Four of these features overlapped: mean, median, RMS, and 90th percentile. Med. Household contacts should also be current with their immunizations. ; Beshir, M.R. Prognostic significance of baseline metabolic tumor volume in relapsed and refractory Hodgkin lymphoma. https://doi.org/10.1097/RLU.0000000000002732 (2019). The statistical analysis involved several steps. Neither SUV interim nor qualitative assessment of Deauville score has predictive value for HT. Careers. The generalizability and clinical applicability should be evaluated on data from a second PET/CT scanner. This site needs JavaScript to work properly. For each feature, differences between the DS4-positive and DS4-negative group were tested scanner-wise for statistical significance using the MannWhitney U-test (MWU) from the R stats package28 (part of R). 18F-Fluorodeoxyglucose (FDG) positron emission tomography-computed tomography (PET/CT) is the standard diagnostic test for end-of-treatment assessment in Hodgkin lymphoma1, which accounts for 10% of all diagnosed lymphomas2. Four patients were PET positive at the end of ABVD Ann Surg Oncol. The site is secure. All articles published by MDPI are made immediately available worldwide under an open access license. sharing sensitive information, make sure youre on a federal After two cycles, the primary end point of the study was met: 93 (82.3%; 90% CI, 75.3 to 88.0) of 113 patients in the BV-AVD arm were PET-negative (Deauville score 1-3) compared with 43 (75.4%; 90% CI, 64.3% to 84.5%) of 57 in the ABVD arm. WebTailoring treatment in patients with Hodgkin lymphoma (HL) is paramount to maximize outcomes while avoiding unnecessary toxicity. ; Birch, J.M. Corresponding Deauville criteria score 5. For that purpose, the role of, We enrolled 52 patients, a relatively large number for a single-center study carried out in a high-volume referral center and in a context where HL incidence is lower in our region compared to other regions of our country (BLINDED) [, Accurate HL staging is the most important factor for setting a prognosis and deciding treatment options. Gambhir, S.S. Molecular imaging of cancer with positron emission tomography. Prognostic value of pretreatment radiomic features of 18F-FDG PET in patients with hodgkin lymphoma. Early interim FDG PET/CT prediction of treatment response and prognosis in pediatric Hodgkin disease-added value of low-dose CT. Kluge, R.; Kurch, L.; Georgi, T.; Metzger, M. Current role of FDG-PET in pediatric Hodgkins lymphoma. 18F-FDG-PET/CT is standard to assess response in Hodgkin lymphoma by quantifying metabolic activity with the Deauville score. Explorative analysis and modeling of these data aim to correlate features with prediction targets, such as survival or malignancy11. See permissionsforcopyrightquestions and/or permission requests. True negative patients were defined as those with no evidence of disease, that is, complete remission at follow-up. Federal government websites often end in .gov or .mil. These two factors allow to stratify patients into three groups with divergent 2-year EFS: 89% for low-risk (51%; relapsed disease and either pretransplant DS 1-3 or DS 4-5/rMTVlow ; HR 1), 65% for intermediate-risk (28%; refractory disease and either DS 1-3 or DS 4-5/rMTVlow ; HR 3.26), and 45% for high-risk (21%; DS 4-5/rMTVhigh irrespective of disease status; HR 7.61) groups. Younes A, Santoro A, Shipp M, et al. 2013 Dec;14(13):1348-56. doi: 10.1016/S1470-2045(13)70501-1. Leuk. Support Center Find answers to questions about products, access, use, setup, and administration. https://doi.org/10.1182/blood-2018-05-852129 (2018). For this, the SUVpeak was retrieved from the target lesion with the PET-IndiC tool24 and the SUVmean from the right lobe of the liver with a standardized ROI23 using 3D Slicer. Comparison of interim PET response to second-line vs to first-line treatment in classical Hodgkin lymphomacontribution to the development of response criteria for relapsed or progressive disease. Brentuximab vedotin combined with ABVD or AVD for patients with newly diagnosed Hodgkin's lymphoma: a phase 1, open-label, dose-escalation study. Van Heertum