Diffusion-Weighted MRI as a Biomarker of Tumor Radiation Treatment Response Heterogeneity: A Comparative Study of Whole-Volume Histogram Analysis versus Voxel-Based Functional Diffusion Map Analysis
Abstract RATIONALE: Treatment of glioblastoma (GBM) remains challenging due in part to its histologic intratumoral heterogeneity that contributes to its overall poor treatment response. Our goal was to evaluate a voxel-based biomarker, the functional diffusion map (fDM), as an imaging biomarker to d...
Saved in:
Published in: | Translational oncology Vol. 6; no. 5; pp. 554 - 561 |
---|---|
Main Authors: | , , , , , , , , , , |
Format: | Journal Article |
Language: | English |
Published: |
United States
Elsevier Inc
2013
|
Subjects: | |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Abstract | Abstract RATIONALE: Treatment of glioblastoma (GBM) remains challenging due in part to its histologic intratumoral heterogeneity that contributes to its overall poor treatment response. Our goal was to evaluate a voxel-based biomarker, the functional diffusion map (fDM), as an imaging biomarker to detect heterogeneity of tumor response in a radiation dose escalation protocol using a genetically engineered murine GBM model. EXPERIMENTAL DESIGN: Twenty-four genetically engineered murine GBM models [Ink4a-Arf-/- /Ptenloxp/loxp /Ntv-a RCAS/PDGF(+)/Cre(+)] were randomized in four treatment groups ( n = 6 per group) consisting of daily doses of 0, 1, 2, and 4 Gy delivered for 5 days. Contrast-enhanced T1-weighted and diffusion-weighted magnetic resonance imaging (MRI) scans were acquired for tumor delineation and quantification of apparent diffusion coefficient (ADC) maps, respectively. MRI experiments were performed daily for a week and every 2 days thereafter. For each animal, the area under the curve (AUC) of the percentage change of the ADC (AUCADC ) and that of the increase in fDM values (AUCfDM+ ) were determined within the first 5 days following therapy initiation. RESULTS: Animal survival increased with increasing radiation dose. Treatment induced a dose-dependent increase in tumor ADC values. The strongest correlation between survival and ADC measurements was observed using the AUCfDM+ metric ( R2 = 0.88). CONCLUSION: This study showed that the efficacy of a voxel-based imaging biomarker (fDM) was able to detect spatially varying changes in tumors, which were determined to be a more sensitive predictor of overall response versus whole-volume tumor measurements (AUCADC ). Finally, fDM provided for visualization of treatment-associated spatial heterogeneity within the tumor. |
---|---|
AbstractList | RATIONALE: Treatment of glioblastoma (GBM) remains challenging due in part to its histologic intratumoral heterogeneity that contributes to its overall poor treatment response. Our goal was to evaluate a voxel-based biomarker, the functional diffusion map (fDM), as an imaging biomarker to detect heterogeneity of tumor response in a radiation dose escalation protocol using a genetically engineered murine GBM model. EXPERIMENTAL DESIGN: Twenty-four genetically engineered murine GBM models [Ink4a-Arf-/-/Ptenloxp/loxp/Ntv-a RCAS/PDGF(+)/Cre(+)] were randomized in four treatment groups (n = 6 per group) consisting of daily doses of 0, 1, 2, and 4 Gy delivered for 5 days. Contrast-enhanced T1-weighted and diffusion-weighted magnetic resonance imaging (MRI) scans were acquired for tumor delineation and quantification of apparent diffusion coefficient (ADC) maps, respectively. MRI experiments were performed daily for a week and every 2 days thereafter. For each animal, the area under the curve (AUC) of the percentage change of the ADC (AUCADC) and that of the increase in fDM values (AUCfDM+) were determined within the first 5 days following therapy initiation. RESULTS: Animal survival increased with increasing radiation dose. Treatment induced a dose-dependent increase in tumor ADC values. The strongest correlation between survival and ADC measurements was observed using the AUCfDM+ metric (R2 = 0.88). CONCLUSION: This study showed that the efficacy of a voxel-based imaging biomarker (fDM) was able to detect spatially varying changes in tumors, which were determined to be a more sensitive predictor of overall response versus whole-volume tumor measurements (AUCADC). Finally, fDM provided for visualization of treatment-associated spatial heterogeneity within the tumor. Abstract RATIONALE: Treatment of glioblastoma (GBM) remains challenging due in part to its histologic intratumoral heterogeneity that contributes to its overall poor treatment response. Our goal was to evaluate a voxel-based biomarker, the functional diffusion map (fDM), as an imaging biomarker to detect heterogeneity of tumor response in a radiation dose escalation protocol using a genetically engineered murine GBM model. EXPERIMENTAL DESIGN: Twenty-four genetically engineered murine GBM