5570210101578,-1514.9329121707267,-1542.8352072664077,-1492.970056825668,-1441.7139503324652,-1344.411981018996,-1594.8187245332338,-1671.201904025163,-581.2397360296128,-2001.029555930664,{"v":-871.9747303571795,"d":"-871.97"},-760.9314948391784]
[]
[]
[]
[{"$nulls":17},"multiplier_int"]
[{"$nulls":17},-4221.753972639589]
[{"$nulls":17},-1536.2037965187685]
[{"$nulls":17},1279.95651372908]
[]
[]
["Varying high/int/low risk cutoffs"]
[]
["Percentile (%)","Case, N","Controls, N"]
["<5",160,376,null,"Proportions"]
["2020-05-10",190,375,null,"L,M,H",".6,.35,.05",".4,.55,.05",".4,.5,.1","6,3,1"]
["2020-10-20",481,751,null,"Low",0.5118019573978123,0.32143542506236805,0.32143542506236805,0.5118019573978123]
["20-30",532,750,null,"Int",0.40689566941725835,0.5972622017527026,0.5284334420776562,0.338066909742212]
["30-40",659,751,null,"High",0.08130237318492932,0.08130237318492932,0.1501311328599757,0.1501311328599757]
["40-60",1475,1501,null,"check",0.9999999999999999,0.9999999999999999,1,1]
["60-70",954,750,null,"incCost",-4278.660374402716,-1760.9106195532695,-118.20340939662492,-2635.953164246057]
["70-80",1001,751,null,"incEff",0.9918065990313423,0.9682569324543344,0.9576882168754075,0.9812378834524296]
["80-90",1079,750,null,"ICER",{"v":-4314.006761581857,"d":"-4,314.01 "},-1818.6398264040508,-123.42577397713022,-2686.354867355514]
["90-95",701,375,null,"SA"]
[">95",896,375]
[null,8128,7505]
["Total",null,15633]

{"sheet":"PSA","index":1,"n_rows":10039,"n_cols":19,"rows_kept":10039,"flags":["formulas_cached_only"]}
["Probabilistic Sensitivity Analysis "]
[]
["Costs (SGD, system perspective) (+-30%)"]
[{"$nulls":3},"Restore","Distribution","Min","Max","Std Dev","Alpha ","Beta","Random",null,"Description",{"$nulls":5},"Reference"]
["dmca","-",null,"-","-","-","-","-","-","-","-",null,"Direct medical costs asssociated with overall state A"]
["dmcaL","-",null,"-","-","-","-","-","-","-","-",null,"Direct medical costs associated with state A (Low)"]
["dmcaI","-",null,"-","-","-","-","-","-","-","-",null,"Direct medical costs associated with state A (Intermediate)"]
["dmcaH","-",null,"-","-","-","-","-","-","-","-",null,"Direct medical costs associated with state A (High)"]
["dmcb",{"v":63983,"d":"$63,983.00"},null,{"v":63983,"d":"63,983.00"},"Gamma",44788.1,83177.9,9793.49628432304,42.682875785490275,1499.0320783809639,62472.12247355835,null,"Direct medical costs associated with state B",{"$nulls":5},"Wong (2019) Moving towards a personalised approach to breast cancer screening: are we ready? (thesis)"]
["dmcc",{"v":78226,"d":"$78,226.00"},null,{"v":78226,"d":"78,226.00"},"Gamma",54758.2,101693.8,11973.587364416398,42.68287578549025,1832.7256202964747,112335.14888222667,null,"Direct medical costs associated with state C",{"$nulls":5},"="]
["dmcd",{"v":91129,"d":"$91,129.00"},null,{"v":91129,"d":"91,129.00"},"Gamma",63790.3,118467.7,13948.57263482604,42.68287578549026,2135.0248389537674,95133.30294076976,null,"Direct medical costs associated with state D",{"$nulls":5},"="]