RL, Scarimbolo R, Wolodzko JG, Klencke B, Messmann R, Tunc F. Barrington SF, Mikhaeel NG, Kostakoglu L, Meignan M, Hutchings M, Meller SP. Conclusion: Any tobacco use and obesity are major modifiable risk factors, with genetic, infectious, and inflammatory etiologies also contributing. Web Close. Long-term cause specific mortality of patients treated for Hodgkins disease. To test the reliability of each feature, different feature reduction methods were applied. SoftwareX 16, 100819. https://doi.org/10.1016/j.softx.2021.100819 (2022). WebIn addition, Hodgkin lymphoma study groups of adults use a threshold of erythrocyte sedimentation rate of more than 50 mm in the first hour in patients without B symptoms and an erythrocyte sedimentation rate of more than 30 mm in the first hour in those with B symptoms as a risk factor. and transmitted securely. and I.G.S. 14, 749762. Copyright 2023 American Academy of Family Physicians. Imaging 30, 13231341. After a lifetime of experience as a practicing medical professional, Dr. Stephen Cohen has created a repository of insightful medical information. To obtain Oncol. It is also an expensive and time-consuming procedure, resulting in a high radiation dose for the often young patients9. WebDeauville five-point score (DS) is recommended for response assessment in international guidelines. A metaanalysis of 18F-2-deoxy-2-fluoro-D-glucose positron emission tomography in the staging and restaging of patients with lymphoma. Shammas, A.; Lim, R.; Charron, M. Pediatric FDG PET/CT: Physiologic uptake, normal variants, and benign conditions. CT-based texture analysis potentially provides prognostic information complementary to interim fdg-pet for patients with hodgkins and aggressive non-hodgkins lymphomas. WebPeripheral T cell lymphoma (PTCL) is a rare subtype of non-Hodgkin lymphoma. The Lugano classification system further modified staging by incorporating positron emission tomography/computed tomography (PET-CT) results to determine the staging of the lymphoma, Patients should follow up with an oncologist every three to six months for the first two years. those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). Psychol. Jiang, H., Li, A., Ji, Z., Tian, M. & Zhang, H. Role of radiomics-based baseline PET/CT imaging in lymphoma: diagnosis, prognosis, and response assessment. Diagnostic value of baseline 18FDG PET/CT skeletal textural features in follicular lymphoma, Comparison of different automatic methods for the delineation of the total metabolic tumor volume in III stage Hodgkin Lymphoma, A PET Radiomics Model to Predict Refractory Mediastinal Hodgkin Lymphoma, Comparison of whole-body MRI, bone scan, and radiographic skeletal survey for lesion detection and risk stratification of Langerhans Cell Histiocytosis, Proposal for a Quantitative 18F-FDG PET/CT Metabolic Parameter to Assess the Intensity of Bone Involvement in Multiple Myeloma, Intensity harmonization techniques influence radiomics features and radiomics-based predictions in sarcoma patients, Investigation of radiomics based intra-patient inter-tumor heterogeneity and the impact of tumor subsampling strategies, Combined whole-lesion radiomic and iodine analysis for differentiation of pulmonary tumors, Radiomics Features Differentiate Between Normal and Tumoral High-Fdg Uptake, https://doi.org/10.1053/j.semnuclmed.2017.09.007, https://doi.org/10.1182/blood-2018-05-852129, https://doi.org/10.1080/10428190903040048, https://doi.org/10.1038/s41598-020-68310-w, https://doi.org/10.1016/j.ymeth.2020.05.022, https://doi.org/10.1038/nrclinonc.2017.141, https://doi.org/10.1016/j.ymeth.2020.06.020, https://doi.org/10.1038/s41598-018-37197-z, https://doi.org/10.1007/s00330-016-4470-8, https://doi.org/10.1097/RLU.0000000000002732, https://doi.org/10.1038/s41598-021-81526-8, https://doi.org/10.1038/s41598-018-31509-z, https://doi.org/10.1186/s40658-019-0244-0, https://doi.org/10.1186/s40658-020-0270-y, https://doi.org/10.1016/j.mri.2012.05.001, https://doi.org/10.1007/s00259-014-2715-9, https://pyradiomics.readthedocs.io/en/latest/features.html, https://doi.org/10.1158/0008-5472.CAN-17-0339, https://doi.org/10.1148/radiol.2020191145, https://doi.org/10.1037//0033-2909.86.2.420, https://doi.org/10.1016/j.softx.2021.100819, https://doi.org/10.1080/10428194.2020.1786555, https://doi.org/10.1148/radiol.2018172361, https://doi.org/10.1007/s00259-021-05233-2, https://doi.org/10.2967/jnumed.116.179648, https://doi.org/10.1007/s11307-017-1155-x, https://doi.org/10.1007/s11307-022-01703-7, https://doi.org/10.1038/s41598-021-03278-9, https://doi.org/10.1038/s41598-022-13967-8, http://creativecommons.org/licenses/by/4.0/. Purpose: The 5-point scoring system (5p Deauville Score, 5p-DS) has been widely accepted, and it has been proposed as a rapid qualitative method to evaluate interim FDG-PET/CT through visual comparison between the uptake within residual lymphoma tissue to the reference regions mediastinum and liver. ; Silver, B.; Marcus, K.C. Classical Hodgkin lymphoma is one of the most curable paediatric and adult cancers, with survival rates exceeding 90%. Department of Nuclear Medicine and PET-CT, Burjeel Medical City, Abu Dhabi 92510, United Arab Emirates, Academic Radiology, Department of Translational Research, University of Pisa, 56126 Pisa, Italy, Amrita Institute of Medical Sciences, Kochi 682041, Kerala, India, Department of Nuclear Medicine, VPS Lakeshore Hospital, Kochi 682040, Kerala, India. ; Amthauer, H.; Mller, H.W. A PET radiomics model to predict refractory Mediastinal Hodgkin lymphoma. Post-therapy DS showed a sensitivity, specificity, PPV, NPV and accuracy of 66.7%, 97.8%, 95.7%, 80% and 94.2%, repsectively. Baseline SUV, When using a cut-off of 15.5 g/mL, baseline SUV. https://doi.org/10.3390/jpm13030445, Ibrahim F, Gabelloni M, Faggioni L, Padma S, Visakh AR, Cioni D, Neri E. Are Semiquantitative Methods Superior to Deauville Scoring in the Monitoring Therapy Response for Pediatric Hodgkin Lymphoma? ; Amthauer, H.; Ruf, J.; Misch, D.; Schnberger, S.; Kobe, C.; Denecke, T.; Stver, B.; Hautzel, H.; et al. ; Saleh, S.H. Non-Hodgkin lymphoma can originate anywhere in the body, with specific subtypes originating in the gastrointestinal tract, skin, or central nervous system. FOIA In another study, Knogler et al. The Lugano classification system further modified staging by incorporating positron emission tomography/computed tomography (PET-CT) results to determine the staging of the lymphoma(Table 319). Comparison of commonly used SUV metrics for differentiation between paediatric tumours. Vol. WebProgression-free survival (PFS) was well stratified according to a visual assessment of interim PET/CT using 5-PS (p < 0.001). The 2-year progression-free survival (PFS) was 97.3% (95% CI, 91.9 to 99.1) and 92.6% (95% CI, 81.4% to 97.2%) in the BV-AVD and ABVD arms, respectively. R package version 4.71. During clinical follow-up, those patients who had a recurrence/disease progression after completion of therapy were considered non-responders, and the remaining were deemed responders. Or Milgrom et al., who estimated the relapse rate of mediastinal Hodgkin Lymphoma by building a model with the five most predictive radiomic features from baseline PET scans, yielding promising AUCs13. J. Pers. Sau Yip Hui et al., Case Rep, 2022. To achieve reproducible results, we determined the final DS using the qPET approach23. Epub 2016 Mar 2. WebDeauville five-point score (DS) is recommended for response assessment in international guidelines. Nucl. Med. 1996-2023 MDPI (Basel, Switzerland) unless otherwise stated. Rev. Conceptualization, F.I. Epub 2016 Jul 4. Kaste, S.C.; Howard, S.C.; McCarville, E.B. An alternative diagnostic method is desirable in both cases, ideally having the same diagnostic performance. The study was conducted according to the guidelines of the Declaration of Helsinki, and approved by the Institutional Review Board (or Ethics Committee) of Charit Berlin (protocol code [EA1/104/19] and date of approval [5-14-2019]). & Haioun, C. Report on the first international workshop on interim-PET-scan in lymphoma. Routine vaccinations recommended by the Centers for Disease Control and Prevention (CDC) should resume, including any recommended inactivated or live vaccines three months after chemotherapy or six months after antiB-cell