models [Ink4a-Arf-/- /Ptenloxp/loxp /Ntv-a RCAS/PDGF(+)/Cre(+)] were randomized in four treatment groups ( n = 6 per group) consisting of daily doses of 0, 1, 2, and 4 Gy delivered for 5 days. Contrast-enhanced T1-weighted and diffusion-weighted magnetic resonance imaging (MRI) scans were acquired for tumor delineation and quantification of apparent diffusion coefficient (ADC) maps, respectively. MRI experiments were performed daily for a week and every 2 days thereafter. For each animal, the area under the curve (AUC) of the percentage change of the ADC (AUCADC ) and that of the increase in fDM values (AUCfDM+ ) were determined within the first 5 days following therapy initiation. RESULTS: Animal survival increased with increasing radiation dose. Treatment induced a dose-dependent increase in tumor ADC values. The strongest correlation between survival and ADC measurements was observed using the AUCfDM+ metric ( R2 = 0.88). CONCLUSION: This study showed that the efficacy of a voxel-based imaging biomarker (fDM) was able to detect spatially varying changes in tumors, which were determined to be a more sensitive predictor of overall response versus whole-volume tumor measurements (AUCADC ). Finally, fDM provided for visualization of treatment-associated spatial heterogeneity within the tumor. RATIONALETreatment of glioblastoma (GBM) remains challenging due in part to its histologic intratumoral heterogeneity that contributes to its overall poor treatment response. Our goal was to evaluate a voxel-based biomarker, the functional diffusion map (fDM), as an imaging biomarker to detect heterogeneity of tumor response in a radiation dose escalation protocol using a genetically engineered murine GBM model. EXPERIMENTAL DESIGNTwenty-four genetically engineered murine GBM models [Ink4a-Arf(-/-)/Pten(loxp/loxp)/Ntv-a RCAS/PDGF(+)/Cre(+)] were randomized in four treatment groups (n = 6 per group) consisting of daily doses of 0, 1, 2, and 4 Gy delivered for 5 days. Contrast-enhanced T1-weighted and diffusion-weighted magnetic resonance imaging (MRI) scans were acquired for tumor delineation and quantification of apparent diffusion coefficient (ADC) maps, respectively. MRI experiments were performed daily for a week and every 2 days thereafter. For each animal, the area under the curve (AUC) of the percentage change of the ADC (AUCADC) and that of the increase in fDM values (AUCfDM+) were determined within the first 5 days following therapy initiation. RESULTSAnimal survival increased with increasing radiation dose. Treatment induced a dose-dependent increase in tumor ADC values. The strongest correlation between survival and ADC measurements was observed using the AUCfDM+ metric (R (2) = 0.88). CONCLUSIONThis study showed that the efficacy of a voxel-based imaging biomarker (fDM) was able to detect spatially varying changes in tumors, which were determined to be a more sensitive predictor of overall response versus whole-volume tumor measurements (AUCADC). Finally, fDM provided for visualization of treatment-associated spatial heterogeneity within the tumor. Treatment of glioblastoma (GBM) remains challenging due in part to its histologic intratumoral heterogeneity that contributes to its overall poor treatment response. Our goal was to evaluate a voxel-based biomarker, the functional diffusion map (fDM), as an imaging biomarker to detect heterogeneity of tumor response in a radiation dose escalation protocol using a genetically engineered murine GBM model. Twenty-four genetically engineered murine GBM models [Ink4a-Arf(-/-)/Pten(loxp/loxp)/Ntv-a RCAS/PDGF(+)/Cre(+)] were randomized in four treatment groups (n = 6 per group) consisting of daily doses of 0, 1, 2, and 4 Gy delivered for 5 days. Contrast-enhanced T1-weighted and diffusion-weighted magnetic resonance imaging (MRI) scans were acquired for tumor delineation and quantification of apparent diffusion coefficient (ADC) maps, respectively. MRI experiments were performed daily for a week and every 2 days thereafter. For each animal, the area under the curve (AUC) of the percentage change of the ADC (AUCADC) and that of the increase in fDM values (AUCfDM+) were determined within the first 5 days following therapy initiation. Animal survival increased with increasing radiation dose. Treatment induced a dose-dependent increase in tumor ADC values. The strongest correlation between survival and ADC measurements was observed using the AUCfDM+ metric (R (2) = 0.88). This study showed that the efficacy of a voxel-based imaging biomarker (fDM) was able to detect spatially varying changes in tumors, which were determined to be a more sensitive predictor of overall response versus whole-volume tumor measurements (AUCADC). Finally, fDM provided for visualization of treatment-associated spatial heterogeneity within the tumor. |
