Cargando…

Targeted gene expression profiling predicts meningioma outcomes and radiotherapy responses

BACKGROUND: Surgery is the mainstay of treatment for meningioma, the most common primary intracranial tumor, but improvements in meningioma risk stratification are needed and current indications for postoperative radiotherapy are controversial. Recent studies have proposed prognostic meningioma clas...

Descripción completa

Detalles Bibliográficos
Autores principales: Raleigh, David, Chen, William, Choudhury, Abrar, Youngblood, Mark, Polley, Mei-Yin, Lucas, Calixto-Hope, Mirchia, Kanish, Maas, Sybren, Suwala, Abigail, Won, Minhee, Bayley, James, Harmanci, Akdes, Harmanci, Arif, Klisch, Tiemo, Nguyen, Minh, Vasudevan, Harish, McCortney, Kathleen, Yu, Theresa, Bhave, Varun, Lam, Tai-Chung, Pu, Jenny, Leung, Gilberto, Chang, Jason, Perlow, Haley, Palmer, Joshua, Haberler, Christine, Berghoff, Anna, Preusser, Matthias, Nicolaides, Theodore, Mawrin, Christian, Agnihotri, Sameer, Resnick, Adam, Rood, Brian, Chew, Jessica, Young, Jacob, Boreta, Lauren, Braunstein, Steve, Schulte, Jessica, Butowski, Nicholas, Santagata, Sandro, Spetzler, David, Bush, Nancy Ann Oberheim, Villanueva-Meyer, Javier, Chandler, James, Solomon, David, Rogers, C, Pugh, Stephanie, Mehta, Minesh, Sneed, Penny, Berger, Mitchel, Horbinski, Craig, McDermott, Michael, Perry, Arie, Bi, Wenya, Patel, Akash, Sahm, Felix, Magill, Stephen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Journal Experts 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10055655/
https://www.ncbi.nlm.nih.gov/pubmed/36993741
http://dx.doi.org/10.21203/rs.3.rs-2663611/v1
_version_ 1785015920126590976
author Raleigh, David
Chen, William
Choudhury, Abrar
Youngblood, Mark
Polley, Mei-Yin
Lucas, Calixto-Hope
Mirchia, Kanish
Maas, Sybren
Suwala, Abigail
Won, Minhee
Bayley, James
Harmanci, Akdes
Harmanci, Arif
Klisch, Tiemo
Nguyen, Minh
Vasudevan, Harish
McCortney, Kathleen
Yu, Theresa
Bhave, Varun
Lam, Tai-Chung
Pu, Jenny
Leung, Gilberto
Chang, Jason
Perlow, Haley
Palmer, Joshua
Haberler, Christine
Berghoff, Anna
Preusser, Matthias
Nicolaides, Theodore
Mawrin, Christian
Agnihotri, Sameer
Resnick, Adam
Rood, Brian
Chew, Jessica
Young, Jacob
Boreta, Lauren
Braunstein, Steve
Schulte, Jessica
Butowski, Nicholas
Santagata, Sandro
Spetzler, David
Bush, Nancy Ann Oberheim
Villanueva-Meyer, Javier
Chandler, James
Solomon, David
Rogers, C
Pugh, Stephanie
Mehta, Minesh
Sneed, Penny
Berger, Mitchel
Horbinski, Craig
McDermott, Michael
Perry, Arie
Bi, Wenya
Patel, Akash
Sahm, Felix
Magill, Stephen
author_facet Raleigh, David
Chen, William
Choudhury, Abrar
Youngblood, Mark
Polley, Mei-Yin
Lucas, Calixto-Hope
Mirchia, Kanish
Maas, Sybren
Suwala, Abigail
Won, Minhee
Bayley, James
Harmanci, Akdes
Harmanci, Arif
Klisch, Tiemo
Nguyen, Minh
Vasudevan, Harish
McCortney, Kathleen
Yu, Theresa
Bhave, Varun
Lam, Tai-Chung
Pu, Jenny
Leung, Gilberto
Chang, Jason
Perlow, Haley
Palmer, Joshua
Haberler, Christine
Berghoff, Anna
Preusser, Matthias
Nicolaides, Theodore
Mawrin, Christian
Agnihotri, Sameer
Resnick, Adam
Rood, Brian
Chew, Jessica
Young, Jacob
Boreta, Lauren
Braunstein, Steve
Schulte, Jessica
Butowski, Nicholas
Santagata, Sandro
Spetzler, David
Bush, Nancy Ann Oberheim
Villanueva-Meyer, Javier
Chandler, James
Solomon, David
Rogers, C
Pugh, Stephanie
Mehta, Minesh
Sneed, Penny
Berger, Mitchel
Horbinski, Craig
McDermott, Michael
Perry, Arie
Bi, Wenya
Patel, Akash
Sahm, Felix
Magill, Stephen
author_sort Raleigh, David
collection PubMed
description BACKGROUND: Surgery is the mainstay of treatment for meningioma, the most common primary intracranial tumor, but improvements in meningioma risk stratification are needed and current indications for postoperative radiotherapy are controversial. Recent studies have proposed prognostic meningioma classification systems using DNA methylation profiling, copy number variants, DNA sequencing, RNA sequencing, histology, or integrated models based on multiple combined features. Targeted gene expression profiling has generated robust biomarkers integrating multiple molecular features for other cancers, but is understudied for meningiomas. METHODS: Targeted gene expression profiling was performed on 173 meningiomas and an optimized gene expression biomarker (34 genes) and risk score (0 to 1) was developed to predict clinical outcomes. Clinical and analytical validation was performed on independent meningiomas from 12 institutions across 3 continents (N = 1856), including 103 meningiomas from a prospective clinical trial. Gene