{"text_format":"3","workbook":"xls","n_sheets":8,"sheets":["Parameters","PSA","Model Figure","Life tables","PRS Model","PRS Model (2)","MAM Model","Analysis"],"not_rendered":{"charts":4,"macros":1,"external_links":2,"defined_names":121,"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"]
[{"$nulls":4},"6,3,1",".4,.55,.05",".4,.5,.1",".6,.35,.05 (baseline)"]
["Low ",{"v":0.511801957397812,"d":"0.51"},null,null,0.5118019573978123,0.32143542506236805,0.32143542506236805,0.5118019573978123,null,null,"Polygenic Risk Scores Expected Proportions (Jenny)"]
["Intermediate",0.40689566941725835,null,null,0.338066909742212,0.5972622017527026,0.5284334420776562,0.40689566941725835]
["High ",0.08130237318492932,null,null,0.1501311328599757,0.08130237318492932,0.1501311328599757,0.08130237318492932]
[]
["Breast Cancer Stage Distribution (Screened/Unscreened)"]
["Stage I",0.53,0.22,{"$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":0.85,"d":"85%"},178.5,-3745.559334298198,null,{"v":0.85,"d":"85%"},93.5,-3774.454557754444,null,{"v":0.85,"d":"85%"},195.5,-3729.423815322716,null,{"v":0.85,"d":"85%"},1.7,-3714.100965758185,null,{"v":0.85,"d":"85%"},54385.549999999996,-3726.308553778366,null,{"v":0.85,"d":"85%"},1.7,{"v":-4193.384594621113,"d":"-4193.38"}]
[{"v":0.9,"d":"90%"},189,-3734.9723833472362,null,{"v":0.9,"d":"90%"},99,-3754.2358656513916,null,{"v":0.9,"d":"90%"},207,-3724.21537069691,null,{"v":0.9,"d":"90%"},1.8,-3714.0001376538894,null,{"v":0.9,"d":"90%"},57584.700000000004,-3722.1385296673384,null,{"v":0.9,"d":"90%"},1.8,{"v":-4033.4471688730628,"d":"-4033.45"}]
[{"v":0.95,"d":"95%"},199.5,-3724.3854323962673,null,{"v":0.95,"d":"95%"},104.5,-3734.017173548347,null,{"v":0.95,"d":"95%"},218.5,-3719.0069260711043,null,{"v":0.95,"d":"95%"},1.9,-3713.899309549594,null,{"v":0.95,"d":"95%"},60783.85,-3717.968505556318,null,{"v":0.95,"d":"95%"},1.9,{"v":-3873.5850687575607,"d":"-3873.59"}]
[{"v":1,"d":"100%"},210,-3713.7984814452984,null,{"v":1,"d":"100%"},110,-3713.7984814452984,null,{"v":1,"d":"100%"},230,-3713.7984814452984,null,{"v":1,"d":"100%"},2,-3713.7984814452984,null,{"v":1,"d":"100%"},63983,-3713.7984814452984,null,{"v":1,"d":"100%"},2,{"v":-3713.7984814452984,"d":"-3713.80"}]
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[]
[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,-3710.8845419597365,null,{"v":0.85,"d":"85%"},0.29919999999999997,-3713.2112199674466,null,{"v":0.85,"d":"85%"},0.68,-4234.870343005118,null,{"v":0.85,"d":"85%"},0.425,-4588.346870862202,null,{"v":0.85,"d":"85%"},0.85,-5045.151169396827]
[{"v":0.9,"d":"90%"},0.5391,-3711.8553469108933,null,{"v":0.9,"d":"90%"},0.31679999999999997,-3713.406953155997,null,{"v":0.9,"d":"90%"},0.7200000000000001,-4061.23533107398,null,{"v":0.9,"d":"90%"},0.45,-4298.328661263956,null,{"v":0.9,"d":"90%"},0.9,-4604.574506320677]
[{"v":0.95,"d":"95%"},0.56905,-3712.8266599397284,null,{"v":0.95,"d":"95%"},0.3344,-3713.602706980824,null,{"v":0.95,"d":"95%"},0.76,-3887.5447737539976,null,{"v":0.95,"d":"95%"},0.475,-4006.816513174704,null,{"v":0.95,"d":"95%"},0.95,-4160.802425527363]