["dmce",{"v":110136,"d":"$110,136.00"},null,{"v":110136,"d":"110,136.00"},"Gamma",77095.2,143175.8,16857.605680827644,42.68416763812921,2580.254133891484,121674.31647031114,null,"Direct medical costs associated with state E",{"$nulls":5},"="]
[]
["Other costs"]
[]
["cBS",{"v":210,"d":"$210.00"},null,{"v":210,"d":"$210.00"},"Gamma",147,273,32.1434477862532,42.68287578549028,4.920005883750408,218.3701888067198,null,"Buccal swab for genotyping ",{"$nulls":5},"Wong, X. Y., Groothuis-Oudshoorn, C. G. M., Tan, C. S., van Til, J. A., Hartman, M., Chong, K. J., … Wee, H. L. (2018). Women’s preferences, willingness-to-pay, and predicted uptake for single-nucleotide polymorphism gene testing to guide personalized breast cancer screening strategies: A discrete choice experiment. Patient Preference and Adherence, 12, 1837–1852. https://doi.org/10.2147/PPA.S171348"]
["cMAMM",{"v":110,"d":"$110.00"},null,{"v":110,"d":"$110.00"},"Gamma",87.5,162.5,19.133004634674528,33.053619008283654,3.327926057731609,126.79302549686261,null,"Cost of Mammogram (average calculated from SGD50-200)",{"$nulls":5},"https://thecareissue.jaga-me.com/the-true-cost-of-breast-cancer-in-singapore/"]
["cUS",{"v":230,"d":"$230.00"},null,{"v":230,"d":"$230.00"},"Gamma",161,299,35.20472852780113,42.68287578549026,5.388577872679021,198.72980369721824,null,"Cost of Ultrasound (average calculated from SGD160-300, private*)",{"$nulls":5},"https://thecareissue.jaga-me.com/the-true-cost-of-breast-cancer-in-singapore/"]
["cQUEST",{"v":2,"d":"$2.00"},null,{"v":2,"d":"$2.00"},"Gamma",1.4,2.6,0.3061280741547925,42.682875785490246,0.046857198892861066,1.816648027771759,null,"Risk Factor Questionnaire",{"$nulls":5},"Cancer Screening Programme in Urban China | Beijing Municipal Health and Family Planning Commission’s notification on distribution of the 2014 national public health special project for chronic disease prevention and control. Beijing: Beijing Municipal Commission of Health and Family Planning; 2014."]
[]
["Utilities (+- 0.1)"]
["uHealthy",{"v":1,"d":"1.000"},null,{"v":1,"d":"1.000"},"Beta",1,1,0,null,null,1,null,"Utility score for heathy state",{"$nulls":5},"Wong (2019) Moving towards a personalised approach to breast cancer screening: are we ready? (thesis)"]
["uS1",0.731,null,0.731,"Beta",0.63,0.83,0.05102134569246539,54.487323398204715,21.0507387060425,0.7048323154449463,null,"Utility score for living with Stage I breast cancer"]
["uS2",0.731,null,0.731,"Beta",0.63,0.83,0.05102134569246539,54.487323398204715,21.0507387060425,0.6937435865402222,null,"Utility score for living with Stage II breast cancer"]
["uS3",0.599,null,0.599,"Beta",0.499,0.699,0.05102134569246539,54.67160257958731,37.599854147603516,0.5268411636352539,null,"Utility score for living with Stage III breast cancer"]
["uS4",0.352,null,0.352,"Beta",0.252,0.452,0.05102134569246541,30.490992969009646,57.13114614749502,0.2966806888580322,null,"Utility score for living with Stage IV breast cancer"]
[]
[{"$nulls":5},"NORMINV(0.975,0,1)"]