expression biomarker performance was compared to 9 other classification systems. RESULTS: The gene expression biomarker improved discrimination of postoperative meningioma outcomes compared to all other classification systems tested in the independent clinical validation cohort for local recurrence (5-year area under the curve [AUC] 0.81) and overall survival (5-year AUC 0.80). The increase in area under the curve compared to the current standard of care, World Health Organization 2021 grade, was 0.11 for local recurrence (95% confidence interval [CI] 0.07–0.17, P < 0.001). The gene expression biomarker identified meningiomas benefiting from postoperative radiotherapy (hazard ratio 0.54, 95% CI 0.37–0.78, P = 0.0001) and re-classified up to 52.0% meningiomas compared to conventional clinical criteria, suggesting postoperative management could be refined for 29.8% of patients. CONCLUSIONS: A targeted gene expression biomarker improves discrimination of meningioma outcomes compared to recent classification systems and predicts postoperative radiotherapy responses.
format Online
Article
Text
id pubmed-10055655
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher American Journal Experts
record_format MEDLINE/PubMed
spelling pubmed-100556552023-03-30 Targeted gene expression profiling predicts meningioma outcomes and radiotherapy responses Raleigh, David Chen, William Choudhury, Abrar Youngblood, Mark Polley, Mei-Yin Lucas, Calixto-Hope Mirchia, Kanish Maas, Sybren Suwala, Abigail Won, Minhee Bayley, James Harmanci, Akdes Harmanci, Arif Klisch, Tiemo Nguyen, Minh Vasudevan, Harish McCortney, Kathleen Yu, Theresa Bhave, Varun Lam, Tai-Chung Pu, Jenny Leung, Gilberto Chang, Jason Perlow, Haley Palmer, Joshua Haberler, Christine Berghoff, Anna Preusser, Matthias Nicolaides, Theodore Mawrin, Christian Agnihotri, Sameer Resnick, Adam Rood, Brian Chew, Jessica Young, Jacob Boreta, Lauren Braunstein, Steve Schulte, Jessica Butowski, Nicholas Santagata, Sandro Spetzler, David Bush, Nancy Ann Oberheim Villanueva-Meyer, Javier Chandler, James Solomon, David Rogers, C Pugh, Stephanie Mehta, Minesh Sneed, Penny Berger, Mitchel Horbinski, Craig McDermott, Michael Perry, Arie Bi, Wenya Patel, Akash Sahm, Felix Magill, Stephen Res Sq Article BACKGROUND: Surgery is the mainstay of treatment for meningioma, the most common primary intracranial tumor, but improvements in meningioma risk stratification are needed and current indications for postoperative radiotherapy are controversial. Recent studies have proposed prognostic meningioma classification systems using DNA methylation profiling, copy number variants, DNA sequencing, RNA sequencing, histology, or integrated models based on multiple combined features. Targeted gene expression profiling has generated robust biomarkers integrating multiple molecular features for other cancers, but is understudied for meningiomas. METHODS: Targeted gene expression profiling was performed on 173 meningiomas and an optimized gene expression biomarker (34 genes) and risk score (0 to 1) was developed to predict clinical outcomes. Clinical and analytical validation was performed on independent meningiomas from 12 institutions across 3 continents (N = 1856), including 103 meningiomas from a prospective clinical trial. Gene expression biomarker performance was compared to 9 other classification systems. RESULTS: The gene expression biomarker improved discrimination of postoperative meningioma outcomes compared to all other classification systems tested in the independent clinical validation cohort for local recurrence (5-year area under the curve [AUC] 0.81) and overall survival (5-year AUC 0.80). The increase in area under the curve compared to the current standard of care, World Health Organization 2021 grade, was 0.11 for local recurrence (95% confidence interval [CI] 0.07–0.17, P < 0.001). The gene expression biomarker identified meningiomas benefiting from postoperative radiotherapy (hazard ratio 0.54, 95% CI 0.37–0.78, P = 0.0001) and re-classified up to 52.0% meningiomas compared to conventional clinical criteria, suggesting postoperative management could be refined for 29.8% of patients. CONCLUSIONS: A targeted gene expression biomarker improves discrimination of meningioma outcomes compared to recent classification systems and predicts postoperative radiotherapy responses. American Journal Experts 2023-03-20 /pmc/articles/PMC10055655/ /pubmed/36993741 http://dx.doi.org/10.21203/rs.3.rs-2663611/v1 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use.
