This document compares the costs of different cervical cancer screening models in Manitoba over five years. It finds that models using HPV testing as the primary screening method have the lowest overall costs and costs per specimen. The largest cost savings are from reduced labor needs, fewer unnecessary colposcopy referrals due to HPV testing's higher predictive value, and longer routine screening intervals. HPV testing could also reduce cervical cancer incidence and associated hospital treatment costs by around half compared to conventional cytology alone. While limitations exist, HPV testing appears to be the most cost-effective primary screening strategy according to this analysis.
Watershed conservation-based market oriented commodity development: A move to...ILRI
Poster prepared by Gebremedhin Woldewahid, Berhanu Gebremedhin, Dirk Hoekstra and Azage Tegegne for Tropentag 2012: Resilience of Agricultural Systems against Crises, Gottingen, Germany, 19-21 September 2012.
Watershed conservation-based market oriented commodity development: A move to...ILRI
Poster prepared by Gebremedhin Woldewahid, Berhanu Gebremedhin, Dirk Hoekstra and Azage Tegegne for Tropentag 2012: Resilience of Agricultural Systems against Crises, Gottingen, Germany, 19-21 September 2012.
*Capital Market Activity: *The month of May closed with 20 financings
totalling $327.1 million led by the $200 million investment by Digital Sky
Technologies in Facebook. Excluding the Facebook transaction, May would have
been the lowest month in CY2009. The Facebook transaction aside, four
transactions (One Net Ent., Cyberplex, Peer39 and OpenX), were greater than
or equal to $10 million. The average value in May is $15.6 million (and $6.4
million excluding the Facebook transaction), greater than the average value
for April of $6.2 million on 21 financings. The March average was $6.5
million on 24 financings. If you are aware of any companies that have
recently raised money that are not on our list, please send me an email to
have them added to our database.
*Price Performance: *Most of the companies in our universe had positive
stock price performances over the past week (for stocks with prices greater
than $1) (Figure 12), with 29 companies showing positive returns on the
week. GameOn co. Ltd (3812-TSE) led the group with a 28.2% return, while
eolith Co. Ltd. (A041060-KOSE) had the worst return, dropping 13.7% in the
week.
Pythran: Static compiler for high performance by Mehdi Amini PyData SV 2014PyData
Pythran is a an ahead of time compiler that turns modules written in a large subset of Python into C++ meta-programs that can be compiled into efficient native modules. It targets mainly compute intensive part of the code, hence it comes as no surprise that it focuses on scientific applications that makes extensive use of Numpy. Under the hood, Pythran inter-procedurally analyses the program and performs high level optimizations and parallel code generation. Parallelism can be found implicitly in Python intrinsics or Numpy operations, or explicitly specified by the programmer using OpenMP directives directly in the Python source code. Either way, the input code remains fully compatible with the Python interpreter. While the idea is similar to Parakeet or Numba, the approach differs significantly: the code generation is not performed at runtime but offline. Pythran generates C++11 heavily templated code that makes use of the NT2 meta-programming library and relies on any standard-compliant compiler to generate the binary code. We propose to walk through some examples and benchmarks, exposing the current state of what Pythran provides as well as the limit of the approach.
*Capital Market Activity: *The month of May closed with 20 financings
totalling $327.1 million led by the $200 million investment by Digital Sky
Technologies in Facebook. Excluding the Facebook transaction, May would have
been the lowest month in CY2009. The Facebook transaction aside, four
transactions (One Net Ent., Cyberplex, Peer39 and OpenX), were greater than
or equal to $10 million. The average value in May is $15.6 million (and $6.4
million excluding the Facebook transaction), greater than the average value
for April of $6.2 million on 21 financings. The March average was $6.5
million on 24 financings. If you are aware of any companies that have
recently raised money that are not on our list, please send me an email to
have them added to our database.
*Price Performance: *Most of the companies in our universe had positive
stock price performances over the past week (for stocks with prices greater
than $1) (Figure 12), with 29 companies showing positive returns on the
week. GameOn co. Ltd (3812-TSE) led the group with a 28.2% return, while
eolith Co. Ltd. (A041060-KOSE) had the worst return, dropping 13.7% in the
week.