Author | Zhu, Yuan Galbán, Stefanie Johnson, Timothy D Ross, Brian D Lemasson, Benjamin Rehemtulla, Alnawaz Li, Yinghua Heist, Kevin A Chenevert, Thomas L Boes, Jennifer L Galbán, Craig J |
Author_xml | – sequence: 1 fullname: Lemasson, Benjamin – sequence: 2 fullname: Galbán, Craig J – sequence: 3 fullname: Boes, Jennifer L – sequence: 4 fullname: Li, Yinghua – sequence: 5 fullname: Zhu, Yuan – sequence: 6 fullname: Heist, Kevin A – sequence: 7 fullname: Johnson, Timothy D – sequence: 8 fullname: Chenevert, Thomas L – sequence: 9 fullname: Galbán, Stefanie – sequence: 10 fullname: Rehemtulla, Alnawaz – sequence: 11 fullname: Ross, Brian D |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/24151536$$D View this record in MEDLINE/PubMed |
BookMark | eNptks9u1DAQxnMoon_gwAsgH-GQEseON-GAtF0ordQKabu0R8vrTLZuHTt4nBX7gn2uetmyB8TJ0uj3fZ6Zb46zA-cdZNk7WpzSqmGfovWnlFWsPMiOaMNEXpWMHWbHiA9FIWhTlq-zw5LTilZMHGVPX03XjWi8y-_ArO4jtOR6fkkUEkXOjO9VeIRAfEcWY-8DmavWqJhwsgigYg8ukjng4B0CuYAIwa_AgYmbz2RKZr4fVEj8GshNHNvN1uju3lvIb70d-yQxGP0qqJ5MnbIbNEjWEHBEcut_g83PFKaOzkent58qS_b9kms17EVvsledsghvX96T7Of5t8XsIr_68f1yNr3KNadNzCd8wkEDUKgqDk1dw5I2jSjqbskU60RTlaITQnCd6rRlbdHpYtnySSq1vO7YSfZh5zsE_2sEjLI3qMFa5cCPKCnnvK4EF2VCP-5QHTxigE4OwaR1biQt5DYqmaKSf6JK7PsX23HZQ7sn_-aUALYDIA23NhAkagNOQ2sC6Chbb_5r--UflbbGGa3sI2wAH_wY0v5S1xJLWcib7b1sz4WyuijSKtgzwkm9JQ |
CitedBy_id | crossref_primary_10_1088_1361_6560_aa884d crossref_primary_10_1016_j_ijrobp_2017_12_280 crossref_primary_10_1158_1078_0432_CCR_20_2156 crossref_primary_10_1002_nbm_3357 crossref_primary_10_1186_s13014_016_0702_y crossref_primary_10_1016_j_anrea_2015_07_149 crossref_primary_10_1118_1_4894812 crossref_primary_10_1371_journal_pone_0123877 crossref_primary_10_1186_2197_425X_3_S1_A440 crossref_primary_10_1016_j_radonc_2019_10_001 crossref_primary_10_1371_journal_pone_0174620 crossref_primary_10_1093_neuonc_nou016 crossref_primary_10_1093_neuonc_nov179 crossref_primary_10_1593_tlo_14121 crossref_primary_10_1148_radiol_14141414 |
Cites_doi | 10.1158/1078-0432.CCR-04-1218 10.1002/jmri.22068 10.1016/j.ijrobp.2012.07.005 10.1371/journal.pone.0014545 10.1200/JCO.2009.26.3541 10.1016/S1361-8415(97)85010-4 10.1016/S1470-2045(09)70025-7 10.1038/sj.onc.1210455 10.1002/ana.22425 10.1593/neo.05844 10.1016/j.nurt.2009.05.002 10.1593/neo.122096 10.1016/S1474-4422(10)70105-8 10.1093/neuonc/nor220 10.1593/neo.111478 10.1093/jnci/92.24.2029 10.1593/neo.07954 10.3174/ajnr.A1750 10.1073/pnas.0508347102 10.1200/JCO.2007.15.2363 10.1158/0008-5472.CAN-05-3205 10.1056/NEJMoa043330 10.1002/cncr.23741 10.1002/nbm.1611 10.1073/pnas.0501532102 10.1148/radiol.10092469 10.1038/nm.1919 10.1158/0008-5472.CAN-06-4236 10.1371/journal.pone.0035857 |
ContentType | Journal Article |
Copyright | Neoplasia Press, Inc. 2013 Neoplasia Press, Inc. |
Copyright_xml | – notice: Neoplasia Press, Inc. – notice: 2013 Neoplasia Press, Inc. |
DBID | 6I. AAFTH NPM AAYXX CITATION 7X8 |
DOI | 10.1593/tlo.13532 |
DatabaseName | ScienceDirect Open Access Titles Elsevier:ScienceDirect:Open Access PubMed CrossRef MEDLINE - Academic |
DatabaseTitle | PubMed CrossRef MEDLINE - Academic |
DatabaseTitleList | MEDLINE - Academic PubMed |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Medicine |
EndPage | 561 |
ExternalDocumentID | 10_1593_tlo_13532 24151536 S1936523313800526 1_s2_0_S1936523313800526 |
Genre | Journal Article |
GrantInformation_xml | – fundername: NCI NIH HHS grantid: P50 CA093990 – fundername: NCI NIH HHS grantid: U01 CA166104 – fundername: NCI NIH HHS grantid: P01 CA087634 – fundername: NCI NIH HHS grantid: R01 CA136892 – fundername: NCI NIH HHS grantid: P01 CA085878 |
GroupedDBID | --- .1- .FO 0R~ 0SF 1P~ 29Q 2WC 4.4 457 53G 5VS 6I. AACTN AAEDT AAEDW AAFTH AAIKJ AAKDD AALRI AAXUO ABMAC ACGFS ADBBV ADEZE ADVLN AENEX AEVXI AEXQZ AFCTW AFJKZ AFRHN AFTJW AGHFR AITUG AJUYK AKRWK ALMA_UNASSIGNED_HOLDINGS AMRAJ AOIJS BAWUL BCNDV DIK E3Z EBS EJD F5P FDB GROUPED_DOAJ GX1 HYE IPNFZ IXB KQ8 M~E NCXOZ OC~ OK1 OO- RIG ROL RPM SSZ TR2 Z5R NPM AAYXX CITATION 7X8 |
ID | FETCH-LOGICAL-c419t-7474ecee1e554e988eb199608fb3a3f69526f6664cb191d3d0fc0bd47664d48f3 |
ISSN | 1936-5233 |
IngestDate | Sat Oct 05 04:50:49 EDT 2024 Thu Sep 26 19:22:20 EDT 2024 Sat Sep 28 08:35:19 EDT 2024 Tue Oct 08 04:54:19 EDT 2024 Tue Oct 15 22:59:13 EDT 2024 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 5 |
Language | English |
License | http://creativecommons.org/licenses/by-nc-nd/3.0 |
LinkModel | OpenURL |
MergedId | FETCHMERGED-LOGICAL-c419t-7474ecee1e554e988eb199608fb3a3f69526f6664cb191d3d0fc0bd47664d48f3 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
OpenAccessLink | http://dx.doi.org/10.1593/tlo.13532 |
PMID | 24151536 |
PQID | 1444856462 |
PQPubID | 23479 |
PageCount | 8 |
ParticipantIDs | proquest_miscellaneous_1444856462 crossref_primary_10_1593_tlo_13532 pubmed_primary_24151536 elsevier_sciencedirect_doi_10_1593_tlo_13532 elsevier_clinicalkeyesjournals_1_s2_0_S1936523313800526 |
PublicationCentury | 2000 |
PublicationDate | 2013-00-00 |
