{"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"]
[{"$nulls":4},"60L30I10H","40L55I5H","40L50I10H","60L35I5H baseline"]
["Low ",{"v":0.32143542506236805,"d":"0.32"},null,null,0.5118019573978123,0.32143542506236805,0.32143542506236805,0.5118019573978123,null,null,"Polygenic Risk Scores Expected Proportions (Jenny)"]
["Intermediate",0.5284334420776562,null,null,0.338066909742212,0.5972622017527026,0.5284334420776562,0.40689566941725835]
["High ",0.1501311328599757,null,null,0.1501311328599757,0.08130237318492932,0.1501311328599757,0.08130237318492932]
[]
["Breast Cancer Stage Distribution (Screened/Unscreened)"]
["Stage I",0.53,0.22,{"$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,-106.70761726432981,null,{"v":0.85,"d":"85%"},93.5,-154.8455652045192,null,{"v":0.85,"d":"85%"},195.5,-103.71609618590922,null,{"v":0.85,"d":"85%"},1.7,-74.31258436306993,null,{"v":0.85,"d":"85%"},54385.549999999996,-370.7795276925617,null,{"v":0.85,"d":"85%"},1.7,{"v":-1011.3941796601969,"d":"-1011.39"}]
[{"v":0.9,"d":"90%"},189,-95.80544273024701,null,{"v":0.9,"d":"90%"},99,-127.89740802370787,null,{"v":0.9,"d":"90%"},207,-93.81109534463582,null,{"v":0.9,"d":"90%"},1.8,-74.20875412941467,null,{"v":0.9,"d":"90%"},57584.700000000004,-271.85338301571977,null,{"v":0.9,"d":"90%"},1.8,{"v":-699.5689029142138,"d":"-699.57"}]
[{"v":0.95,"d":"95%"},199.5,-84.9032681961718,null,{"v":0.95,"d":"95%"},104.5,-100.94925084289275,null,{"v":0.95,"d":"95%"},218.5,-83.90609450336999,null,{"v":0.95,"d":"95%"},1.9,-74.10492389575184,null,{"v":0.95,"d":"95%"},60783.85,-172.92723833890818,null,{"v":0.95,"d":"95%"},1.9,{"v":-387.10522995000395,"d":"-387.11"}]
[{"v":1,"d":"100%"},210,-74.00109366209658,null,{"v":1,"d":"100%"},110,-74.00109366209658,null,{"v":1,"d":"100%"},230,-74.00109366209658,null,{"v":1,"d":"100%"},2,-74.00109366209658,null,{"v":1,"d":"100%"},63983,-74.00109366209658,null,{"v":1,"d":"100%"},2,{"v":-74.00109366209658,"d":"-74.00"}]
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[{"v":1.2,"d":"120%"},252,-30.392395525788125,null,{"v":1.2,"d":"120%"},132,33.79153506115255,null,{"v":1.2,"d":"120%"},276,-34.38109029701052,null,{"v":1.2,"d":"120%"},2.4,-73.58577272746795,null,{"v":1.2,"d":"120%"},76779.59999999999,321.70348504519535,null,{"v":1.2,"d":"120%"},2.4,{"v":1184.8617628332631,"d":"1184.86"}]
[]
[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":0.9,"d":"90%"},0.5391,-73.96583594942578,null,{"v":0.9,"d":"90%"},0.31679999999999997,-73.9934518401596,null,{"v":0.9,"d":"90%"},0.7200000000000001,-780.9013565880667,null,{"v":0.9,"d":"90%"},0.45,-467.3251600961138,null,{"v":0.9,"d":"90%"},0.9,-1305.9433754577865]
[{"v":0.95,"d":"95%"},0.56905,-73.9834606051391,null,{"v":0.95,"d":"95%"},0.3344,-73.99727255383257,null,{"v":0.95,"d":"95%"},0.76,-428.0419073276661,null,{"v":0.95,"d":"95%"},0.475,-270.95776526034734,null,{"v":0.95,"d":"95%"},0.95,-693.1558738673266]