spellingShingle Article
Raleigh, David
Chen, William
Choudhury, Abrar
Youngblood, Mark
Polley, Mei-Yin
Lucas, Calixto-Hope
Mirchia, Kanish
Maas, Sybren
Suwala, Abigail
Won, Minhee
Bayley, James
Harmanci, Akdes
Harmanci, Arif
Klisch, Tiemo
Nguyen, Minh
Vasudevan, Harish
McCortney, Kathleen
Yu, Theresa
Bhave, Varun
Lam, Tai-Chung
Pu, Jenny
Leung, Gilberto
Chang, Jason
Perlow, Haley
Palmer, Joshua
Haberler, Christine
Berghoff, Anna
Preusser, Matthias
Nicolaides, Theodore
Mawrin, Christian
Agnihotri, Sameer
Resnick, Adam
Rood, Brian
Chew, Jessica
Young, Jacob
Boreta, Lauren
Braunstein, Steve
Schulte, Jessica
Butowski, Nicholas
Santagata, Sandro
Spetzler, David
Bush, Nancy Ann Oberheim
Villanueva-Meyer, Javier
Chandler, James
Solomon, David
Rogers, C
Pugh, Stephanie
Mehta, Minesh
Sneed, Penny
Berger, Mitchel
Horbinski, Craig
McDermott, Michael
Perry, Arie
Bi, Wenya
Patel, Akash
Sahm, Felix
Magill, Stephen
Targeted gene expression profiling predicts meningioma outcomes and radiotherapy responses
title Targeted gene expression profiling predicts meningioma outcomes and radiotherapy responses
title_full Targeted gene expression profiling predicts meningioma outcomes and radiotherapy responses
title_fullStr Targeted gene expression profiling predicts meningioma outcomes and radiotherapy responses
title_full_unstemmed Targeted gene expression profiling predicts meningioma outcomes and radiotherapy responses
title_short Targeted gene expression profiling predicts meningioma outcomes and radiotherapy responses
title_sort targeted gene expression profiling predicts meningioma outcomes and radiotherapy responses
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10055655/
https://www.ncbi.nlm.nih.gov/pubmed/36993741
http://dx.doi.org/10.21203/rs.3.rs-2663611/v1
work_keys_str_mv AT raleighdavid targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT chenwilliam targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT choudhuryabrar targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT youngbloodmark targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT polleymeiyin targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT lucascalixtohope targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT mirchiakanish targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT maassybren targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT suwalaabigail targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT wonminhee targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT bayleyjames targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT harmanciakdes targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT harmanciarif targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT klischtiemo targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT nguyenminh targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT vasudevanharish targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT mccortneykathleen targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT yutheresa targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT bhavevarun targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT lamtaichung targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT pujenny targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT leunggilberto targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT changjason targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT perlowhaley targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT palmerjoshua targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT haberlerchristine targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT berghoffanna targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT preussermatthias targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT nicolaidestheodore targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT mawrinchristian targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT agnihotrisameer targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT resnickadam targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT roodbrian targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT chewjessica targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT youngjacob targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT boretalauren targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT braunsteinsteve targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT schultejessica targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT butowskinicholas targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT santagatasandro targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT spetzlerdavid targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT bushnancyannoberheim targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT villanuevameyerjavier targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT chandlerjames targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT solomondavid targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT rogersc targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT pughstephanie targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT mehtaminesh targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT sneedpenny targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT bergermitchel targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT horbinskicraig targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT mcdermottmichael targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT perryarie targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT biwenya targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT patelakash targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT sahmfelix targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses
AT magillstephen targetedgeneexpressionprofilingpredictsmeningiomaoutcomesandradiotherapyresponses