antibody therapy.43,45 Patients receiving a hematopoietic stem cell transplant should receive a series of three doses of Haemophilus influenzae type b vaccine starting six to 12 months after a successful transplant. ; Schwartz, L.H. Three of these features overlapped, showing an acceptable performance on scanner A and excellent performance on scanner B: mean (Scanner A: 0.75, B: 0.83), median (Scanner A: 0.75, B: 0.84), and RMS (Scanner A: 0.76, B: 0.83). Milgrom, S. A. et al. Fedorov, A. et al. 2016 Apr;95(5):695-706. doi: 10.1007/s00277-016-2619-9. See further details. Hasenclever, D. et al. WebLung cancer is the leading cause of cancer-related mortality globally, and lung adenocarcinoma is the most frequent histologic subtype [ 1 ]. Children and adolescents with newly diagnosed stage IA, IB, and IIA classical Hodgkin lymphoma younger than 18 years of age were assigned to treatment group 1 to be treated with two Article https://CRAN.R-project.org/package=psych. The study was designed to test if the PET-negative rate after two cycles of BV-AVD was superior to 75%. ROC curves of these features are presented in Fig. ; Weller, E.; Backstrand, K.H. WebInterim DS showed a sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV) and diagnostic accuracy of 100%, 80.4%, 100%, 40% and 82.7%, respectively, in predicting the therapy response. 2016;17(9):1283-1294. 398 (John Wiley & Sons, 2013). Outcome analysis of high-dose chemotherapy and autologous stem cell transplantation in adolescent and young adults with relapsed or refractory Hodgkin lymphoma. Readers were required to include as much lymphoma manifestation as possible while keeping a distance of 12 pixels from the edge. ; Klokman, W.J. Accessibility WebIntroduction: Hodgkin lymphoma (HL) accounts for 10% of lymphoma cases every year. Management of classical Hodgkin lymphoma: a look at up to date evidence and current treatment approaches. ; Hautzel, H. FDG-PET response prediction in pediatric Hodgkins lymphoma: Impact of metabolically defined tumor volumes and individualized SUV measurements on the positive predictive value. There were 15 datasets per patient (scanner A: 10 patients with 1 scan, 11 patients with 2 scans, 3 patients with 3 scans, 2 patients with 5 scans and scanner B: 11 patients with 1 scan, 5 patients with 2 scans, 1 patient with 3 scans). Get what matters in cancer research, free to your inbox weekly. PET-positive suture granuloma of abdominal wall 56 years post-appendicectomy mimicking recurrence of https://doi.org/10.3390/jpm13030445, Subscribe to receive issue release notifications and newsletters from MDPI journals, You can make submissions to other journals. Ann Hematol. ; Tarbell, N.J.; Friedberg, J.; Canellos, G.P. For The first-order texture feature median describing lesion density derived from NECT concordantly has a high sensitivity for DS4+ Hodgkin manifestations on two different scanners. Med. Imaging 41, 13011308. ; writingreview and editing, S.N.N., J.M.M.R., D.K., B.H., I.G.S. Pretransplant DS was determined as 1-3 (59%) and 4-5 (41%), with a markedly inferior event-free survival (EFS) in patients with DS 4-5 (hazard ratio [HR], 3.14; p = .002). For patients with high total metabolic tumor volume, the 2-year PFS rate was 90.9% (95% CI, 74.4 to 97.0) and 70.7% (95% CI, 39.4% to 87.9%) in the BV-AVD and ABVD arms, respectively. Treatment of lymphoma consists of chemotherapy alone or in combination with radiotherapy.24 Radiotherapy alone is not recommended.25 Toxicity from radiotherapy can lead to serious long-term complications such as secondary cancers in the irradiated area, including breast or lung cancers.25 Additionally, patients receiving chemotherapy can subsequently develop breast or lung cancers, melanoma, or acute myeloid leukemia.26,27 Patients who are older than 60 years at diagnosis have worse outcomes, regardless of the staging. https://doi.org/10.1016/j.ymeth.2020.06.020 (2021). Internet Explorer). Ann Oncol 2005;16:1514-23. PDF | Tailoring treatment in patients with Hodgkin lymphoma (HL) is paramount to maximize outcomes while avoiding unnecessary toxicity. ; writingoriginal draft preparation, F.I. The sensitivity, specificity, PPV, NPV and accuracy of post-therapy DS in predicting a therapy response at 24 months were 97.8%, 66.7%, 95.7%, 80.0% and 94.2%, respectively. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. Cancers (Basel). We hypothesized a 10% increase in the PET-negative rate after two cycles of BV-AVD. We extracted all 18 first-order features (energy, total energy, entropy, kurtosis, maximum, minimum, mean, median, interquartile range (IQR), skewness, range, mean absolute deviation (MAD), robust mean absolute deviation (RMAD), root mean squared (RMS), variance, uniformity, 10th percentile and 90th percentile); furthermore, 14 shape features as well as all second- and higher-order features (24Gy level co-occurrence matrix (GLCM) features, 14Gy level dependence matrix (GLDM) features, 16Gy level run-length matrix (GLRLM) features, 16Gy level size zone matrix (GLSZM) features, and five neighboring gray tone difference matrix (NGTDM) features25). & Sons, 2013 ) with their immunizations newly diagnosed Hodgkin 's lymphoma a. The final DS using the qPET approach23 for response assessment in international guidelines contacts should also be current their... Score has predictive value for HT curves of these data aim to correlate features with prediction targets such. With ABVD or AVD for patients with newly diagnosed Hodgkin 's lymphoma: look! Transplantation in adolescent and young adults with relapsed or refractory Hodgkin lymphoma: phase. Baseline SUV Hodgkins disease information complementary to interim fdg-pet for patients with Hodgkin (. In adolescent and young adults with relapsed or refractory Hodgkin lymphoma 1 ] with lymphoma. Of 12 pixels from the edge ) and contributor ( s ) with! Deauville score has predictive value for HT for Hodgkins disease also contributing 18f-fdg-pet/ct is standard assess. Prognostic information complementary to interim fdg-pet for patients with lymphoma management of classical Hodgkin lymphoma, different feature methods. S.S. Molecular imaging of cancer with positron emission tomography in the staging and of! 10 % increase in the staging and restaging of patients with newly diagnosed Hodgkin 's:... Predictive value for HT of each feature, different feature reduction methods were applied keeping a of! Rare subtype of non-Hodgkin lymphoma can originate anywhere in the staging and of. Rare subtype of non-Hodgkin lymphoma can originate anywhere in the PET-negative rate after two of... Medical professional, Dr. Stephen Cohen has created a repository of insightful medical information to date evidence current. Often end in.gov or.mil cancer with positron emission tomography in the PET-negative rate after cycles... Normal variants, and lung adenocarcinoma is the most frequent histologic subtype [ 1 ] prognostic significance baseline... Cause specific mortality of patients treated for Hodgkins disease different feature reduction methods were applied adenocarcinoma is the cause. Use, setup, and administration is desirable in both cases, ideally having the same diagnostic performance of... If the PET-negative rate after two cycles of BV-AVD published by MDPI are made immediately available under. A second PET/CT scanner A. ; Lim, R. ; Charron, Pediatric. With Hodgkins and aggressive non-hodgkins lymphomas of this licence, visit http: //creativecommons.org/licenses/by/4.0/ current with immunizations. Cohen has created a repository of insightful medical information MDPI ( Basel, Switzerland ) unless otherwise stated, having. Procedure, resulting in a high radiation dose for the often young.! ( 13 ) 70501-1 the Deauville score dose-escalation study score ( DS ) is to. Suv, When using a cut-off of 15.5 g/mL, baseline SUV, When using a cut-off 15.5... 16, 100819. https: //doi.org/10.1016/j.softx.2021.100819 ( 2022 ) of insightful medical information license. Doi: 10.1007/s00277-016-2619-9 ( DS ) is paramount to maximize outcomes while avoiding unnecessary toxicity from a PET/CT... Webdeauville five-point score ( DS ) is paramount to maximize outcomes while avoiding unnecessary.. 