[{"v":1,"d":"100%"},0.599,-74.00109366209658,null,{"v":1,"d":"100%"},0.352,-74.00109366209658,null,{"v":1,"d":"100%"},0.8,-74.00109366209658,null,{"v":1,"d":"100%"},0.5,-74.00109366209658,null,{"v":1,"d":"100%"},1,-74.00109366209658]
[{"v":1.05,"d":"105%"},0.62895,-74.01873512630802,null,{"v":1.05,"d":"105%"},0.3696,-74.00491516501384,null,{"v":1.05,"d":"105%"},0.8400000000000001,281.22810239002195,null,{"v":1.05,"d":"105%"},0.525,123.54764316913464,null,{"v":1.05,"d":"105%"},1.05,551.6237843300249]
[{"v":1.1,"d":"110%"},0.6589,-74.03638500378456,null,{"v":1.1,"d":"110%"},0.3872,-74.00873706264525,null,{"v":1.1,"d":"110%"},0.8800000000000001,637.6527538811781,null,{"v":1.1,"d":"110%"},0.55,321.6912512539173,null,{"v":1.1,"d":"110%"},1.1,1183.8238015646093]
[{"v":1.15,"d":"115%"},0.68885,-74.05404330054832,null,{"v":1.15,"d":"115%"},0.40479999999999994,-74.01255935505249,null,{"v":1.15,"d":"115%"},0.9199999999999999,995.2799894701332,null,{"v":1.15,"d":"115%"},0.575,520.432554301332,null,{"v":1.15,"d":"115%"},1.15,1822.7062821458362]
[{"v":1.2,"d":"120%"},0.7188,-74.07171002262466,null,{"v":1.2,"d":"120%"},0.42239999999999994,-74.01638204229454,null,{"v":1.2,"d":"120%"},0.96,1354.116993963277,null,{"v":1.2,"d":"120%"},0.6,719.7743938485359,null,{"v":1.2,"d":"120%"},1.2,2468.380895170245]
[]
[]
[]
["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,-74.4164145967252,-73.98581159634641,-74.33912139617203,-73.93061181772458,-113.62109702718263,-73.73559350130456,-117.60979179840503,-181.79372238532295,-469.7056723693733,-8.460863905564413,72.09060238230218,-1483.1039616303954,316.3084291359552,{"v":-1322.5831177786856,"d":"-1322.58"},-858.3031864313324]
[null,{"v":1,"d":"100%"},null,-74.00109366209658,-74.00109366209658,-74.00109366209658,-74.00109366209658,-74.00109366209658,-74.00109366209658,-74.00109366209658,-74.00109366209658,-74.00109366209658,-74.00109366209658,-74.00109366209658,-74.00109366209658,-74.00109366209658,{"v":-74.00109366209658,"d":"-74.00"},-74.00109366209658]
[null,{"v":1.2,"d":"120%"},null,-73.58577272746795,-74.01638204229454,-73.66612610775094,-74.07171002262466,-34.38109029701052,-74.26851270803425,-30.392395525788125,33.79153506115255,321.70348504519535,-139.541323418606,-220.09278970648776,1354.116993963277,-464.3106164601332,{"v":1184.8617628332631,"d":"1184.86"},719.7743938485359]
[]
[]
[]
[{"$nulls":17},"multiplier_int"]
[{"$nulls":17},-2512.817056987417]
[{"$nulls":17},-74.00109366209658]
[{"$nulls":17},2468.380895170245]
[]
[]
["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":"$63,983.00"},null,{"v":63983,"d":"63,983.00"},"Gamma",44788.1,83177.9,9793.49628432304,42.682875785490275,1499.0320783809639,93490.78215030444,null,"Direct medical costs associated with state B",{"$nulls":5},"Wong (2019) Moving towards a personalised approach to breast cancer screening: are we ready? (thesis)"]
["dmcc",{"v":78226,"d":"$78,226.00"},null,{"v":78226,"d":"78,226.00"},"Gamma",54758.2,101693.8,11973.587364416398,42.68287578549025,1832.7256202964747,88569.53077351913,null,"Direct medical costs associated with state C",{"$nulls":5},"="]