[{"$nulls":5},1.9599639845400536]
["Analysis"]
[]
["Strategy","Eff","Cost (SGD)",{"$nulls":5},"Rerun YS new procedures"]
["PRS",{"v":22.767961097989584,"d":"22.77"},{"v":22242.341774957476,"d":"22,242.34"}]
["Mammo",{"v":21.79984306208754,"d":"21.80"},{"v":23729.56837718849,"d":"23,729.57"},"ICER (SGD/QALY)"]
["difference",{"v":0.9681180359020445,"d":"0.97"},{"v":-1487.226602231014,"d":"-1,487.23 "},{"v":-1536.2037965187685,"d":"-1,536.20 "}]
[{"$nulls":5},"Threshold","% Intervention cost eff","% status quo cost eff",{"$nulls":3},"min",{"v":-3607.010675997965,"d":"-3,607.01"}]
["Probabilistic Sensitivity Analysis ",{"$nulls":4},50000,1,0,{"$nulls":3},"median",{"v":-1499.0142286756022,"d":"-1,499.01"}]
[{"$nulls":11},"max",{"v":-286.3457212948973,"d":"-286.35"}]
["Trial","inc.Effect","inc.Cost (SGD)","ICER (SGD/QALY)","Prop. CE","Cost-effective or not",{"$nulls":5},"mean",{"v":-1528.5310252890697,"d":"-1,528.53"}]
[1,{"v":0.9681880809343291,"d":"0.9682"},{"v":-1561.2517424408725,"d":"-1561.25"},{"v":-1612.5500542562145,"d":"-1612.5501"},38.7,1,{"$nulls":5},"stdev",{"v":427.93074202566953,"d":"427.93"}]
[2,{"v":0.9672186365466509,"d":"0.9672"},{"v":-1815.8419407365582,"d":"-1815.84"},{"v":-1877.3851868899308,"d":"-1877.3852"},18.7,1,{"$nulls":5},{"v":0.025,"d":"2.50%"},{"v":-2450.450441627571,"d":"-2,450.45"}]
[3,{"v":0.9651927154315878,"d":"0.9652"},{"v":-864.2056992223224,"d":"-864.21"},{"v":-895.3711371887957,"d":"-895.3711"},94.69999999999999,1,{"$nulls":5},{"v":0.975,"d":"97.50%"},{"v":-760.3868521512021,"d":"-760.39"}]
[4,{"v":0.9694560498341076,"d":"0.9695"},{"v":-2209.7333815849233,"d":"-2209.73"},{"v":-2279.353852052448,"d":"-2279.3539"},4.5,1]
[5,{"v":0.9678209623409124,"d":"0.9678"},{"v":-1912.0099307144228,"d":"-1912.01"},{"v":-1975.582266878946,"d":"-1975.5823"},14.2,1]
[6,{"v":0.9683953733671835,"d":"0.9684"},{"v":-2001.5280928870088,"d":"-2001.53"},{"v":-2066.8501192106537,"d":"-2066.8501"},11.5,1]
[7,{"v":0.9676283702544666,"d":"0.9676"},{"v":-1691.0655246873066,"d":"-1691.07"},{"v":-1747.6394622892162,"d":"-1747.6395"},28.199999999999996,1]
[8,{"v":0.9699273062563982,"d":"0.9699"},{"v":-1765.8442536290895,"d":"-1765.84"},{"v":-1820.5944324267662,"d":"-1820.5944"},22.3,1,null,"CEAC"]
[9,{"v":0.964973577610337,"d":"0.9650"},{"v":-884.3256839988862,"d":"-884.33"},{"v":-916.4247649027164,"d":"-916.4248"},93.7,1,null,"CE threshold","Tailored Screening","Mammogram Only Screening"]
[10,{"v":0.9670044923952368,"d":"0.9670"},{"v":-1286.9309668182977,"d":"-1286.93"},{"v":-1330.8428005650874,"d":"-1330.8428"},66.7,1,null,0,1,0]
[11,{"v":0.9666447224439807,"d":"0.9666"},{"v":-1693.120089281194,"d":"-1693.12"},{"v":-1751.5433022801344,"d":"-1751.5433"},27.800000000000004,1,null,10000,1,0]
[12,{"v":0.9674327301246812,"d":"0.9674"},{"v":-1306.1627541724993,"d":"-1306.16"},{"v":-1350.1328965830658,"d":"-1350.1329"},64.2,1,null,20000,1,0]
[13,{"v":0.9636507037610009,"d":"0.9637"},{"v":-1349.9759941324628,"d":"-1349.98"},{"v":-1400.8976373531254,"d":"-1400.8976"},59.099999999999994,1,null,30000,1,0]