Pythran: Static compiler for high performance by Mehdi Amini PyData SV 2014PyData
Pythran is a an ahead of time compiler that turns modules written in a large subset of Python into C++ meta-programs that can be compiled into efficient native modules. It targets mainly compute intensive part of the code, hence it comes as no surprise that it focuses on scientific applications that makes extensive use of Numpy. Under the hood, Pythran inter-procedurally analyses the program and performs high level optimizations and parallel code generation. Parallelism can be found implicitly in Python intrinsics or Numpy operations, or explicitly specified by the programmer using OpenMP directives directly in the Python source code. Either way, the input code remains fully compatible with the Python interpreter. While the idea is similar to Parakeet or Numba, the approach differs significantly: the code generation is not performed at runtime but offline. Pythran generates C++11 heavily templated code that makes use of the NT2 meta-programming library and relies on any standard-compliant compiler to generate the binary code. We propose to walk through some examples and benchmarks, exposing the current state of what Pythran provides as well as the limit of the approach.
A journal of best practices, policy and innovations in the administration of healthcare. For administrators, academics, insurers, suppliers and policy pundits. Edited by Dr. Peggy Leatt, University of North Carolina, Chapel Hill.
A journal of best practices, policy and innovations in the administration of healthcare. For administrators, academics, insurers, suppliers and policy pundits. Edited by Dr. Peggy Leatt, University of North Carolina, Chapel Hill.
The journal is refereed and published primarily for nurse administrators, managers and educators. Information contained in this publication has been compiled from sources believed to be reliable.
1. Comparative Models of Cervical Cancer Screening in Manitoba Linda DeRiviere et al. Linda DeRiviere et al. Comparative Models of Cervical Cancer Screening in Manitoba
Figure 4.
Figure 3.
Total cost savings compared with conventional cytology over five years
Percentage change in cost per specimen from year one to year five
20000
40
33.2 18,531.8 18,330.8
35 18000 Labour costs
Change in Cost per Specimen (%)
30 Colposcopy cost 16,549.7 16,550.0
24.4 24.0 19.0 16000
25 Lengthening screening intervals
Total Cost Savings (in Thousands of Dollars)
20
19.6 18.9
14000
15 13.3 13.8 15.5 12,888.2 12,848.4
10
10.3 12000 11,985.8 11,985.7
7.2 4.7
5
-10.9 -9.4 -5.6 0 10000
0
-5 8000
-10
6000
- 15
1- 2 - LBC 3 - LBC 4 - LBC for 5 - HPV for 6 - HPV for 7 - HPV for 8 - HPV for 4000
Conventional ThinPrep SurePath primary primary primary primary primary
cytology (CC) testing & HPV testing & LBC testing & LBC testing & CC testing & CC
triage implement implement 1,702.7
2000 1,702
over 5 yrs over 5 yrs 784.6 784.6
43.5 0 0 43.5 00 -954.6 -1,303.1 0
0
-2000
HPV = human papillomavirus; LBC = liquid-based cytology. 2- 3 - LBC SurePath 4 - LBC for 5 - HPV for 6 - HPV for 7 - HPV for 8 - HPV for
LBC, ThinPrep primary primary primary primary primary
= % change in average total cost per specimen from year 1 to year 5: costs include consumables; wage costs and benefits; and fee tariffs for cytology, colposcopy and other related visits. testing & HPV testing & LBC testing & LBC testing & CC testing & CC
triage implement implement
Costs are net of savings from a decrease in cases of cervical cancer. Costs exclude capital equipment. over 5 yrs over 5 yrs
= % change in laboratory cost per specimen from year 1 to year 5: wage costs, benefits and consumables only.