["dmcd",{"v":91129,"d":"$91,129.00"},null,{"v":91129,"d":"91,129.00"},"Gamma",63790.3,118467.7,13948.57263482604,42.68287578549026,2135.0248389537674,88302.96302727607,null,"Direct medical costs associated with state D",{"$nulls":5},"="]
["dmce",{"v":110136,"d":"$110,136.00"},null,{"v":110136,"d":"110,136.00"},"Gamma",77095.2,143175.8,16857.605680827644,42.68416763812921,2580.254133891484,127170.04372150774,null,"Direct medical costs associated with state E",{"$nulls":5},"="]
[]
["Other costs"]
[]
["cBS",{"v":210,"d":"$210.00"},null,{"v":210,"d":"$210.00"},"Gamma",147,273,32.1434477862532,42.68287578549028,4.920005883750408,212.38338386015965,null,"Buccal swab for genotyping ",{"$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":"$110.00"},"Gamma",87.5,162.5,19.133004634674528,33.053619008283654,3.327926057731609,113.75182923698097,null,"Cost of Mammogram (average calculated from SGD50-200)",{"$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":"$230.00"},"Gamma",161,299,35.20472852780113,42.68287578549026,5.388577872679021,257.04391821559625,null,"Cost of Ultrasound (average calculated from SGD160-300, private*)",{"$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":"$2.00"},"Gamma",1.4,2.6,0.3061280741547925,42.682875785490246,0.046857198892861066,1.720982874260721,null,"Risk Factor Questionnaire",{"$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",{"$nulls":5},"Wong (2019) Moving towards a personalised approach to breast cancer screening: are we ready? (thesis)"]
["uS1",0.731,null,0.731,"Beta",0.63,0.83,0.05102134569246539,54.487323398204715,21.0507387060425,0.7452788352966309,null,"Utility score for living with Stage I breast cancer"]
["uS2",0.731,null,0.731,"Beta",0.63,0.83,0.05102134569246539,54.487323398204715,21.0507387060425,0.714072585105896,null,"Utility score for living with Stage II breast cancer"]
["uS3",0.599,null,0.599,"Beta",0.499,0.699,0.05102134569246539,54.67160257958731,37.599854147603516,0.576604425907135,null,"Utility score for living with Stage III breast cancer"]
["uS4",0.352,null,0.352,"Beta",0.252,0.452,0.05102134569246541,30.490992969009646,57.13114614749502,0.34127676486968994,null,"Utility score for living with Stage IV breast cancer"]
[]
[{"$nulls":5},"NORMINV(0.975,0,1)"]
[{"$nulls":5},1.9599639845400536]
["Analysis"]
[]
["Strategy","Eff","Cost (SGD)"]
["PRS",{"v":22.759612437648165,"d":"22.76"},{"v":23658.544393733617,"d":"23,658.54"},{"$nulls":6},"10,000 done"]
["Mammo",{"v":21.79984306208754,"d":"21.80"},{"v":23729.56837718849,"d":"23,729.57"},"ICER (SGD/QALY)",{"$nulls":5},"redo CEA thresholds"]
["difference",{"v":0.9597693755606258,"d":"0.96"},{"v":-71.02398345487381,"d":"-71.02 "},{"v":-74.00109366209658,"d":"-74.00 "},{"$nulls":5},"redo YS new procedures"]
[{"$nulls":5},"Threshold","% Intervention cost eff","% status quo cost eff",{"$nulls":4},"min",{"v":-1771.2545839702834,"d":"-1,771.25"}]
["Probabilistic Sensitivity Analysis ",{"$nulls":4},1820,1,0,{"$nulls":4},"median",{"v":-86.4259005299225,"d":"-86.43"}]
