{"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"]
[{"$nulls":4},"6,3,1",".4,.55,.05",".4,.5,.1",".6,.35,.05","Def"]
["Low ",{"v":0.5118019573978123,"d":"0.51"},null,null,0.5118019573978123,0.32143542506236805,0.32143542506236805,0.5118019573978123,0.51,null,"Polygenic Risk Scores Expected Proportions (Jenny)"]
["Intermediate",0.338066909742212,null,null,0.338066909742212,0.5972622017527026,0.5284334420776562,0.40689566941725835,0.41]
["High ",0.1501311328599757,null,null,0.1501311328599757,0.08130237318492932,0.1501311328599757,0.08130237318492932,0.08]
[]
["Breast Cancer Stage Distribution (Screened/Unscreened)"]
["Stage I",0.53,0.22,{"$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":0.85,"d":"85%"},178.5,-2332.47932179502,null,{"v":0.85,"d":"85%"},93.5,-2370.788147598941,null,{"v":0.85,"d":"85%"},195.5,-2329.547911078128,null,{"v":0.85,"d":"85%"},1.7,-2300.7537914414947,null,{"v":0.85,"d":"85%"},54385.549999999996,-2461.6051392152276,null,{"v":0.85,"d":"85%"},1.7,{"v":-3201.3265553485376,"d":"-3201.33"}]
[{"v":0.9,"d":"90%"},189,-2321.802460618352,null,{"v":0.9,"d":"90%"},99,-2347.3416778209685,null,{"v":0.9,"d":"90%"},207,-2319.8481868070894,null,{"v":0.9,"d":"90%"},1.8,-2300.652107049335,null,{"v":0.9,"d":"90%"},57584.700000000004,-2407.8863388984764,null,{"v":0.9,"d":"90%"},1.8,{"v":-2901.6125680596847,"d":"-2901.61"}]
[{"v":0.95,"d":"95%"},199.5,-2311.125599441684,null,{"v":0.95,"d":"95%"},104.5,-2323.895208042996,null,{"v":0.95,"d":"95%"},218.5,-2310.1484625360545,null,{"v":0.95,"d":"95%"},1.9,-2300.550422657175,null,{"v":0.95,"d":"95%"},60783.85,-2354.167538581748,null,{"v":0.95,"d":"95%"},1.9,{"v":-2601.3205494359177,"d":"-2601.32"}]
[{"v":1,"d":"100%"},210,-2300.448738265019,null,{"v":1,"d":"100%"},110,-2300.448738265019,null,{"v":1,"d":"100%"},230,-2300.448738265019,null,{"v":1,"d":"100%"},2,-2300.448738265019,null,{"v":1,"d":"100%"},63983,-2300.448738265019,null,{"v":1,"d":"100%"},2,{"v":-2300.448738265019,"d":"-2300.45"}]
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[{"v":1.2,"d":"120%"},252,-2257.74129355835,null,{"v":1.2,"d":"120%"},132,-2206.662859153117,null,{"v":1.2,"d":"120%"},276,-2261.6498411808716,null,{"v":1.2,"d":"120%"},2.4,-2300.042000696384,null,{"v":1.2,"d":"120%"},76779.59999999999,-2085.573536998064,null,{"v":1.2,"d":"120%"},2.4,{"v":-1091.1280697983675,"d":"-1091.13"}]
[]
[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,-2298.5177594418683,null,{"v":0.85,"d":"85%"},0.29919999999999997,-2300.0468500418824,null,{"v":0.85,"d":"85%"},0.68,-3152.2593519409593,null,{"v":0.85,"d":"85%"},0.425,-3195.4199999892176,null,{"v":0.85,"d":"85%"},0.85,-3434.63750148899]
[{"v":0.9,"d":"90%"},0.5391,-2299.1610587602236,null,{"v":0.9,"d":"90%"},0.31679999999999997,-2300.180797179824,null,{"v":0.9,"d":"90%"},0.7200000000000001,-2868.861459968506,null,{"v":0.9,"d":"90%"},0.45,-2898.645366107717,null,{"v":0.9,"d":"90%"},0.9,-3058.7544206414677]