CC = conventional cytology; HPV = human papillomavirus; LBC = liquid-based cytology.
discussed earlier, the fluctuating quantities of specimens each year reductions was the labour complement, which also fed into uncertainty in the point estimates of the newer technology Study Limitations
also affected the percentage change in cost per specimen from year reduced costs from longer screening intervals. The HPV testing models. Two variables, labour costs and colposcopy procedures, In terms of the degree of external validity of the findings, it is
one to year five in model five. The total costs in year one were approaches were high throughput and cost-effective since they were at highest risk of deviating from the point estimate. If difficult to generalize the applicability of this study’s results to
spread over 205,000 specimens compared with 95,000 in year assumed that labour reductions of laboratory assistants, general labour was not reduced according to the assumptions in models different settings, patient groups, provinces or countries. The
five, thus affecting the percentage change in cost per specimen duty, charge and senior technologists and cytopathologists five and seven, the costs would be higher by $1.37 million in conclusions may or may not be limited to this study. However,
over the period. On the other hand, if we considered year four were feasible. Indeed models six and eight were more realistic the first year and $7.0 million over five years, compared with at the risk of providing sweeping statements that endorse the
estimates (205,000 specimens) for model five, the average total compared with models five and seven since the reduction of conventional cytology in the baseline model. Similarly, the rate widespread adoption of HPV testing, the current study’s findings
cost per specimen increased by only 9.4% (10.3% for labour and labour unfolded over a period of five years in the former. At of colposcopy referral and uptake could vary by approximately are consistent with previous economic evaluations of cervical
consumables). an average cost of $104 per procedure, the rate of colposcopy 5,900 procedures in models two, three and four, resulting in cancer screening platforms (Chuck 2010; Krahn et al. 2008;
HPV DNA as primary screening, whether coordinated with referral and uptake was another variable for which reductions a marginal cost of $613,600 per annum. For model two, this Kulasingam et al. 2009).
liquid-based or conventional cytology as secondary screening, were expected after implementing the HPV testing platform. represented an increase of 7.5% in the first year budget and
had the slowest pace of changing costs per specimen from year Both labour and colposcopy reductions were partly attributed 7.1% over five years (model three: 6.3% and 6.9%; and model Conclusion
one to year five. In fact, some of the estimates decreased over to the lengthening of screening intervals for 73% of women four: 7.1% and 6.6%, respectively). In models five and six, The traditional Pap test is outdated and costly. The case of
the five-year period. Moreover, it was anticipated that the costs who present for cervical screening (women aged 30 years or additional colposcopy procedures could increase total costs by cervical screening in Manitoba illustrates that there are efficien-
per specimen for HPV DNA testing would decline over time older). $276,640 per annum, which represents a budget increase of cies to be gained by implementing the new high-throughput
as further companies received regulatory approval for HPV Finally, labour costs aside, it was anticipated that the 6.0% in model five and 5.0% in model six over five years. technology platforms, such as HPV testing. Moreover, HPV
genotyping tests. Cost savings were primarily attributed to enhanced predictive value of HPV DNA testing would substan- The rate of repeat cytology due to a higher number of unsat- testing can be centralized in one facility and automated. The
labour reductions, longer screening intervals for HPV-tested tially reduce the incidence of cervical cancer and, subsequently, isfactory smears was another variable that may have resulted biggest cost savings resulted from reduced labour, reduced rate
women, fewer colposcopies over the long run and an expected the marginal costs associated with hospital treatment. However, in costs that exceeded the point estimates. However, the five- of colposcopy referrals and increased length of routine screening
decrease in cases of cervical cancer requiring hospital treatment. some cases would not be prevented due to under-screening or year marginal cost impact for any applicable model totalled less intervals. Hospital treatment costs for cervical cancer would be
In sum, the models that adopted HPV DNA testing as primary no screening at all in certain population groups. Figure 5 shows than 0.5% of the point estimate reported in Figure 1. However, reduced by half by using HPV testing models (models five to
screening had the lowest aggregate cost estimates, as well as estimates of the costs per case averted, in terms of incidence of even with sensitivity analysis, the lowest cost models were still eight) compared with conventional cytology. The adoption of
costs per specimen. cervical cancer requiring hospitalization in Manitoba. those that adopted HPV testing as the primary screening model HPV testing as a primary screening model for women aged 30
As shown in Figure 4, the largest influence on marginal cost We conducted sensitivity analysis to address some of the (models five to eight). years or older represented the most cost-efficient strategy. LBC
84 Healthcare Quarterly Vol.16 No.1 2013 Healthcare Quarterly Vol.16 No.1 2013 85