[{"$nulls":12},"max",{"v":1469.7181157743519,"d":"1,469.72"}]
["Trial","inc.Effect","inc.Cost (SGD)","ICER (SGD/QALY)","Prop. CE","Cost-effective or not",{"$nulls":6},"mean",{"v":-90.69144377437165,"d":"-90.69"}]
[1,{"v":0.9602116581851163,"d":"0.9602"},{"v":-226.2579245835077,"d":"-226.26"},{"v":-235.63338630063592,"d":"-235.6334"},37.3,1,{"$nulls":6},"stdev",{"v":459.5058957799701,"d":"459.51"}]
[2,{"v":0.9592481833379729,"d":"0.9592"},{"v":-624.796828845665,"d":"-624.80"},{"v":-651.3401220855163,"d":"-651.3401"},11.5,1,{"$nulls":6},{"v":0.025,"d":"2.50%"},{"v":-966.9358725501888,"d":"-966.94"}]
[3,{"v":0.9564227811905788,"d":"0.9564"},{"v":126.52276887040716,"d":"126.52"},{"v":132.28748975731057,"d":"132.2875"},68.5,1,{"$nulls":6},{"v":0.975,"d":"97.50%"},{"v":820.4868794435598,"d":"820.49"}]
[4,{"v":0.9593503202754405,"d":"0.9594"},{"v":306.90240518615246,"d":"306.90"},{"v":319.9065020357081,"d":"319.9065"},82.39999999999999,1]
[5,{"v":0.9573852900671227,"d":"0.9574"},{"v":121.62067692892742,"d":"121.62"},{"v":127.03420262536157,"d":"127.0342"},68.10000000000001,1]
[6,{"v":0.9579607543510491,"d":"0.9580"},{"v":0.11646662075509084,"d":"0.12"},{"v":0.12157765360021326,"d":"0.1216"},57.49999999999999,1]
[7,{"v":0.9583119402086417,"d":"0.9583"},{"v":101.57879149306609,"d":"101.58"},{"v":105.99762690105955,"d":"105.9976"},66.9,1]
[8,{"v":0.9571293535374394,"d":"0.9571"},{"v":-214.9681701757254,"d":"-214.97"},{"v":-224.59677929762356,"d":"-224.5968"},38,1,null,"CEAC"]
[9,{"v":0.9623653983781502,"d":"0.9624"},{"v":1188.0680747870938,"d":"1188.07"},{"v":1234.52908509524,"d":"1234.5291"},99.6,1,null,"CE threshold","Tailored Screening","Mammogram Only Screening"]
[10,{"v":0.9602016396853656,"d":"0.9602"},{"v":515.0619969159779,"d":"515.06"},{"v":536.4102451280452,"d":"536.4102"},92.4,1,null,1,0.5678,0.43220000000000003]
[11,{"v":0.9550581777019076,"d":"0.9551"},{"v":66.93247266273829,"d":"66.93"},{"v":70.08208947416524,"d":"70.0821"},63.4,1,null,500,0.8958,0.10419999999999996]
[12,{"v":0.9585210228233514,"d":"0.9585"},{"v":-605.5168181355075,"d":"-605.52"},{"v":-631.7199140316612,"d":"-631.7199"},12.2,1,null,1000,0.9913,0.008700000000000041]
[13,{"v":0.9574713777974964,"d":"0.9575"},{"v":-136.8911399516037,"d":"-136.89"},{"v":-142.9715217874178,"d":"-142.9715"},46,1,null,1500,0.9994,0.0006000000000000449]
[14,{"v":0.9588159346673812,"d":"0.9588"},{"v":-257.95730482745785,"d":"-257.96"},{"v":-269.03735691141253,"d":"-269.0374"},34.5,1,null,2000,1,0]
[15,{"v":0.9610600831719758,"d":"0.9611"},{"v":276.75074346857946,"d":"276.75"},{"v":287.9640392046713,"d":"287.9640"},79.10000000000001,1,null,10000,1,0]
[16,{"v":0.9603923598156356,"d":"0.9604"},{"v":-540.7664305801372,"d":"-540.77"},{"v":-563.0682346160552,"d":"-563.0682"},14.799999999999999,1,null,20000,1,0]
[17,{"v":0.9619838578084909,"d":"0.9620"},{"v":-167.52803747978396,"d":"-167.53"},{"v":-174.14849128698683,"d":"-174.1485"},42.4,1,null,30000,1,0]
[18,{"v":0.9534666163447696,"d":"0.9535"},{"v":102.22774082883552,"d":"102.23"},{"v":107.21690626226435,"d":"107.2169"},67,1,null,40000,1,0]