[{"v":1,"d":"100%"},0.599,-3713.7984814452984,null,{"v":1,"d":"100%"},0.352,-3713.7984814452984,null,{"v":1,"d":"100%"},0.8,-3713.7984814452984,null,{"v":1,"d":"100%"},0.5,-3713.7984814452984,null,{"v":1,"d":"100%"},1,-3713.7984814452984]
[{"v":1.05,"d":"105%"},0.62895,-3714.770811826985,null,{"v":1.05,"d":"105%"},0.3696,-3713.9942765526703,null,{"v":1.05,"d":"105%"},0.8400000000000001,-3539.9962632674033,null,{"v":1.05,"d":"105%"},0.525,-3419.2624934651203,null,{"v":1.05,"d":"105%"},1.05,-3263.525673795254]
[{"v":1.1,"d":"110%"},0.6589,-3715.743651484428,null,{"v":1.1,"d":"110%"},0.3872,-3714.1900923060048,null,{"v":1.1,"d":"110%"},0.8800000000000001,-3366.1379270582197,null,{"v":1.1,"d":"110%"},0.55,-3123.196347457543,null,{"v":1.1,"d":"110%"},1.1,-2809.946436997434]
[{"v":1.15,"d":"115%"},0.68885,-3716.717000817966,null,{"v":1.15,"d":"115%"},0.40479999999999994,-3714.3859287088485,null,{"v":1.15,"d":"115%"},0.9199999999999999,-3192.223279373284,null,{"v":1.15,"d":"115%"},0.575,-2825.5877107479873,null,{"v":1.15,"d":"115%"},1.15,-2353.0226293343776]
[{"v":1.2,"d":"120%"},0.7188,-3717.6908602282633,null,{"v":1.2,"d":"120%"},0.42239999999999994,-3714.58178576424,null,{"v":1.2,"d":"120%"},0.96,-3018.2521254848853,null,{"v":1.2,"d":"120%"},0.6,-2526.4241180034924,null,{"v":1.2,"d":"120%"},1.2,-1892.7155218635082]
[]
[]
[]
["SUMMARY",null,null,"Questionnaire Cost","S4 Utility","S1 Utility","S3 Utility","S1 Costs","Ultrasound Cost","S2 Utility","Buccal Swab Cost","S4 Costs","Mammogram Cost","S3 Costs","multiplier_high","S2 Costs","Sensitivity","multiplier_low"]
[null,{"v":0.8,"d":"80%"},null,-3714.201793862481,-3713.015507411909,-3714.5791665501056,-3709.914244687725,-3730.478577889382,-3734.632259948522,-3690.6016415719077,-3756.146285249167,-3646.981163516288,-3794.673249857496,-3553.5654110918836,{"v":-4353.397157680612,"d":"-4353.40"},-3036.9494138581076,-4408.449997867461,-4876.882961335036]
[null,{"v":1,"d":"100%"},null,-3713.7984814452984,-3713.7984814452984,-3713.7984814452984,-3713.7984814452984,-3713.7984814452984,-3713.7984814452984,-3713.7984814452984,-3713.7984814452984,-3713.7984814452984,-3713.7984814452984,-3713.7984814452984,{"v":-3713.7984814452984,"d":"-3713.80"},-3713.7984814452984,-3713.7984814452984,-3713.7984814452984]
[null,{"v":1.2,"d":"120%"},null,-3713.3951690281233,-3714.58178576424,-3713.0181244213804,-3717.6908602282633,-3697.1183850011926,-3692.964702942082,-3737.2887677252115,-3671.450677641437,-3780.615799374305,-3632.923713033093,-3874.0315517987056,{"v":-3075.410963446141,"d":"-3075.41"},-4390.647549032482,-3018.2521254848853,-2526.4241180034924]
[]
[]
[]
[{"$nulls":17},"multiplier_int"]
[{"$nulls":17},-5482.56831597652]
[{"$nulls":17},-3713.7984814452984]
[{"$nulls":17},-1892.7155218635082]
[]
[]