PublicationDateYYYYMMDD | 2013-01-01 |
PublicationDate_xml | – year: 2013 text: 2013-00-00 |
PublicationDecade | 2010 |
PublicationPlace | United States |
PublicationPlace_xml | – name: United States |
PublicationTitle | Translational oncology |
PublicationTitleAlternate | Transl Oncol |
PublicationYear | 2013 |
Publisher | Elsevier Inc |
Publisher_xml | – name: Elsevier Inc |
References | Loveless, Lawson, Collins, Nadella, Reimer, Huszar, Halliday, Waterton, Gore, Yankeelov (bib30) 2012; 14 Lee, Sud, Meyer, Moffat, Chenevert, Rehemtulla, Pienta, Ross (bib31) 2007; 67 Wen, Macdonald, Reardon, Cloughesy, Sorensen, Galanis, Degroot, Wick, Gilbert, Lassman (bib5) 2010; 28 Lee, Bradley, Hussain, Meyer, Chenevert, Jacobson, Johnson, Galban, Rehemtulla, Pienta (bib29) 2007; 9 Lemasson, Christen, Tizon, Farion, Fondraz, Provent, Segebarth, Barbier, Genne, Duchamp (bib9) 2011; 24 Moffat, Chenevert, Lawrence, Meyer, Johnson, Dong, Tsien, Mukherji, Quint, Gebarski (bib14) 2005; 102 Galbán, Chenevert, Meyer, Tsien, Lawrence, Hamstra, Junck, Sundgren, Johnson, Ross (bib21) 2009; 15 Bondy, Scheurer, Malmer, Barnholtz-Sloan, Davis, Il'yasova, Kruchko, McCarthy, Rajaraman, Schwartzbaum (bib1) 2008; 113 Ellingson, Malkin, Rand, Connelly, Quinsey, LaViolette, Bedekar, Schmainda (bib19) 2010; 31 Cha (bib8) 2009; 6 Jansen, Yip, Louis (bib4) 2010; 9 Chenevert, Stegman, Taylor, Robertson, Greenberg, Rehemtulla, Ross (bib13) 2000; 92 Ross, Moffat, Lawrence, Mukherji, Gebarski, Quint, Johnson, Junck, Robertson, Muraszko (bib7) 2003; 2 Hamstra, Chenevert, Moffat, Johnson, Meyer, Mukherji, Quint, Gebarski, Fan, Tsien (bib16) 2005; 102 Hamstra, Galbán, Meyer, Johnson, Sundgren, Tsien, Lawrence, Junck, Ross, Rehemtulla (bib23) 2008; 26 Chung, Jalali, Foltz, Burrell, Wildgoose, Lindsay, Graves, Camphausen, Milosevic, Jaffray (bib24) 2013; 85 Pitter, Galbán, Galbán, Saeed-Tehrani, Li, Charles, Bradbury, Becher, Chenevert, Rehemtulla (bib18) 2011; 6 Reischauer, Froehlich, Koh, Graf, Padevit, John, Binkert, Boesiger, Gutzeit (bib28) 2010; 257 Lee, Hall, Hoff, Moffat, Sharma, Chenevert, Meyer, Leopold, Johnson, Mazurchuk (bib27) 2006; 66 Barajas, Rubenstein, Chang, Hwang, Cha (bib10) 2010; 31 Stupp, Mason, van den Bent, Weller, Fisher, Taphoorn, Belanger, Brandes, Marosi, Bogdahn (bib3) 2005; 352 Galbán, Lemasson, Williams, Li, Heist, Johnson, Leopold, Chenevert, Lawrence, Rehemtulla (bib12) 2012; 7 Ellingson, Cloughesy, Zaw, Lai, Nghiemphu, Harris, Lalezari, Wagle, Naeini, Carrillo (bib22) 2012; 14 Chenevert, McKeever, Ross (bib25) 1997; 3 Stupp, Hegi, Mason, van den Bent, Taphoorn, Janzer, Ludwin, Allgeier, Fisher, Belanger (bib2) 2009; 10 Hall, Moffat, Stojanovska, Johnson, Li, Hamstra, Rehemtulla, Chenevert, Carter, Pietronigro (bib11) 2004; 10 Rehemtulla (bib26) 2012; 14 Meyer, Boes, Kim, Bland, Zasadny, Kison, Koral, Frey, Wahl (bib20) 1997; 1 Preusser, de Ribaupierre, Wohrer, Erridge, Hegi, Weller, Stupp (bib6) 2011; 70 Moffat, Chenevert, Meyer, McKeever, Hall, Hoff, Johnson, Rehemtulla, Ross (bib15) 2006; 8 Tchougounova, Kastemar, Bråsäter, Holland, Westermark, Uhrbom (bib17) 2007; 26 Wen (10.1593/tlo.13532_bib5) 2010; 28 Pitter (10.1593/tlo.13532_bib18) 2011; 6 Stupp (10.1593/tlo.13532_bib3) 2005; 352 Ellingson (10.1593/tlo.13532_bib22) 2012; 14 Galbán (10.1593/tlo.13532_bib21) 2009; 15 Lemasson (10.1593/tlo.13532_bib9) 2011; 24 Tchougounova (10.1593/tlo.13532_bib17) 2007; 26 Chenevert (10.1593/tlo.13532_bib25) 1997; 3 Loveless (10.1593/tlo.13532_bib30) 2012; 14 Ross (10.1593/tlo.13532_bib7) 2003; 2 Galbán (10.1593/tlo.13532_bib12) 2012; 7 Jansen (10.1593/tlo.13532_bib4) 2010; 9 Lee (10.1593/tlo.13532_bib29) 2007; 9 Meyer (10.1593/tlo.13532_bib20) 1997; 1 Reischauer (10.1593/tlo.13532_bib28) 2010; 257 Barajas (10.1593/tlo.13532_bib10) 2010; 31 Chenevert (10.1593/tlo.13532_bib13) 2000; 92 Hall (10.1593/tlo.13532_bib11) 2004; 10 Hamstra (10.1593/tlo.13532_bib16) 2005; 102 Stupp (10.1593/tlo.13532_bib2) 2009; 10 Chung (10.1593/tlo.13532_bib24) 2013; 85 Moffat (10.1593/tlo.13532_bib15) 2006; 8 Moffat (10.1593/tlo.13532_bib14) 2005; 102 Cha (10.1593/tlo.13532_bib8) 2009; 6 Bondy (10.1593/tlo.13532_bib1) 2008; 113 Preusser (10.1593/tlo.13532_bib6) 2011; 70 Rehemtulla (10.1593/tlo.13532_bib26) 2012; 14 Hamstra (10.1593/tlo.13532_bib23) 2008; 26 Lee (10.1593/tlo.13532_bib27) 2006; 66 Ellingson (10.1593/tlo.13532_bib19) 2010; 31 Lee (10.1593/tlo.13532_bib31) 2007; 67 |