[14,{"v":0.9694903608676881,"d":"0.9695"},{"v":-2231.842390531623,"d":"-2231.84"},{"v":-2302.07795829361,"d":"-2302.0780"},4.2,1,null,40000,1,0]
[15,{"v":0.9673268524084548,"d":"0.9673"},{"v":-1470.061334044236,"d":"-1470.06"},{"v":-1519.7152135124447,"d":"-1519.7152"},47.4,1,null,50000,1,0]
[16,{"v":0.9692997549893505,"d":"0.9693"},{"v":-746.4978031351638,"d":"-746.50"},{"v":-770.1413306798632,"d":"-770.1413"},97.3,1]
[17,{"v":0.9676589316490762,"d":"0.9677"},{"v":-2330.6442633791594,"d":"-2330.64"},{"v":-2408.5389873964114,"d":"-2408.5390"},3,1]
[18,{"v":0.9706426109174622,"d":"0.9706"},{"v":-1664.453101493331,"d":"-1664.45"},{"v":-1714.7950056716254,"d":"-1714.7950"},30,1]
[19,{"v":0.9663394886429053,"d":"0.9663"},{"v":-1088.8005750352386,"d":"-1088.80"},{"v":-1126.7267744220135,"d":"-1126.7268"},83.3,1]
[20,{"v":0.965915355130921,"d":"0.9659"},{"v":-1623.5562069837797,"d":"-1623.56"},{"v":-1680.8472899405574,"d":"-1680.8473"},32.4,1]
[21,{"v":0.9683943718963803,"d":"0.9684"},{"v":-1249.5101998284226,"d":"-1249.51"},{"v":-1290.2906461357688,"d":"-1290.2906"},70.39999999999999,1]
[22,{"v":0.9657869024164896,"d":"0.9658"},{"v":-1463.3258159694633,"d":"-1463.33"},{"v":-1515.1642793126357,"d":"-1515.1643"},48.199999999999996,1]
[23,{"v":0.968586166487782,"d":"0.9686"},{"v":-829.5879500837618,"d":"-829.59"},{"v":-856.4937005986308,"d":"-856.4937"},95.8,1]
[24,{"v":0.9664312469571001,"d":"0.9664"},{"v":-1881.211605214874,"d":"-1881.21"},{"v":-1946.5550303118262,"d":"-1946.5550"},15.6,1]
[25,{"v":0.9656435973628241,"d":"0.9656"},{"v":-2182.034467205569,"d":"-2182.03"},{"v":-2259.668549726537,"d":"-2259.6685"},4.9,1]
[26,{"v":0.9685681736238365,"d":"0.9686"},{"v":-1368.9743661834145,"d":"-1368.97"},{"v":-1413.4001131396706,"d":"-1413.4001"},57.9,1]
[27,{"v":0.969420034147177,"d":"0.9694"},{"v":-883.6679967124801,"d":"-883.67"},{"v":-911.542948965218,"d":"-911.5429"},94.19999999999999,1]
[28,{"v":0.9679849545270933,"d":"0.9680"},{"v":-1781.7626317135037,"d":"-1781.76"},{"v":-1840.6924853330797,"d":"-1840.6925"},20.9,1]
[29,{"v":0.965964709188011,"d":"0.9660"},{"v":-1240.6163392941999,"d":"-1240.62"},{"v":-1284.3288450331283,"d":"-1284.3288"},71.3,1]
[30,{"v":0.9709865507759545,"d":"0.9710"},{"v":-1504.1220860541143,"d":"-1504.12"},{"v":-1549.0658288233856,"d":"-1549.0658"},44.800000000000004,1]
[31,{"v":0.967093150798064,"d":"0.9671"},{"v":-989.3889603974021,"d":"-989.39"},{"v":-1023.0544592120616,"d":"-1023.0545"},90,1]
[32,{"v":0.9670482203383166,"d":"0.9670"},{"v":-1193.3623631746123,"d":"-1193.36"},{"v":-1234.0257063470121,"d":"-1234.0257"},75.8,1]
[33,{"v":0.9700707773863684,"d":"0.9701"},{"v":-1546.13273856655,"d":"-1546.13"},{"v":-1593.8349805075538,"d":"-1593.8350"},40,1]
[34,{"v":0.9686641879192557,"d":"0.9687"},{"v":-1747.2306929242877,"d":"-1747.23"},{"v":-1803.752750142891,"d":"-1803.7528"},23.599999999999998,1]
[35,{"v":0.9719130478897391,"d":"0.9719"},{"v":-1632.8947609532333,"d":"-1632.89"},{"v":-1680.0831766778388,"d":"-1680.0832"},32.6,1]