[{"v":0.95,"d":"95%"},0.56905,-2299.8047182670593,null,{"v":0.95,"d":"95%"},0.3344,-2300.3147599199524,null,{"v":0.95,"d":"95%"},0.76,-2584.92522618224,null,{"v":0.95,"d":"95%"},0.475,-2600.3257703291074,null,{"v":0.95,"d":"95%"},0.95,-2680.698137424156]
[{"v":1,"d":"100%"},0.599,-2300.448738265019,null,{"v":1,"d":"100%"},0.352,-2300.448738265019,null,{"v":1,"d":"100%"},0.8,-2300.448738265019,null,{"v":1,"d":"100%"},0.5,-2300.448738265019,null,{"v":1,"d":"100%"},1,-2300.448738265019]
[{"v":1.05,"d":"105%"},0.62895,-2301.0931190571027,null,{"v":1.05,"d":"105%"},0.3696,-2300.582732217751,null,{"v":1.05,"d":"105%"},0.8400000000000001,-2015.430073815403,null,{"v":1.05,"d":"105%"},0.525,-1999.001661100056,null,{"v":1.05,"d":"105%"},1.05,-1917.9860665548608]
[{"v":1.1,"d":"110%"},0.6589,-2301.737860946457,null,{"v":1.1,"d":"110%"},0.3872,-2300.716741780826,null,{"v":1.1,"d":"110%"},0.8800000000000001,-1729.8673002862774,null,{"v":1.1,"d":"110%"},0.55,-1695.971793775928,null,{"v":1.1,"d":"110%"},1.1,-1533.2897189289215]
[{"v":1.15,"d":"115%"},0.68885,-2302.38296423676,null,{"v":1.15,"d":"115%"},0.40479999999999994,-2300.8507669569876,null,{"v":1.15,"d":"115%"},0.9199999999999999,-1443.7584749229409,null,{"v":1.15,"d":"115%"},0.575,-1391.3462531464627,null,{"v":1.15,"d":"115%"},1.15,-1146.339041479713]
[{"v":1.2,"d":"120%"},0.7188,-2303.0284292319902,null,{"v":1.2,"d":"120%"},0.42239999999999994,-2300.9848077489905,null,{"v":1.2,"d":"120%"},0.96,-1157.1016447006646,null,{"v":1.2,"d":"120%"},0.6,-1085.1120161023007,null,{"v":1.2,"d":"120%"},1.2,-757.1131258998591]
[]
[]
[]
["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,-2300.8554758336545,-2299.912918503361,-2306.1649701245506,-2297.874820009831,-2339.2476353491634,-2287.5941241766404,-2343.1561829716884,-2394.234617376914,-2515.323939531956,-2226.7797715609245,-2129.1370289778374,-3435.1208043935953,-1694.7655068649815,{"v":-3500.4642647503056,"d":"-3500.46"},-3490.66201372164]
[null,{"v":1,"d":"100%"},null,-2300.448738265019,-2300.448738265019,-2300.448738265019,-2300.448738265019,-2300.448738265019,-2300.448738265019,-2300.448738265019,-2300.448738265019,-2300.448738265019,-2300.448738265019,-2300.448738265019,-2300.448738265019,-2300.448738265019,{"v":-2300.448738265019,"d":"-2300.45"},-2300.448738265019]
[null,{"v":1.2,"d":"120%"},null,-2300.042000696384,-2300.9848077489905,-2294.76077369424,-2303.0284292319902,-2261.6498411808716,-2313.4486358926133,-2257.74129355835,-2206.662859153117,-2085.573536998064,-2374.1177049690996,-2471.760447552194,-1157.1016447006646,-2906.1319696650457,{"v":-1091.1280697983675,"d":"-1091.13"},-1085.1120161023007]
[]
[]
[]
[{"$nulls":17},"multiplier_int"]
[{"$nulls":17},-3808.367054153607]
[{"$nulls":17},-2300.448738265019]