[19,{"v":0.9614420936049228,"d":"0.9614"},{"v":-268.03349700885155,"d":"-268.03"},{"v":-278.7827772381602,"d":"-278.7828"},33.900000000000006,1,null,50000,1,0]
[20,{"v":0.9590256252095273,"d":"0.9590"},{"v":-330.64150296550724,"d":"-330.64"},{"v":-344.76816288748165,"d":"-344.7682"},27.900000000000002,1,null,60000,1,0]
[21,{"v":0.9626475549555416,"d":"0.9626"},{"v":-234.74930144491736,"d":"-234.75"},{"v":-243.85799375531465,"d":"-243.8580"},36.6,1,null,70000,1,0]
[22,{"v":0.9621504268923289,"d":"0.9622"},{"v":386.5694925839416,"d":"386.57"},{"v":401.77656401663825,"d":"401.7766"},86.6,1,null,80000,1,0]
[23,{"v":0.959095165099324,"d":"0.9591"},{"v":98.53330436148462,"d":"98.53"},{"v":102.7356908334331,"d":"102.7357"},66.5,1,null,90000,1,0]
[24,{"v":0.9584608776022456,"d":"0.9585"},{"v":-194.2983844800292,"d":"-194.30"},{"v":-202.71916050042643,"d":"-202.7192"},39.5,1,null,100000,1,0]
[25,{"v":0.9597836890678906,"d":"0.9598"},{"v":-113.89685023994025,"d":"-113.90"},{"v":-118.66929135934058,"d":"-118.6693"},47.8,1]
[26,{"v":0.9563263807831248,"d":"0.9563"},{"v":-386.4794545820296,"d":"-386.48"},{"v":-404.12924117553456,"d":"-404.1292"},23.799999999999997,1]
[27,{"v":0.9593792865542667,"d":"0.9594"},{"v":72.27535833303773,"d":"72.28"},{"v":75.3355417882993,"d":"75.3355"},63.800000000000004,1]
[28,{"v":0.9622469609693205,"d":"0.9622"},{"v":-533.6176052710616,"d":"-533.62"},{"v":-554.5536924673904,"d":"-554.5537"},15.1,1]
[29,{"v":0.9600525421634423,"d":"0.9601"},{"v":-254.26545195373183,"d":"-254.27"},{"v":-264.8453504229614,"d":"-264.8454"},35.199999999999996,1]
[30,{"v":0.9604394500198694,"d":"0.9604"},{"v":-221.28227102003075,"d":"-221.28"},{"v":-230.39689906058408,"d":"-230.3969"},37.7,1]
[31,{"v":0.9606464049503813,"d":"0.9606"},{"v":-248.55793919806456,"d":"-248.56"},{"v":-258.74030019495353,"d":"-258.7403"},35.4,1]
[32,{"v":0.9609271019580632,"d":"0.9609"},{"v":-153.80662406915872,"d":"-153.81"},{"v":-160.0606578332007,"d":"-160.0607"},44.3,1]
[33,{"v":0.9608508728724203,"d":"0.9609"},{"v":-82.91021014941361,"d":"-82.91"},{"v":-86.28832266297192,"d":"-86.2883"},50.1,1]
[34,{"v":0.9578232180238686,"d":"0.9578"},{"v":158.41152840337963,"d":"158.41"},{"v":165.38702071787958,"d":"165.3870"},70.1,1]
[35,{"v":0.9585180950488024,"d":"0.9585"},{"v":-277.7015878415041,"d":"-277.70"},{"v":-289.71971345764223,"d":"-289.7197"},32.7,1]
[36,{"v":0.9599427796750639,"d":"0.9599"},{"v":792.4262412002427,"d":"792.43"},{"v":825.4932043641968,"d":"825.4932"},97.5,1]
[37,{"v":0.9585001766296841,"d":"0.9585"},{"v":-810.835398597188,"d":"-810.84"},{"v":-845.9418353455909,"d":"-845.9418"},5.800000000000001,1]
[38,{"v":0.9606908696457594,"d":"0.9607"},{"v":328.65736669231774,"d":"328.66"},{"v":342.1052256003071,"d":"342.1052"},83.5,1]
[39,{"v":0.9587183742675549,"d":"0.9587"},{"v":-731.8074096616328,"d":"-731.81"},{"v":-763.3184356362437,"d":"-763.3184"},8.1,1]
[40,{"v":0.9596069868362136,"d":"0.9596"},{"v":-591.4214817643915,"d":"-591.42"},{"v":-616.3163564641029,"d":"-616.3164"},12.8,1]