References_xml | – volume: 31 start-page: 538 year: 2010 end-page: 548 ident: bib19 article-title: Validation of functional diffusion maps (fDMs) as a biomarker for human glioma cellularity publication-title: J Magn Reson Imaging contributor: fullname: Schmainda – volume: 31 start-page: 60 year: 2010 end-page: 66 ident: bib10 article-title: Diffusion-weighted MR imaging derived apparent diffusion coefficient is predictive of clinical outcome in primary central nervous system lymphoma publication-title: AJNR Am J Neuroradiol contributor: fullname: Cha – volume: 102 start-page: 16759 year: 2005 end-page: 16764 ident: bib16 article-title: Evaluation of the functional diffusion map as an early biomarker of time-to-progression and overall survival in high-grade glioma publication-title: Proc Natl Acad Sci USA contributor: fullname: Tsien – volume: 66 start-page: 4687 year: 2006 end-page: 4692 ident: bib27 article-title: Dynamic imaging of emerging resistance during cancer therapy publication-title: Cancer Res contributor: fullname: Mazurchuk – volume: 26 start-page: 6289 year: 2007 end-page: 6296 ident: bib17 article-title: Loss of Arf causes tumor progression of PDGFB-induced oligodendroglioma publication-title: Oncogene contributor: fullname: Uhrbom – volume: 10 start-page: 7852 year: 2004 end-page: 7859 ident: bib11 article-title: Therapeutic efficacy of DTI-015 using diffusion magnetic resonance imaging as an early surrogate marker publication-title: Clin Cancer Res contributor: fullname: Pietronigro – volume: 8 start-page: 259 year: 2006 end-page: 267 ident: bib15 article-title: The functional diffusion map: an imaging biomarker for the early prediction of cancer treatment outcome publication-title: Neoplasia contributor: fullname: Ross – volume: 15 start-page: 572 year: 2009 end-page: 576 ident: bib21 article-title: The parametric response map is an imaging biomarker for early cancer treatment outcome publication-title: Nat Med contributor: fullname: Ross – volume: 2 start-page: 581 year: 2003 end-page: 587 ident: bib7 article-title: Evaluation of cancer therapy using diffusion magnetic resonance imaging publication-title: Mol Cancer Ther contributor: fullname: Muraszko – volume: 70 start-page: 9 year: 2011 end-page: 21 ident: bib6 article-title: Current concepts and management of glioblastoma publication-title: Ann Neurol contributor: fullname: Stupp – volume: 14 start-page: 333 year: 2012 end-page: 343 ident: bib22 article-title: Functional diffusion maps (fDMs) evaluated before and after radiochemotherapy predict progression-free and overall survival in newly diagnosed glioblastoma publication-title: Neuro Oncol contributor: fullname: Carrillo – volume: 102 start-page: 5524 year: 2005 end-page: 5529 ident: bib14 article-title: Functional diffusion map: a noninvasive MRI biomarker for early stratification of clinical brain tumor response publication-title: Proc Natl Acad Sci USA contributor: fullname: Gebarski – volume: 6 start-page: e14545 year: 2011 ident: bib18 article-title: Perifosine and CCI 779 co-operate to induce cell death and decrease proliferation in PTEN-intact and PTEN-deficient PDGF-driven murine glioblastoma publication-title: PLoS One contributor: fullname: Rehemtulla – volume: 67 start-page: 3524 year: 2007 end-page: 3528 ident: bib31 article-title: An imaging biomarker of early treatment response in prostate cancer that has metastasized to the bone publication-title: Cancer Res contributor: fullname: Ross – volume: 113 start-page: 1953 year: 2008 end-page: 1968 ident: bib1 article-title: Brain tumor epidemiology: consensus from the Brain Tumor Epidemiology Consortium publication-title: Cancer contributor: fullname: Schwartzbaum – volume: 28 start-page: 1963 year: 2010 end-page: 1972 ident: bib5 article-title: Updated response assessment criteria for high-grade gliomas: response assessment in Neuro-Oncology Working Group publication-title: J Clin Oncol contributor: fullname: Lassman – volume: 6 start-page: 465 year: 2009 end-page: 477 ident: bib8 article-title: Neuroimaging in neuro-oncology publication-title: Neurotherapeutics contributor: fullname: Cha – volume: 1 start-page: 195 year: 1997 end-page: 206 ident: bib20 article-title: Demonstration of accuracy and clinical versatility of mutual information for automatic multimodality image fusion using affine and thin-plate spline warped geometric deformations publication-title: Med Image Anal contributor: fullname: Wahl – volume: 9 start-page: 717 year: 2010 end-page: 726 ident: bib4 article-title: Molecular pathology in adult gliomas: diagnostic, prognostic, and predictive markers publication-title: Lancet Neurol contributor: fullname: Louis – volume: 9 start-page: 1003 year: 2007 end-page: 1011 ident: bib29 article-title: A feasibility study evaluating the functional diffusion map as a predictive imaging biomarker for detection of treatment response in a patient with metastatic prostate cancer to the bone publication-title: Neoplasia contributor: fullname: Pienta – volume: 26 start-page: 3387 year: 2008 end-page: 3394 ident: bib23 article-title: Functional diffusion map as an early imaging biomarker for high-grade glioma: correlation with conventional radiologic response and overall survival publication-title: J Clin Oncol contributor: fullname: Rehemtulla – volume: 3 start-page: 1457 year: 1997 end-page: 1466 ident: bib25 article-title: Monitoring early response of experimental brain tumors to therapy using diffusion magnetic resonance imaging publication-title: Clin Cancer Res contributor: fullname: Ross – volume: 7 start-page: e35857 year: 2012 ident: bib12 article-title: DW-MRI as a biomarker to compare therapeutic outcomes in radiotherapy regimens incorporating temozolomide or gemcitabine in glioblastoma publication-title: PLoS One contributor: fullname: Rehemtulla – volume: 10 start-page: 459 year: 2009 end-page: 466 ident: bib2 article-title: Effects of radiotherapy with concomitant and adjuvant temozolomide versus radiotherapy alone on survival in glioblastoma in a randomised phase III study: 5-year analysis of the EORTC-NCIC trial publication-title: Lancet Oncol contributor: fullname: Belanger – volume: 257 start-page: 523 year: 2010 end-page: 531 ident: bib28 article-title: Bone metastases from prostate cancer: assessing treatment response by using diffusion-weighted imaging and functional diffusion maps—initial observations publication-title: Radiology contributor: fullname: Gutzeit – volume: 14 start-page: 1278 year: 2012 end-page: 1289 ident: bib26 article-title: Overcoming intratumor heterogeneity of polygenic cancer drug resistance with improved biomarker integration publication-title: Neoplasia contributor: fullname: Rehemtulla – volume: 352 start-page: 987 year: 2005 end-page: 996 ident: bib3 article-title: Radiotherapy plus concomitant and adjuvant temozolomide for glioblastoma publication-title: N Engl J Med contributor: fullname: Bogdahn – volume: 14 start-page: 54 year: 2012 end-page: 64 ident: bib30 article-title: Comparisons of the efficacy of a Jak1/2 inhibitor (AZD1480) with a VEGF signaling inhibitor (cediranib) and sham treatments in mouse tumors using DCE-MRI, DW-MRI, and histology publication-title: Neoplasia contributor: fullname: Yankeelov – volume: 92 start-page: 2029 year: 2000 end-page: 2036 ident: bib13 article-title: Diffusion magnetic resonance imaging: an early surrogate marker of therapeutic efficacy in brain tumors publication-title: J Natl Cancer Inst contributor: fullname: Ross – volume: 85 start-page: 805 year: 2013 end-page: 812 ident: bib24 article-title: Imaging biomarker dynamics in an intracranial murine glioma study of radiation and antiangiogenic therapy publication-title: Int J Radiat Oncol Biol Phys contributor: fullname: Jaffray – volume: 24 start-page: 473 year: 2011 end-page: 482 ident: bib9 article-title: Assessment of multiparametric MRI in a human glioma model to monitor cytotoxic and anti-angiogenic drug effects publication-title: NMR Biomed contributor: fullname: Duchamp – volume: 10 start-page: 7852 year: 2004 ident: 10.1593/tlo.13532_bib11 article-title: Therapeutic efficacy of DTI-015 using diffusion magnetic resonance imaging as an early surrogate marker publication-title: Clin Cancer Res doi: 10.1158/1078-0432.CCR-04-1218 contributor: fullname: Hall – volume: 31 start-page: 538 year: 2010 ident: 10.1593/tlo.13532_bib19 article-title: Validation of functional diffusion maps (fDMs) as a biomarker for human glioma cellularity publication-title: J Magn Reson Imaging doi: 10.1002/jmri.22068 contributor: fullname: Ellingson – volume: 85 start-page: 805 year: 2013 ident: 10.1593/tlo.13532_bib24 article-title: Imaging biomarker dynamics in an intracranial murine glioma study of radiation and antiangiogenic therapy publication-title: Int J Radiat Oncol Biol Phys doi: 10.1016/j.ijrobp.2012.07.005 contributor: fullname: Chung – volume: 6 start-page: e14545 year: 2011 ident: 10.1593/tlo.13532_bib18 article-title: Perifosine and CCI 779 co-operate to induce cell death and decrease proliferation in PTEN-intact and PTEN-deficient PDGF-driven murine glioblastoma publication-title: PLoS One doi: 10.1371/journal.pone.0014545 contributor: fullname: Pitter – volume: 28 start-page: 1963 year: 2010 ident: 10.1593/tlo.13532_bib5 article-title: Updated response assessment criteria for high-grade gliomas: response assessment in Neuro-Oncology Working Group publication-title: J Clin Oncol doi: 10.1200/JCO.2009.26.3541 contributor: fullname: Wen – volume: 3 start-page: 1457 year: 1997 ident: 10.1593/tlo.13532_bib25 article-title: Monitoring early response of experimental brain tumors to therapy using diffusion magnetic resonance imaging publication-title: Clin Cancer Res contributor: fullname: Chenevert – volume: 2 start-page: 581 year: 2003 ident: 10.1593/tlo.13532_bib7 article-title: Evaluation of cancer therapy using diffusion magnetic resonance imaging publication-title: Mol Cancer Ther contributor: fullname: Ross – volume: 1 start-page: 195 year: 1997 ident: 10.1593/tlo.13532_bib20 article-title: Demonstration of accuracy and clinical versatility of mutual information for automatic multimodality image fusion using affine and thin-plate spline warped geometric deformations publication-title: Med Image Anal doi: 10.1016/S1361-8415(97)85010-4 