["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":"$63,983.00"},null,{"v":63983,"d":"63,983.00"},"Gamma",44788.1,83177.9,9793.496284323039,42.682875785490296,1499.032078380963,50572.94773808186,null,"Direct medical costs associated with state B",{"$nulls":5},"Wong (2019) Moving towards a personalised approach to breast cancer screening: are we ready? (thesis)"]
["dmcc",{"v":78226,"d":"$78,226.00"},null,{"v":78226,"d":"78,226.00"},"Gamma",54758.2,101693.8,11973.587364416395,42.682875785490275,1832.7256202964736,101176.19145940695,null,"Direct medical costs associated with state C",{"$nulls":5},"="]
["dmcd",{"v":91129,"d":"$91,129.00"},null,{"v":91129,"d":"91,129.00"},"Gamma",63790.3,118467.7,13948.572634826036,42.68287578549029,2135.024838953766,129000.52662610658,null,"Direct medical costs associated with state D",{"$nulls":5},"="]
["dmce",{"v":110136,"d":"$110,136.00"},null,{"v":110136,"d":"110,136.00"},"Gamma",77095.2,143175.8,16857.60568082764,42.68416763812923,2580.254133891483,120187.87704746707,null,"Direct medical costs associated with state E",{"$nulls":5},"="]
[]
["Other costs"]
[]
["cBS",{"v":210,"d":"$210.00"},null,{"v":210,"d":"$210.00"},"Gamma",147,273,32.1434477862532,42.68287578549028,4.920005883750408,165.75976007212347,null,"Buccal swab for genotyping ",{"$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":"$110.00"},"Gamma",87.5,162.5,19.133004634674524,33.053619008283675,3.327926057731607,113.79727590968866,null,"Cost of Mammogram (average calculated from SGD50-200)",{"$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":"$230.00"},"Gamma",161,299,35.20472852780112,42.68287578549029,5.388577872679018,255.22136991976623,null,"Cost of Ultrasound (average calculated from SGD160-300, private*)",{"$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":"$2.00"},"Gamma",1.4,2.6,0.30612807415479243,42.68287578549027,0.046857198892861045,1.9269932793773408,null,"Risk Factor Questionnaire",{"$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",{"$nulls":5},"Wong (2019) Moving towards a personalised approach to breast cancer screening: are we ready? (thesis)"]
["uS1",0.731,null,0.731,"Beta",0.63,0.83,0.051021345692465386,54.48732339820473,21.050738706042516,0.6982457041740417,null,"Utility score for living with Stage I breast cancer"]
["uS2",0.731,null,0.731,"Beta",0.63,0.83,0.051021345692465386,54.48732339820473,21.050738706042516,0.7771215438842773,null,"Utility score for living with Stage II breast cancer"]
["uS3",0.599,null,0.599,"Beta",0.499,0.699,0.051021345692465386,54.67160257958733,37.59985414760352,0.6010861396789551,null,"Utility score for living with Stage III breast cancer"]
["uS4",0.352,null,0.352,"Beta",0.252,0.452,0.0510213456924654,30.490992969009657,57.13114614749506,0.27873265743255615,null,"Utility score for living with Stage IV breast cancer"]
[]
[{"$nulls":5},"NORMINV(0.975,0,1)"]
[{"$nulls":5},1.959963984540054]
["Analysis"]
[]
["Strategy","Eff","Cost (SGD)"]
["PRS",{"v":22.788272826459995,"d":"22.79"},{"v":20058.739419246733,"d":"20,058.74"},{"$nulls":5},"Re-run with YS new procedures"]
["Mammo",{"v":21.79984306208754,"d":"21.80"},{"v":23729.56837718849,"d":"23,729.57"},"ICER (SGD/QALY)"]