[{"$nulls":17},-757.1131258998591]
[]
[]
["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":"$63,983.00"},null,{"v":63983,"d":"63,983.00"},"Gamma",44788.1,83177.9,9793.49628432304,42.682875785490275,1499.0320783809639,69440.64041380383,null,"Direct medical costs associated with state B",{"$nulls":5},"Wong (2019) Moving towards a personalised approach to breast cancer screening: are we ready? (thesis)"]
["dmcc",{"v":78226,"d":"$78,226.00"},null,{"v":78226,"d":"78,226.00"},"Gamma",54758.2,101693.8,11973.587364416398,42.68287578549025,1832.7256202964747,80613.27525033482,null,"Direct medical costs associated with state C",{"$nulls":5},"="]
["dmcd",{"v":91129,"d":"$91,129.00"},null,{"v":91129,"d":"91,129.00"},"Gamma",63790.3,118467.7,13948.57263482604,42.68287578549026,2135.0248389537674,102595.7470509554,null,"Direct medical costs associated with state D",{"$nulls":5},"="]
["dmce",{"v":110136,"d":"$110,136.00"},null,{"v":110136,"d":"110,136.00"},"Gamma",77095.2,143175.8,16857.605680827644,42.68416763812921,2580.254133891484,116231.89139630704,null,"Direct medical costs associated with state E",{"$nulls":5},"="]
[]
["Other costs"]
[]
["cBS",{"v":210,"d":"$210.00"},null,{"v":210,"d":"$210.00"},"Gamma",147,273,32.1434477862532,42.68287578549028,4.920005883750408,206.9081644143181,null,"Buccal swab for genotyping ",{"$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":"$110.00"},"Gamma",87.5,162.5,19.133004634674528,33.053619008283654,3.327926057731609,98.70915389234631,null,"Cost of Mammogram (average calculated from SGD50-200)",{"$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":"$230.00"},"Gamma",161,299,35.20472852780113,42.68287578549026,5.388577872679021,313.8342575776154,null,"Cost of Ultrasound (average calculated from SGD160-300, private*)",{"$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":"$2.00"},"Gamma",1.4,2.6,0.3061280741547925,42.682875785490246,0.046857198892861066,1.9236630821985181,null,"Risk Factor Questionnaire",{"$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",{"$nulls":5},"Wong (2019) Moving towards a personalised approach to breast cancer screening: are we ready? (thesis)"]
["uS1",0.731,null,0.731,"Beta",0.63,0.83,0.05102134569246539,54.487323398204715,21.0507387060425,0.7783551216125488,null,"Utility score for living with Stage I breast cancer"]
["uS2",0.731,null,0.731,"Beta",0.63,0.83,0.05102134569246539,54.487323398204715,21.0507387060425,0.7241531610488892,null,"Utility score for living with Stage II breast cancer"]
["uS3",0.599,null,0.599,"Beta",0.499,0.699,0.05102134569246539,54.67160257958731,37.599854147603516,0.6014386415481567,null,"Utility score for living with Stage III breast cancer"]
["uS4",0.352,null,0.352,"Beta",0.252,0.452,0.05102134569246541,30.490992969009646,57.13114614749502,0.3271920680999756,null,"Utility score for living with Stage IV breast cancer"]
