Literature DB >> 30815151

Developing a Clinico-Molecular Test for Individualized Treatment of Ovarian Cancer: The interplay of Precision Medicine Informatics with Clinical and Health Economics Dimensions.

Boris Winterhoff1,2,3, Stefan Kommoss4, Florian Heitz5, Gottfried E Konecny6, Sean C Dowdy7, Sally A Mullany1, Tjoung-Won Park-Simon8, Klaus Baumann9, Felix Hilpert10, Sara Brucker4, Andreas du Bois5, Willibald Schröder11, Alexander Burges12, Steven Shen2, Jinhua Wang2,3, Roshan Tourani2, Sisi Ma2,13, Jacobus Pfisterer14, Constantin F Aliferis2,3,13.   

Abstract

We report recent progress in the development of a precision test for individualized use of the VEGF-A targeting drug bevacizumab for treating ovarian cancer. We discuss the discovery model stage (i.e., past feasibility modeling and before conversion to the production test). Main results: (a) Informatics modeling plays a critical role in supporting driving clinical and health economic requirements. (b) The novel computational models support the creation of a precision test with sufficient predictivity to reduce healthcare system costs up to $30 billion over 10 years, and make the use of bevacizumab affordable without loss of length or quality of life. (c) Connecting development of precision medicine tests to Randomized Clinical Trials enhances the robustness of computational modeling, accelerates development and validation of the precision test by 5-10 years, is highly generalizable and scalable, and should thus be considered as a high-priority design for similar precision medicine efforts.

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Year:  2018        PMID: 30815151      PMCID: PMC6371365     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  13 in total

1.  HITON: a novel Markov Blanket algorithm for optimal variable selection.

Authors:  C F Aliferis; I Tsamardinos; A Statnikov
Journal:  AMIA Annu Symp Proc       Date:  2003

Review 2.  Salvage therapy for recurrent epithelial ovarian cancer.

Authors:  Vicki V Baker
Journal:  Hematol Oncol Clin North Am       Date:  2003-08       Impact factor: 3.722

3.  Bevacizumab May Differentially Improve Ovarian Cancer Outcome in Patients with Proliferative and Mesenchymal Molecular Subtypes.

Authors:  Stefan Kommoss; Boris Winterhoff; Ann L Oberg; Gottfried E Konecny; Chen Wang; Shaun M Riska; Jian-Bing Fan; Matthew J Maurer; Craig April; Viji Shridhar; Friedrich Kommoss; Andreas du Bois; Felix Hilpert; Sven Mahner; Klaus Baumann; Willibald Schroeder; Alexander Burges; Ulrich Canzler; Jeremy Chien; Andrew C Embleton; Mahesh Parmar; Richard Kaplan; Timothy Perren; Lynn C Hartmann; Ellen L Goode; Sean C Dowdy; Jacobus Pfisterer
Journal:  Clin Cancer Res       Date:  2017-02-03       Impact factor: 12.531

4.  Clinical trials of palliative chemotherapy in platinum-resistant or -refractory ovarian cancer: time to think differently?

Authors:  Michael L Friedlander; Martin Richard Stockler; Phyllis Butow; Madeleine Trudy King; Jessica McAlpine; Anna Tinker; Jonathan A Ledermann
Journal:  J Clin Oncol       Date:  2013-05-13       Impact factor: 44.544

5.  A phase 3 trial of bevacizumab in ovarian cancer.

Authors:  Timothy J Perren; Ann Marie Swart; Jacobus Pfisterer; Jonathan A Ledermann; Eric Pujade-Lauraine; Gunnar Kristensen; Mark S Carey; Philip Beale; Andrés Cervantes; Christian Kurzeder; Andreas du Bois; Jalid Sehouli; Rainer Kimmig; Anne Stähle; Fiona Collinson; Sharadah Essapen; Charlie Gourley; Alain Lortholary; Frédéric Selle; Mansoor R Mirza; Arto Leminen; Marie Plante; Dan Stark; Wendi Qian; Mahesh K B Parmar; Amit M Oza
Journal:  N Engl J Med       Date:  2011-12-29       Impact factor: 91.245

6.  Molecular classification of high grade endometrioid and clear cell ovarian cancer using TCGA gene expression signatures.

Authors:  Boris Winterhoff; Habib Hamidi; Chen Wang; Kimberly R Kalli; Brooke L Fridley; Judy Dering; Hsiao-Wang Chen; William A Cliby; He-Jing Wang; Sean Dowdy; Bobbie S Gostout; Gary L Keeney; Ellen L Goode; Gottfried E Konecny
Journal:  Gynecol Oncol       Date:  2016-04       Impact factor: 5.482

7.  Novel molecular subtypes of serous and endometrioid ovarian cancer linked to clinical outcome.

Authors:  Richard W Tothill; Anna V Tinker; Joshy George; Robert Brown; Stephen B Fox; Stephen Lade; Daryl S Johnson; Melanie K Trivett; Dariush Etemadmoghadam; Bianca Locandro; Nadia Traficante; Sian Fereday; Jillian A Hung; Yoke-Eng Chiew; Izhak Haviv; Dorota Gertig; Anna DeFazio; David D L Bowtell
Journal:  Clin Cancer Res       Date:  2008-08-15       Impact factor: 12.531

8.  Cost effectiveness of alternative strategies for incorporating bevacizumab into the primary treatment of ovarian cancer.

Authors:  Jason C Barnett; Angeles Alvarez Secord; David E Cohn; Charles A Leath; Evan R Myers; Laura J Havrilesky
Journal:  Cancer       Date:  2013-08-06       Impact factor: 6.860

9.  Integrated genomic analyses of ovarian carcinoma.

Authors: 
Journal:  Nature       Date:  2011-06-29       Impact factor: 49.962

Review 10.  Survival analysis part I: basic concepts and first analyses.

Authors:  T G Clark; M J Bradburn; S B Love; D G Altman
Journal:  Br J Cancer       Date:  2003-07-21       Impact factor: 7.640

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  2 in total

1.  Ovarian Cancer Translational Activity of the Multicenter Italian Trial in Ovarian Cancer (MITO) Group: Lessons Learned in 10 Years of Experience.

Authors:  Daniela Califano; Daniela Russo; Giosuè Scognamiglio; Nunzia Simona Losito; Anna Spina; Anna Maria Bello; Anna Capiluongo; Francesca Galdiero; Rossella De Cecio; Simona Bevilacqua; Piera Gargiulo; Edoardo Marchesi; Silvana Canevari; Francesco Perrone; Gennaro Daniele; Loris De Cecco; Delia Mezzanzanica; Sandro Pignata
Journal:  Cells       Date:  2020-04-07       Impact factor: 6.600

2.  Developing a data-driven algorithm for guiding selection between cognitive behavioral therapy, fluoxetine, and combination treatment for adolescent depression.

Authors:  Meredith Gunlicks-Stoessel; Bonnie Klimes-Dougan; Adrienne VanZomeren; Sisi Ma
Journal:  Transl Psychiatry       Date:  2020-09-21       Impact factor: 6.222

  2 in total

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