contributor: fullname: Meyer – volume: 10 start-page: 459 year: 2009 ident: 10.1593/tlo.13532_bib2 article-title: Effects of radiotherapy with concomitant and adjuvant temozolomide versus radiotherapy alone on survival in glioblastoma in a randomised phase III study: 5-year analysis of the EORTC-NCIC trial publication-title: Lancet Oncol doi: 10.1016/S1470-2045(09)70025-7 contributor: fullname: Stupp – volume: 26 start-page: 6289 year: 2007 ident: 10.1593/tlo.13532_bib17 article-title: Loss of Arf causes tumor progression of PDGFB-induced oligodendroglioma publication-title: Oncogene doi: 10.1038/sj.onc.1210455 contributor: fullname: Tchougounova – volume: 70 start-page: 9 year: 2011 ident: 10.1593/tlo.13532_bib6 article-title: Current concepts and management of glioblastoma publication-title: Ann Neurol doi: 10.1002/ana.22425 contributor: fullname: Preusser – volume: 8 start-page: 259 year: 2006 ident: 10.1593/tlo.13532_bib15 article-title: The functional diffusion map: an imaging biomarker for the early prediction of cancer treatment outcome publication-title: Neoplasia doi: 10.1593/neo.05844 contributor: fullname: Moffat – volume: 6 start-page: 465 year: 2009 ident: 10.1593/tlo.13532_bib8 article-title: Neuroimaging in neuro-oncology publication-title: Neurotherapeutics doi: 10.1016/j.nurt.2009.05.002 contributor: fullname: Cha – volume: 14 start-page: 1278 year: 2012 ident: 10.1593/tlo.13532_bib26 article-title: Overcoming intratumor heterogeneity of polygenic cancer drug resistance with improved biomarker integration publication-title: Neoplasia doi: 10.1593/neo.122096 contributor: fullname: Rehemtulla – volume: 9 start-page: 717 year: 2010 ident: 10.1593/tlo.13532_bib4 article-title: Molecular pathology in adult gliomas: diagnostic, prognostic, and predictive markers publication-title: Lancet Neurol doi: 10.1016/S1474-4422(10)70105-8 contributor: fullname: Jansen – volume: 14 start-page: 333 year: 2012 ident: 10.1593/tlo.13532_bib22 article-title: Functional diffusion maps (fDMs) evaluated before and after radiochemotherapy predict progression-free and overall survival in newly diagnosed glioblastoma publication-title: Neuro Oncol doi: 10.1093/neuonc/nor220 contributor: fullname: Ellingson – volume: 14 start-page: 54 year: 2012 ident: 10.1593/tlo.13532_bib30 article-title: Comparisons of the efficacy of a Jak1/2 inhibitor (AZD1480) with a VEGF signaling inhibitor (cediranib) and sham treatments in mouse tumors using DCE-MRI, DW-MRI, and histology publication-title: Neoplasia doi: 10.1593/neo.111478 contributor: fullname: Loveless – volume: 92 start-page: 2029 year: 2000 ident: 10.1593/tlo.13532_bib13 article-title: Diffusion magnetic resonance imaging: an early surrogate marker of therapeutic efficacy in brain tumors publication-title: J Natl Cancer Inst doi: 10.1093/jnci/92.24.2029 contributor: fullname: Chenevert – volume: 9 start-page: 1003 year: 2007 ident: 10.1593/tlo.13532_bib29 article-title: A feasibility study evaluating the functional diffusion map as a predictive imaging biomarker for detection of treatment response in a patient with metastatic prostate cancer to the bone publication-title: Neoplasia doi: 10.1593/neo.07954 contributor: fullname: Lee – volume: 31 start-page: 60 year: 2010 ident: 10.1593/tlo.13532_bib10 article-title: Diffusion-weighted MR imaging derived apparent diffusion coefficient is predictive of clinical outcome in primary central nervous system lymphoma publication-title: AJNR Am J Neuroradiol doi: 10.3174/ajnr.A1750 contributor: fullname: Barajas – volume: 102 start-page: 16759 year: 2005 ident: 10.1593/tlo.13532_bib16 article-title: Evaluation of the functional diffusion map as an early biomarker of time-to-progression and overall survival in high-grade glioma publication-title: Proc Natl Acad Sci USA doi: 10.1073/pnas.0508347102 contributor: fullname: Hamstra – volume: 26 start-page: 3387 year: 2008 ident: 10.1593/tlo.13532_bib23 article-title: Functional diffusion map as an early imaging biomarker for high-grade glioma: correlation with conventional radiologic response and overall survival publication-title: J Clin Oncol doi: 10.1200/JCO.2007.15.2363 contributor: fullname: Hamstra – volume: 66 start-page: 4687 year: 2006 ident: 10.1593/tlo.13532_bib27 article-title: Dynamic imaging of emerging resistance during cancer therapy publication-title: Cancer Res doi: 10.1158/0008-5472.CAN-05-3205 contributor: fullname: Lee – volume: 352 start-page: 987 year: 2005 ident: 10.1593/tlo.13532_bib3 article-title: Radiotherapy plus concomitant and adjuvant temozolomide for glioblastoma publication-title: N Engl J Med doi: 10.1056/NEJMoa043330 contributor: fullname: Stupp – volume: 113 start-page: 1953 year: 2008 ident: 10.1593/tlo.13532_bib1 article-title: Brain tumor epidemiology: consensus from the Brain Tumor Epidemiology Consortium publication-title: Cancer doi: 10.1002/cncr.23741 