[41,{"v":0.9579369761201981,"d":"0.9579"},{"v":4.716967196629412,"d":"4.72"},{"v":4.924089281670598,"d":"4.9241"},58.4,1]
[42,{"v":0.9575487343826019,"d":"0.9575"},{"v":-298.14095583782546,"d":"-298.14"},{"v":-311.3585190314701,"d":"-311.3585"},30.9,1]
[43,{"v":0.9612290590816599,"d":"0.9612"},{"v":146.38552946030177,"d":"146.39"},{"v":152.28995428015435,"d":"152.2900"},69.6,1]
[44,{"v":0.9597621034656925,"d":"0.9598"},{"v":-695.7146423546583,"d":"-695.71"},{"v":-724.8823847518452,"d":"-724.8824"},9,1]
[45,{"v":0.9578305186561025,"d":"0.9578"},{"v":795.5405333108356,"d":"795.54"},{"v":830.5650298416361,"d":"830.5650"},97.6,1]
[46,{"v":0.9599185762027922,"d":"0.9599"},{"v":-174.99561316963445,"d":"-175.00"},{"v":-182.30255930859798,"d":"-182.3026"},41.5,1]
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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)"]
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[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"]
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[null,"Age","Index","Females","(HK)","Reference",{"$nulls":4},"Notes"]
[null,"35-39",35,0.000617,"-","Breast Cancer Incidence Rates from DEMOS"]
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[null,"45-49",45,0.001733,0.001244]
[null,"50-54",50,0.001775,0.001361]
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[null,"80-84",80,0.00171,0.001593]
[null,">=85",85,0.00153,0.001494]

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["Markov model"]
[]
[]
[]
[{"$nulls":6},"GENETIC RISK TAILORED BREAST CANCER SCREENING ",{"$nulls":9},"Life ","Years","QALYs",null,null,"Costs"]
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["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!"},0.6557722992358742]
["LYs",{"v":22.845745025979593,"d":"22.85"},{"v":21.889191851677868,"d":"21.89"},0.9565531743017246,null,{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},0.6667840871380958]
["QALYs",{"v":22.759612437648165,"d":"22.76"},{"v":21.79984306208754,"d":"21.80"},0.9597693755606258]
["Cost",{"v":23658.544393733617,"d":"$23,659"},{"v":23729.56837718849,"d":"$23,730"},{"v":-71.02398345487381,"d":"-$71"},null,{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"v":-0.01101178790222157,"d":"-0.01"}]
[]
[]
[{"$nulls":5},"82.3% healthy, 2.8% diseased, 14.9% dead"]
[{"$nulls":5},"81.3% healthy, 3.4% diseased, 15.3% dead"]
[null,"Estimated"]
[]
["ICER (Cost/LY)",{"v":-74.24990618709796,"d":"-$74"}]
["ICER (Cost/QALY)",{"v":-74.00109366209658,"d":"-$74"}]
[]
[]
[]
["Per person"]
[null,null,"Tailored ","Current"]
["Total mammograms",null,15.863897030607584,8.985766957209133]
["Total ultrasounds",null,0.8886235772582989,0]
["Total mammograms cost",null,{"v":1745.0286733668343,"d":"1745.03"},{"v":988.4343652930047,"d":"988.43"}]
["Total ultrasound cost",null,{"v":204.38342276940875,"d":"204.38"},{"v":0,"d":"0.00"}]
["Total number of screening cycles",null,{"v":12.599999999999998,"d":"12.60"},10]
["Total cases"]