["difference",{"v":0.9884297643724551,"d":"0.99"},{"v":-3670.828957941758,"d":"-3,670.83 "},{"v":-3713.7984814452984,"d":"-3,713.80 "},{"$nulls":6},"min",{"v":-5649.759665841825,"d":"-5,649.76"}]
[{"$nulls":5},"Threshold","% Intervention cost eff","% status quo cost eff",null,null,"median",{"v":-3723.8543255303607,"d":"-3,723.85"}]
["Probabilistic Sensitivity Analysis ",{"$nulls":4},0,1,0,null,null,"max",{"v":-2382.2791050481205,"d":"-2,382.28"}]
[{"$nulls":10},"mean",{"v":-3735.024376848539,"d":"-3,735.02"}]
["Trial","inc.Effect","inc.Cost (SGD)","ICER (SGD/QALY)","Prop. CE","Cost-effective or not",{"$nulls":4},"stdev",{"v":528.1955187923144,"d":"528.20"}]
[1,{"v":0.9893799998603221,"d":"0.9894"},{"v":-3332.1472830266976,"d":"-3332.15"},{"v":-3367.9145358680394,"d":"-3367.9145"},74.3,1,{"$nulls":4},{"v":0.025,"d":"2.50%"},{"v":-4786.3012532425355,"d":"-4,786.30"}]
[2,{"v":0.9903168477894013,"d":"0.9903"},{"v":-3359.9453203227313,"d":"-3359.95"},{"v":-3392.7983027077107,"d":"-3392.7983"},null,1,{"$nulls":4},{"v":0.975,"d":"97.50%"},{"v":-2736.569356286113,"d":"-2,736.57"}]
[3,{"v":0.990939806066752,"d":"0.9909"},{"v":-4065.6928924468957,"d":"-4065.69"},{"v":-4102.86565092635,"d":"-4102.8657"},null,1]
[4,{"v":0.9867749465919253,"d":"0.9868"},{"v":-3808.9436664316963,"d":"-3808.94"},{"v":-3859.992270361989,"d":"-3859.9923"},null,1]
[5,{"v":0.9872938950494827,"d":"0.9873"},{"v":-3249.579547523994,"d":"-3249.58"},{"v":-3291.4004267808486,"d":"-3291.4004"},null,1]
[6,{"v":0.9867198522042528,"d":"0.9867"},{"v":-3856.0235452419074,"d":"-3856.02"},{"v":-3907.9213179180097,"d":"-3907.9213"},null,1]
[7,{"v":0.9869880024845408,"d":"0.9870"},{"v":-3006.3203946156973,"d":"-3006.32"},{"v":-3045.9543449848425,"d":"-3045.9543"},null,1]
[8,{"v":0.9893115530684007,"d":"0.9893"},{"v":-3843.1751685673407,"d":"-3843.18"},{"v":-3884.696541395413,"d":"-3884.6965"},null,1,null,"CEAC"]
[9,{"v":0.9873494573569168,"d":"0.9873"},{"v":-3910.485987998236,"d":"-3910.49"},{"v":-3960.5895955687297,"d":"-3960.5896"},null,1,null,"CE threshold","Tailored Screening","Mammogram Only Screening"]
[10,{"v":0.9919947549031782,"d":"0.9920"},{"v":-3165.428596133941,"d":"-3165.43"},{"v":-3190.9731180412305,"d":"-3190.9731"},null,1,null,0,1,0]
[11,{"v":0.9880743607809777,"d":"0.9881"},{"v":-3034.127096024218,"d":"-3034.13"},{"v":-3070.7477255315407,"d":"-3070.7477"},null,1,null,10000,1,0]
[12,{"v":0.9885342818617637,"d":"0.9885"},{"v":-3488.9786025760513,"d":"-3488.98"},{"v":-3529.4462383287873,"d":"-3529.4462"},null,1,null,20000,1,0]
[13,{"v":0.9885553548381942,"d":"0.9886"},{"v":-4113.922054758481,"d":"-4113.92"},{"v":-4161.549512249462,"d":"-4161.5495"},null,1,null,30000,1,0]
[14,{"v":0.9898051821033,"d":"0.9898"},{"v":-3623.721472196663,"d":"-3623.72"},{"v":-3661.0451609238767,"d":"-3661.0452"},null,1,null,40000,1,0]
[15,{"v":0.9871815009312499,"d":"0.9872"},{"v":-3656.8723033339484,"d":"-3656.87"},{"v":-3704.3565948959404,"d":"-3704.3566"},null,1,null,50000,1,0]