contributor: fullname: Bondy – volume: 24 start-page: 473 year: 2011 ident: 10.1593/tlo.13532_bib9 article-title: Assessment of multiparametric MRI in a human glioma model to monitor cytotoxic and anti-angiogenic drug effects publication-title: NMR Biomed doi: 10.1002/nbm.1611 contributor: fullname: Lemasson – volume: 102 start-page: 5524 year: 2005 ident: 10.1593/tlo.13532_bib14 article-title: Functional diffusion map: a noninvasive MRI biomarker for early stratification of clinical brain tumor response publication-title: Proc Natl Acad Sci USA doi: 10.1073/pnas.0501532102 contributor: fullname: Moffat – volume: 257 start-page: 523 year: 2010 ident: 10.1593/tlo.13532_bib28 article-title: Bone metastases from prostate cancer: assessing treatment response by using diffusion-weighted imaging and functional diffusion maps—initial observations publication-title: Radiology doi: 10.1148/radiol.10092469 contributor: fullname: Reischauer – volume: 15 start-page: 572 year: 2009 ident: 10.1593/tlo.13532_bib21 article-title: The parametric response map is an imaging biomarker for early cancer treatment outcome publication-title: Nat Med doi: 10.1038/nm.1919 contributor: fullname: Galbán – volume: 67 start-page: 3524 year: 2007 ident: 10.1593/tlo.13532_bib31 article-title: An imaging biomarker of early treatment response in prostate cancer that has metastasized to the bone publication-title: Cancer Res doi: 10.1158/0008-5472.CAN-06-4236 contributor: fullname: Lee – volume: 7 start-page: e35857 year: 2012 ident: 10.1593/tlo.13532_bib12 article-title: DW-MRI as a biomarker to compare therapeutic outcomes in radiotherapy regimens incorporating temozolomide or gemcitabine in glioblastoma publication-title: PLoS One doi: 10.1371/journal.pone.0035857 contributor: fullname: Galbán |
SSID | ssj0061922 |
Score | 2.0671904 |
Snippet | Abstract RATIONALE: Treatment of glioblastoma (GBM) remains challenging due in part to its histologic intratumoral heterogeneity that contributes to its... RATIONALE: Treatment of glioblastoma (GBM) remains challenging due in part to its histologic intratumoral heterogeneity that contributes to its overall poor... Treatment of glioblastoma (GBM) remains challenging due in part to its histologic intratumoral heterogeneity that contributes to its overall poor treatment... RATIONALETreatment of glioblastoma (GBM) remains challenging due in part to its histologic intratumoral heterogeneity that contributes to its overall poor... |
SourceID | proquest crossref pubmed elsevier |
SourceType | Aggregation Database Index Database Publisher |
StartPage | 554 |
SubjectTerms | Oncology |
Title | Diffusion-Weighted MRI as a Biomarker of Tumor Radiation Treatment Response Heterogeneity: A Comparative Study of Whole-Volume Histogram Analysis versus Voxel-Based Functional Diffusion Map Analysis |
URI | https://www.clinicalkey.es/playcontent/1-s2.0-S1936523313800526 https://dx.doi.org/10.1593/tlo.13532 https://www.ncbi.nlm.nih.gov/pubmed/24151536 https://search.proquest.com/docview/1444856462 |
Volume | 6 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lj9MwELa6i4S4IN5bXjKIW4loEidNuG3ZLou05dCWXThZTmxDUZusmkbiF_K7GNuxk6qsxB64WJXbZKzOJ8834_EMQm9SyQVJeepFQPA9sNCZx0gEw0iOZOxL0LSK6Z7NR5-_JicTMun1bDWLdu6_ahrmQNfq5uwNtO1eChPwGXQOI2gdxn_S-8lSylqFwLxLHfUEQjmdfVLtZJhqPLlW6Tj6ZGBRr8vNYKZqE2gMLFzK-czkzQqwSfCvlyBKqN4BzR32tlr43BakvlRNdr0LvdGZwiMq56steKJSP-pqcFH-EitvDHaTD07BnjZhSLfiwZRduYe6rFkb1JUNW5ZFvnMWcC7W4AGY7IGxKH6y9dIh_iNbZToXwDfJBRu2_N6ehI1LUXVTfAYuEn6ukxy-gV3_UbNuZMRcaTWBOntZZyeXFKhqrPzusLv5xx2MR52NPDKlrRtOEJmC8XvmJtKluLarUrcPCVqb6jId50qqEuqHia6tc4BuBbAnBtb7N6RBubGBSYAwa2yKYIGAd-7111Gn61wjTZEW99DdxrfBxwaU91FPFA_Q7WmTvfEQ_d7HJgZsYlZhhh02cSmxxiZ22MQOm9hiE-9g8z0-xh1kYo1M9aIuMrFDJrYgwwaZuINM3CITu_ViQKZ76BH6cjpZfDjzmj4iXk78dOuBx0wEkEFfgFZFmiTAT1RRokRmIQtlnIJaJLjxJId5n4d8KPNhxskIpjhJZPgYHRZlIY4QzuI0AZsHpICnJPVJliYi97NwKCMO3_E-em1VRK9MuRiq3GzQIwU9Uq3HPhpZ5VF7_xkstqiabaSiPq0COqR74Omjt-7JhiEb5ksBkX8T9MpCg4LVUEeBrBBlDQIIIUkUkxh-88Rgxq1XcXrgQfHTmwl7hu4EulWMCk8-R4fbTS1eoIOK1y811P8Abxb3LA |
link.rule.ids | 315,782,786,866,4028,27932,27933,27934 |
linkProvider | Directory of Open Access Journals |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Diffusion-Weighted+MRI+as+a+Biomarker+of+Tumor+Radiation+Treatment+Response+Heterogeneity%3A+A+Comparative+Study+of+Whole-Volume+Histogram+Analysis+versus+Voxel-Based+Functional+Diffusion+Map+Analysis&rft.jtitle=Translational+oncology&rft.au=Lemasson%2C+Benjamin&rft.au=Galb%C3%A1n%2C+Craig+J&rft.au=Boes%2C+Jennifer+L&rft.au=Li%2C+Yinghua&rft.date=2013&rft.pub=Elsevier+Inc&rft.issn=1936-5233&rft.volume=6&rft.issue=5&rft.spage=554&rft.epage=561&rft_id=info:doi/10.1593%2Ftlo.13532&rft.externalDocID=S1936523313800526 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1936-5233&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1936-5233&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1936-5233&client=summon |