[]
[{"$nulls":5},"NORMINV(0.975,0,1)"]
[{"$nulls":5},1.9599639845400536]
["Analysis"]
[]
["Strategy","Eff","Cost (SGD)"]
["PRS",{"v":22.77992416611859,"d":"22.78"},{"v":21474.942038022873,"d":"21,474.94"},{"$nulls":4},"Rerun with YS new proceduRes"]
["Mammo",{"v":21.79984306208754,"d":"21.80"},{"v":23729.56837718849,"d":"23,729.57"},"ICER (SGD/QALY)"]
["difference",{"v":0.9800811040310506,"d":"0.98"},{"v":-2254.6263391656175,"d":"-2,254.63 "},{"v":-2300.448738265019,"d":"-2,300.45 "}]
[{"$nulls":5},"Threshold","% Intervention cost eff","% status quo cost eff",null,null,"min",{"v":-4285.918422602374,"d":"-4,285.92"}]
["Probabilistic Sensitivity Analysis ",{"$nulls":4},0,1,0,null,null,"median",{"v":-2300.028997608797,"d":"-2,300.03"}]
[{"$nulls":10},"max",{"v":-651.3988572412069,"d":"-651.40"}]
["Trial","inc.Effect","inc.Cost (SGD)","ICER (SGD/QALY)","Prop. CE","Cost-effective or not",{"$nulls":4},"mean",{"v":-2311.9473146445243,"d":"-2,311.95"}]
[1,{"v":0.9820928594065634,"d":"0.9821"},{"v":-2928.259815794787,"d":"-2928.26"},{"v":-2981.6526897102262,"d":"-2981.6527"},10.2,1,{"$nulls":4},"stdev",{"v":518.495745863898,"d":"518.50"}]
[2,{"v":0.9798685912607077,"d":"0.9799"},{"v":-1703.3148015228835,"d":"-1703.31"},{"v":-1738.3094189511507,"d":"-1738.3094"},null,1,{"$nulls":4},{"v":0.025,"d":"2.50%"},{"v":-3338.4518548262745,"d":"-3,338.45"}]
[3,{"v":0.9773965082099956,"d":"0.9774"},{"v":-2227.6066772010927,"d":"-2227.61"},{"v":-2279.1228109467393,"d":"-2279.1228"},null,1,{"$nulls":4},{"v":0.975,"d":"97.50%"},{"v":-1354.4251533453617,"d":"-1,354.43"}]
[4,{"v":0.9807673610752303,"d":"0.9808"},{"v":-3382.8227962117235,"d":"-3382.82"},{"v":-3449.1592302817694,"d":"-3449.1592"},null,1]
[5,{"v":0.984519644074382,"d":"0.9845"},{"v":-2963.4275587519514,"d":"-2963.43"},{"v":-3010.02379849727,"d":"-3010.0238"},null,1]
[6,{"v":0.98129699600306,"d":"0.9813"},{"v":-2391.523551245835,"d":"-2391.52"},{"v":-2437.104730766319,"d":"-2437.1047"},null,1]
[7,{"v":0.9811369050561289,"d":"0.9811"},{"v":-2202.10054710248,"d":"-2202.10"},{"v":-2244.43758639015,"d":"-2244.4376"},null,1]
[8,{"v":0.9770492305232246,"d":"0.9770"},{"v":-2306.681389782905,"d":"-2306.68"},{"v":-2360.865059529951,"d":"-2360.8651"},null,1,null,"CEAC"]
[9,{"v":0.9804763657826427,"d":"0.9805"},{"v":-2908.037414847815,"d":"-2908.04"},{"v":-2965.9434090759964,"d":"-2965.9434"},null,1,null,"CE threshold","% Interv cost-eff","% status quo cost eff"]
[10,{"v":0.9831523205383377,"d":"0.9832"},{"v":-2066.3961908340207,"d":"-2066.40"},{"v":-2101.80675737259,"d":"-2101.8068"},null,1,null,0,1,0]
[11,{"v":0.9819092270022232,"d":"0.9819"},{"v":-2016.1478896696754,"d":"-2016.15"},{"v":-2053.2935573128193,"d":"-2053.2936"},null,1,null,10000,1,0]
[12,{"v":0.979501571397801,"d":"0.9795"},{"v":-2231.1161614031225,"d":"-2231.12"},{"v":-2277.807638653607,"d":"-2277.8076"},null,1,null,20000,1,0]