[16,{"v":0.9873029045040305,"d":"0.9873"},{"v":-3401.9017304066365,"d":"-3401.90"},{"v":-3445.6514965035726,"d":"-3445.6515"},null,1]
[17,{"v":0.9881435074740352,"d":"0.9881"},{"v":-3114.1397014647337,"d":"-3114.14"},{"v":-3151.5055029054693,"d":"-3151.5055"},null,1]
[18,{"v":0.9916380475712643,"d":"0.9916"},{"v":-4306.184209028201,"d":"-4306.18"},{"v":-4342.495953614301,"d":"-4342.4960"},null,1]
[19,{"v":0.9887450637630941,"d":"0.9887"},{"v":-2990.120450101418,"d":"-2990.12"},{"v":-3024.1571459494626,"d":"-3024.1571"},null,1]
[20,{"v":0.9910892856677265,"d":"0.9911"},{"v":-4080.8267567784605,"d":"-4080.83"},{"v":-4117.516772496522,"d":"-4117.5168"},null,1]
[21,{"v":0.9911090772445625,"d":"0.9911"},{"v":-4400.17313092183,"d":"-4400.17"},{"v":-4439.6456777038065,"d":"-4439.6457"},null,1]
[22,{"v":0.9921350150905717,"d":"0.9921"},{"v":-4062.648625172402,"d":"-4062.65"},{"v":-4094.854594766544,"d":"-4094.8546"},null,1]
[23,{"v":0.9887018372654062,"d":"0.9887"},{"v":-3153.7204840342492,"d":"-3153.72"},{"v":-3189.75889916109,"d":"-3189.7589"},null,1]
[24,{"v":0.988691913077389,"d":"0.9887"},{"v":-4383.362537744037,"d":"-4383.36"},{"v":-4433.496906129678,"d":"-4433.4969"},null,1]
[25,{"v":0.9880732231964551,"d":"0.9881"},{"v":-4206.565706164725,"d":"-4206.57"},{"v":-4257.342074868017,"d":"-4257.3421"},null,1]
[26,{"v":0.9915977056295127,"d":"0.9916"},{"v":-4450.008897354564,"d":"-4450.01"},{"v":-4487.716008307512,"d":"-4487.7160"},null,1]
[27,{"v":0.9871987162532108,"d":"0.9872"},{"v":-4006.5496365787003,"d":"-4006.55"},{"v":-4058.503693952377,"d":"-4058.5037"},null,1]
[28,{"v":0.9903760944412099,"d":"0.9904"},{"v":-5115.266555275906,"d":"-5115.27"},{"v":-5164.973775101107,"d":"-5164.9738"},null,1]
[29,{"v":0.9914757139207424,"d":"0.9915"},{"v":-3132.5350268103357,"d":"-3132.54"},{"v":-3159.467229331194,"d":"-3159.4672"},null,1]
[30,{"v":0.9844475310521581,"d":"0.9844"},{"v":-3746.2906648250173,"d":"-3746.29"},{"v":-3805.4751997001363,"d":"-3805.4752"},null,1]
[31,{"v":0.9876360730034079,"d":"0.9876"},{"v":-3100.4548307546684,"d":"-3100.45"},{"v":-3139.2685175280853,"d":"-3139.2685"},null,1]
[32,{"v":0.9877569378517457,"d":"0.9878"},{"v":-4156.47737957109,"d":"-4156.48"},{"v":-4207.9961378058615,"d":"-4207.9961"},null,1]
[33,{"v":0.9932348225444869,"d":"0.9932"},{"v":-4786.272876342558,"d":"-4786.27"},{"v":-4818.873410097522,"d":"-4818.8734"},null,1]
[34,{"v":0.9910737119158703,"d":"0.9911"},{"v":-3386.4718194760862,"d":"-3386.47"},{"v":-3416.972702191454,"d":"-3416.9727"},null,1]
[35,{"v":0.9848111976939755,"d":"0.9848"},{"v":-3319.062546287707,"d":"-3319.06"},{"v":-3370.2526474715073,"d":"-3370.2526"},null,1]
[36,{"v":0.9861670598258669,"d":"0.9862"},{"v":-3797.5855613975546,"d":"-3797.59"},{"v":-3850.8541971257036,"d":"-3850.8542"},null,1]
[37,{"v":0.991098966508364,"d":"0.9911"},{"v":-3883.4478343240407,"d":"-3883.45"},{"v":-3918.324976168026,"d":"-3918.3250"},null,1]
[38,{"v":0.9866535639780238,"d":"0.9867"},{"v":-3459.643990817938,"d":"-3459.64"},{"v":-3506.4425013266323,"d":"-3506.4425"},null,1]