[36,{"v":0.9715086736654364,"d":"0.9715"},{"v":-1135.658264635178,"d":"-1135.66"},{"v":-1168.9635876851376,"d":"-1168.9636"},80.10000000000001,1]
[37,{"v":0.9683802028802582,"d":"0.9684"},{"v":-1647.010738947698,"d":"-1647.01"},{"v":-1700.7893532405822,"d":"-1700.7894"},31,1]
[38,{"v":0.9679480980020898,"d":"0.9679"},{"v":-1023.3180215303219,"d":"-1023.32"},{"v":-1057.2034013419927,"d":"-1057.2034"},88.2,1]
[39,{"v":0.9669945734918848,"d":"0.9670"},{"v":-1301.448877709532,"d":"-1301.45"},{"v":-1345.869887366492,"d":"-1345.8699"},65.10000000000001,1]
[40,{"v":0.9670721678785803,"d":"0.9671"},{"v":-1326.883020745754,"d":"-1326.88"},{"v":-1372.0620495743078,"d":"-1372.0620"},62,1]
[41,{"v":0.9681428965532675,"d":"0.9681"},{"v":-1226.5968360574188,"d":"-1226.60"},{"v":-1266.9584628718403,"d":"-1266.9585"},73.4,1]
[42,{"v":0.9686511781929781,"d":"0.9687"},{"v":-1715.8068392393434,"d":"-1715.81"},{"v":-1771.3361402607145,"d":"-1771.3361"},26.400000000000002,1]
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{"sheet":"Model Figure","index":2,"n_rows":46,"n_cols":7,"rows_kept":46,"flags":["formulas_cached_only"]}
["Diagrammatic representation of the Markov Model"]
["States of the model in the represented by the ovals, transitions between states represented by the arrows"]
{"$rows_empty":31}
["All transition probability variables shown in blue"]
["State cost variables shown in red"]
["State utility variables shown in green"]
["See <Parameters> page for definitions"]
[]
[]
[null,"States (Proposed Tailored Screening Strategy)",{"$nulls":4},"Tailored Breast Screening Strategy"]
[null,"State A:","Healthy (Low / Intermediate / High Risk)",{"$nulls":3},"1. Genotype + Risk Factor Questionairre"]
[null,"State B: ","Stage I Breast Cancer",{"$nulls":3},"2. Acquire PRS"]
[null,"State C: ","Stage II Breast Cancer",{"$nulls":3},"3. Follow up within 3 months"]
[null,"State D: ","Stage III Breast Cancer",{"$nulls":3},"4. Acquire updated PRS"]
[null,"Stage E:","Stage IV Breast Cancer",{"$nulls":3},"5. Adjust screening frequency accordingly "]
[null,"Stage F:","Death"]

{"sheet":"Life tables","index":3,"n_rows":30,"n_cols":11,"rows_kept":30,"flags":["formulas_cached_only"]}
["Death Rates (per person per year) by age"]
[]
[null,"Age","Index","Females",null,"Reference",{"$nulls":4},"Notes"]
[null,"35-39",35,0.00036,null,"Singstat Life Tables",{"$nulls":4},"Taken from Median age (eg, 35-39 uses value from 37)"]
[null,"40-44",40,0.00053]
[null,"45-49",45,0.00107]
[null,"50-54",50,0.00189]
[null,"55-59",55,0.00288]
[null,"60-64",60,0.00449]
[null,"65-69",65,0.00689]
[null,"70-74",70,0.01168]
[null,"75-79",75,0.02256]
[null,"80-84",80,0.04377]
[null,">=85",85,0.1443,null,"Mean of probabilities from age 85-99"]
[]
[]
["Invasive Breast Cancer Incidence (Rates?) by age"]
[]
[null,"Age","Index","Females","(HK)","Reference",{"$nulls":4},"Notes"]
[null,"35-39",35,0.000617,"-","Breast Cancer Incidence Rates from DEMOS"]
[null,"40-44",40,0.001114,0.000929,"(divided by 100,000 to get per person/years(?))"]