[13,{"v":0.9809892116636547,"d":"0.9810"},{"v":-2255.3945759544004,"d":"-2255.39"},{"v":-2299.1023235918037,"d":"-2299.1023"},null,1,null,30000,1,0]
[14,{"v":0.981722884935543,"d":"0.9817"},{"v":-2252.7626380238835,"d":"-2252.76"},{"v":-2294.7031923084824,"d":"-2294.7032"},null,1,null,40000,1,0]
[15,{"v":0.9810664111070935,"d":"0.9811"},{"v":-3709.295489551736,"d":"-3709.30"},{"v":-3780.881138684533,"d":"-3780.8811"},null,1,null,50000,1,0]
[16,{"v":0.9803094483177475,"d":"0.9803"},{"v":-3496.8235118025223,"d":"-3496.82"},{"v":-3567.0609089846266,"d":"-3567.0609"},null,1,null,60000,1,0]
[17,{"v":0.9792111909926717,"d":"0.9792"},{"v":-2239.982583185654,"d":"-2239.98"},{"v":-2287.5377689616475,"d":"-2287.5378"},null,1,null,70000,1,0]
[18,{"v":0.9787326753082013,"d":"0.9787"},{"v":-2440.3076902682587,"d":"-2440.31"},{"v":-2493.3342390962985,"d":"-2493.3342"},null,1,null,80000,1,0]
[19,{"v":0.9813967344985706,"d":"0.9814"},{"v":-2988.7484486934154,"d":"-2988.75"},{"v":-3045.4028871621117,"d":"-3045.4029"},null,1,null,90000,1,0]
[20,{"v":0.9764401276939374,"d":"0.9764"},{"v":-2525.7777310294186,"d":"-2525.78"},{"v":-2586.7205365622963,"d":"-2586.7205"},null,1,null,100000,1,0]
[21,{"v":0.9797351498212095,"d":"0.9797"},{"v":-2198.884803602672,"d":"-2198.88"},{"v":-2244.366555598157,"d":"-2244.3666"},null,1]
[22,{"v":0.9814278926917872,"d":"0.9814"},{"v":-2255.983420560886,"d":"-2255.98"},{"v":-2298.674652880858,"d":"-2298.6747"},null,1]
[23,{"v":0.9788294954294088,"d":"0.9788"},{"v":-2509.8609160016385,"d":"-2509.86"},{"v":-2564.1451628923096,"d":"-2564.1452"},null,1]
[24,{"v":0.9802304238997941,"d":"0.9802"},{"v":-2373.719806963585,"d":"-2373.72"},{"v":-2421.5936876554683,"d":"-2421.5937"},null,1]
[25,{"v":0.9786951627915847,"d":"0.9787"},{"v":-1987.6865361296186,"d":"-1987.69"},{"v":-2030.9557170590622,"d":"-2030.9557"},null,1]
[26,{"v":0.9797541518572963,"d":"0.9798"},{"v":-1668.0413635145014,"d":"-1668.04"},{"v":-1702.510124965978,"d":"-1702.5101"},null,1]
[27,{"v":0.9829289591100796,"d":"0.9829"},{"v":-1625.8815474798066,"d":"-1625.88"},{"v":-1654.1190819648257,"d":"-1654.1191"},null,1]
[28,{"v":0.9837223130288919,"d":"0.9837"},{"v":-3092.0801077239084,"d":"-3092.08"},{"v":-3143.2448636885742,"d":"-3143.2449"},null,1]
[29,{"v":0.9806181593821321,"d":"0.9806"},{"v":-1508.8239486751518,"d":"-1508.82"},{"v":-1538.6457350798312,"d":"-1538.6457"},null,1]
[30,{"v":0.9844086609324094,"d":"0.9844"},{"v":-2154.598952905744,"d":"-2154.60"},{"v":-2188.724092355056,"d":"-2188.7241"},null,1]
[31,{"v":0.9811291181672033,"d":"0.9811"},{"v":-2403.613670765644,"d":"-2403.61"},{"v":-2449.84439484959,"d":"-2449.8444"},null,1]
[32,{"v":0.9810790247877605,"d":"0.9811"},{"v":-1917.8554200828366,"d":"-1917.86"},{"v":-1954.8429551816496,"d":"-1954.8430"},null,1]