[39,{"v":0.9864830101706268,"d":"0.9865"},{"v":-3359.9570834311417,"d":"-3359.96"},{"v":-3405.9958953068917,"d":"-3405.9959"},null,1]
[40,{"v":0.9861374186795331,"d":"0.9861"},{"v":-3669.30260647702,"d":"-3669.30"},{"v":-3720.8836587808664,"d":"-3720.8837"},null,1]
[41,{"v":0.9926740593527619,"d":"0.9927"},{"v":-4064.9390157882517,"d":"-4064.94"},{"v":-4094.9382906597275,"d":"-4094.9383"},null,1]
[42,{"v":0.9889628671476345,"d":"0.9890"},{"v":-4645.803887832513,"d":"-4645.80"},{"v":-4697.6525025979345,"d":"-4697.6525"},null,1]
[43,{"v":0.9849410403876213,"d":"0.9849"},{"v":-4225.81190687255,"d":"-4225.81"},{"v":-4290.421186236174,"d":"-4290.4212"},null,1]
[44,{"v":0.9855303894166383,"d":"0.9855"},{"v":-2802.950530553866,"d":"-2802.95"},{"v":-2844.103602135503,"d":"-2844.1036"},null,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":54,"n_cols":26,"rows_kept":54,"merged":[[5,6,5,8]],"flags":["formulas_cached_only"]}
["Markov model"]
[]
[]
[]
[{"$nulls":6},"GENETIC RISK TAILORED BREAST CANCER SCREENING ",{"$nulls":9},"Life ","Years","QALYs",null,null,"Costs"]
["Year","Ages",null,"Incidence","Mortality",null,"A (Low / Int / High)",null,null,"B","C","D","E","F","check","Cases","no disc","disc","no disc","disc",null,"no disc","disc",null,"Mammo","Ultrasound"]
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[{"$nulls":19},"Inc QALYs"]
[{"$nulls":19},"ICER"]

{"sheet":"PRS Model (2)","index":5,"n_rows":54,"n_cols":26,"rows_kept":54,"merged":[[5,6,5,8]],"flags":["formulas_cached_only"]}
["Markov model"]
[]
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[{"$nulls":9},"Cases",{"v":0.03118512263935846,"d":"0.0312"}]
[null,"sum",{"$nulls":5},{"v":0.24642688377892535,"d":"0.2464"},{"v":0.35942326252303897,"d":"0.3594"},{"v":0.04724140293248945,"d":"0.0472"},{"v":0.0448776605430004,"d":"0.0449"},{"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":7,"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!"},0.5516928504310741]
["LYs",{"v":22.861190378610548,"d":"22.86"},{"v":21.889191851677868,"d":"21.89"},0.9719985269326799,null,{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},0.6667840871380958]
["QALYs",{"v":22.788272826459995,"d":"22.79"},{"v":21.79984306208754,"d":"21.80"},0.9884297643724551]
["Cost",{"v":20058.739419246733,"d":"$20,059"},{"v":23729.56837718849,"d":"$23,730"},{"v":-3670.828957941758,"d":"-$3,671"},null,{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"v":-0.1150912367070217,"d":"-0.12"}]
[]
[]
[{"$nulls":5},"82.3% healthy, 2.8% diseased, 14.9% dead"]
[{"$nulls":5},"81.3% healthy, 3.4% diseased, 15.3% dead"]
[null,"Estimated"]
[]
["ICER (Cost/LY)",{"v":-3776.578725407881,"d":"-$3,777"}]
["ICER (Cost/QALY)",{"v":-3713.7984814452984,"d":"-$3,714"}]
[]
[]
[]
["Per person"]
[null,null,"Tailored ","Current"]
["Total mammograms",null,11.055612371358292,8.985766957209133]
["Total ultrasounds",null,0.48122733987869537,0]
["Total mammograms cost",null,{"v":1216.117360849412,"d":"1216.12"},{"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"]