[null,"45-49",45,0.001733,0.001244]
[null,"50-54",50,0.001775,0.001361]
[null,"55-59",55,0.002073,0.001315]
[null,"60-64",60,0.002119,0.001057]
[null,"65-69",65,0.002056,0.001204]
[null,"70-74",70,0.002063,0.000987]
[null,"75-79",75,0.001974,0.001371]
[null,"80-84",80,0.00171,0.001593]
[null,">=85",85,0.00153,0.001494]

{"sheet":"PRS Model","index":4,"n_rows":52,"n_cols":26,"rows_kept":52,"merged":[[5,6,5,8]],"flags":["formulas_cached_only"]}
["Markov model"]
[]
[]
[]
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[{"$nulls":6},"= no screening"]

{"sheet":"MAM Model","index":5,"n_rows":52,"n_cols":23,"rows_kept":52,"flags":["formulas_cached_only"]}
["Markov model"]
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[]
[null,"sum",{"$nulls":5},{"v":0.24642688377892535,"d":"0.2464"},{"v":0.35942326252303897,"d":"0.3594"},{"v":0.04724140293248945,"d":"0.0472"},{"v":0.013692537903641942,"d":"0.0137"},{"v":2.637441856248841,"d":"2.6374"},null,{"v":0.6667840871380958,"d":"0.667"},{"v":37.36255814375118,"d":"37.36"},{"v":21.889191851677868,"d":"21.89"},{"v":37.17176788725846,"d":"37.17"},{"v":21.79984306208754,"d":"21.80"},null,{"v":50684.91296663757,"d":"$50,684.91"},{"v":23729.56837718849,"d":"$23,729.57"},null,8.985766957209133]
[]
[{"$nulls":6},"= no screening"]

{"sheet":"Analysis","index":6,"n_rows":26,"n_cols":13,"rows_kept":26,"flags":["formulas_cached_only"]}
["Analysis"]
[]
[null,"Tailored","Current ","Difference",null,"Healthy","Disease","Deaths","Stage I","Stage II","Stage III","Stage IV","Cases (overlapping)"]
[{"$nulls":5},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},0.6141353925223234]
["LYs",{"v":22.84910224667948,"d":"22.85"},{"v":21.889191851677868,"d":"21.89"},0.9599103950016108,null,{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},0.6667840871380958]
["QALYs",{"v":22.767961097989584,"d":"22.77"},{"v":21.79984306208754,"d":"21.80"},0.9681180359020445]
["Cost",{"v":22242.341774957476,"d":"$22,242"},{"v":23729.56837718849,"d":"$23,730"},{"v":-1487.226602231014,"d":"-$1,487"},null,{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"v":-0.05264869461577237,"d":"-0.05"}]
[]
[]
[{"$nulls":5},"82.3% healthy, 2.8% diseased, 14.9% dead"]
[{"$nulls":5},"81.3% healthy, 3.4% diseased, 15.3% dead"]
[null,"Estimated"]
[]
["ICER (Cost/LY)",{"v":-1549.3389903632813,"d":"-$1,549"}]
["ICER (Cost/QALY)",{"v":-1536.2037965187685,"d":"-$1,536"}]
[]
[]
[]
["Per person"]
[null,null,"Tailored ","Current"]
["Total mammograms",null,14.854545150398602,8.985766957209133]
["Total ultrasounds",null,0.48122733987869537,0]
["Total mammograms cost",null,{"v":1633.9999665438463,"d":"1634.00"},{"v":988.4343652930047,"d":"988.43"}]
["Total ultrasound cost",null,{"v":110.68228817209993,"d":"110.68"},{"v":0,"d":"0.00"}]
["Total number of screening cycles",null,{"v":12.599999999999998,"d":"12.60"},10]
["Total cases"]