[33,{"v":0.9780157897718524,"d":"0.9780"},{"v":-2058.1752103416,"d":"-2058.18"},{"v":-2104.4396541100045,"d":"-2104.4397"},null,1]
[34,{"v":0.981761271677577,"d":"0.9818"},{"v":-1884.5782166369827,"d":"-1884.58"},{"v":-1919.5890803644395,"d":"-1919.5891"},null,1]
[35,{"v":0.9806133148404435,"d":"0.9806"},{"v":-2078.052875397985,"d":"-2078.05"},{"v":-2119.1358958205733,"d":"-2119.1359"},null,1]
[36,{"v":0.9800147484480952,"d":"0.9800"},{"v":-1346.290290538076,"d":"-1346.29"},{"v":-1373.744928502349,"d":"-1373.7449"},null,1]
[37,{"v":0.9775421561229152,"d":"0.9775"},{"v":-2014.8684879100583,"d":"-2014.87"},{"v":-2061.1576444962143,"d":"-2061.1576"},null,1]
[38,{"v":0.9805709390734805,"d":"0.9806"},{"v":-2143.4644780140443,"d":"-2143.46"},{"v":-2185.935145130199,"d":"-2185.9351"},null,1]
[39,{"v":0.9808551348828232,"d":"0.9809"},{"v":-1862.2566773860308,"d":"-1862.26"},{"v":-1898.605218199223,"d":"-1898.6052"},null,1]
[40,{"v":0.9820858204894485,"d":"0.9821"},{"v":-3109.293108830432,"d":"-3109.29"},{"v":-3166.0095726469544,"d":"-3166.0096"},null,1]
[41,{"v":0.9813876405714232,"d":"0.9814"},{"v":-2677.8836422117565,"d":"-2677.88"},{"v":-2728.6706409431963,"d":"-2728.6706"},null,1]
[42,{"v":0.9786712667349775,"d":"0.9787"},{"v":-1700.546194734463,"d":"-1700.55"},{"v":-1737.6071542467873,"d":"-1737.6072"},null,1]
[43,{"v":0.9785372112888382,"d":"0.9785"},{"v":-1889.5703754191563,"d":"-1889.57"},{"v":-1931.0153498714576,"d":"-1931.0153"},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":52,"n_cols":26,"rows_kept":52,"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":6},"= no screening"]

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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!"},0.593329757144625]
["LYs",{"v":22.857833157910683,"d":"22.86"},{"v":21.889191851677868,"d":"21.89"},0.968641306232815,null,{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},0.6667840871380958]
["QALYs",{"v":22.77992416611859,"d":"22.78"},{"v":21.79984306208754,"d":"21.80"},0.9800811040310506]
["Cost",{"v":21474.942038022873,"d":"$21,475"},{"v":23729.56837718849,"d":"$23,730"},{"v":-2254.6263391656175,"d":"-$2,255"},null,{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"$error":"#REF!"},{"v":-0.07345432999347079,"d":"-0.07"}]
[]
[]
[{"$nulls":5},"82.3% healthy, 2.8% diseased, 14.9% dead"]
[{"$nulls":5},"81.3% healthy, 3.4% diseased, 15.3% dead"]
[null,"Estimated"]
[]
["ICER (Cost/LY)",{"v":-2327.617379785488,"d":"-$2,328"}]
["ICER (Cost/QALY)",{"v":-2300.448738265019,"d":"-$2,300"}]
[]
[]
[]
["Per person"]
[null,null,"Tailored ","Current"]
["Total mammograms",null,11.961727331122134,8.985766957209133]
["Total ultrasounds",null,0.8886235772582989,0]
["Total mammograms cost",null,{"v":1315.7900064234348,"d":"1315.79"},{"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"]