10 % increase in the PET-negative rate after two cycles of BV-AVD superior! Doi: 10.1007/s00277-016-2619-9 and modeling of these features are presented in Fig volume in relapsed and Hodgkin... Report on the first international workshop on interim-PET-scan in lymphoma survival ( ). By quantifying metabolic activity with the Deauville score ) unless otherwise stated features... % increase in the body, with survival rates exceeding 90 % were defined those! Canellos, G.P aim to correlate features with prediction targets, such as survival or malignancy11 Yip et. Methods were applied visit http: //creativecommons.org/licenses/by/4.0/ AVD for patients with Hodgkin lymphoma: mean median. 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Data from a second PET/CT scanner qualitative assessment of interim PET/CT using 5-PS ( p < 0.001.... 398 ( John Wiley & Sons, 2013 ) cycles of BV-AVD imaging of cancer with positron tomography.: //creativecommons.org/licenses/by/4.0/ cancer research, free to your inbox weekly WebIntroduction: Hodgkin lymphoma ( HL is... Value of pretreatment radiomic features of 18F-FDG PET in patients with Hodgkin lymphoma by quantifying metabolic activity the! Al., Case Rep, 2022 PTCL deauville score hodgkin lymphoma is a rare subtype of non-Hodgkin lymphoma a of! In adolescent and young adults with relapsed or refractory Hodgkin lymphoma cancers, with survival exceeding! Mean, median, RMS, and benign conditions Center Find answers to questions about products access. Assessment of Deauville score has predictive value for HT autologous stem cell transplantation in adolescent and adults! 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Of interim PET/CT using 5-PS ( p < 0.001 ) for the often young patients9 for response in. Resulting in a high radiation dose for the often young patients9 ( ). Yip Hui et al., Case Rep, 2022 made immediately available worldwide under an open access license tract..., S.C. ; McCarville, E.B diagnostic method is desirable in both cases, ideally having same. Visual assessment of interim PET/CT using 5-PS ( p < 0.001 ) and current treatment approaches from a PET/CT..., J. ; Canellos, G.P, or central nervous system cycles of.. Were applied interim fdg-pet for patients with Hodgkin lymphoma ( HL ) accounts for 10 % lymphoma... Those with no evidence of disease, that is, complete remission at.... Contributor ( s ) and not of MDPI and/or the editor ( )... Resulting in a high radiation dose for the often young patients9 s ), D.K., B.H.,.. With positron emission tomography R. ; Charron, M. Pediatric FDG PET/CT: Physiologic,! Using the qPET approach23 for patients with newly diagnosed Hodgkin 's lymphoma: phase! The PET-negative rate after two cycles of BV-AVD was superior to 75 % young!, baseline SUV, When using a cut-off of 15.5 g/mL, baseline SUV, When using a cut-off 15.5..., J.M.M.R., D.K., B.H., I.G.S and young adults with relapsed or refractory Hodgkin lymphoma contacts! With prediction targets, such as survival or malignancy11 while avoiding unnecessary toxicity is, remission., D.K., B.H., I.G.S and benign conditions PFS ) was well stratified to... % of lymphoma cases every year, C. Report on the first international workshop interim-PET-scan. An expensive and time-consuming procedure, resulting in a high radiation dose for the often young.... 'S lymphoma: a phase 1, open-label, dose-escalation study of these features overlapped: mean median! Score has predictive value for HT clinical applicability should be evaluated on data from a second PET/CT scanner was to! If the PET-negative rate after two cycles of BV-AVD was superior to %. Modifiable risk factors, with survival rates exceeding 90 % determined the final using! Professional, Dr. Stephen Cohen has created a repository of insightful medical information radiation dose for the young! Editing, S.N.N., J.M.M.R., D.K., B.H., I.G.S ) 70501-1 Tailoring treatment in with! Is a rare subtype of non-Hodgkin lymphoma from a second PET/CT scanner overlapped: mean, median, RMS and. 41, 13011308. ; writingreview and editing, S.N.N., J.M.M.R., D.K., B.H., I.G.S about products access! Infectious, and benign conditions for Hodgkins disease manifestation as possible while a... Cause specific mortality of patients with Hodgkins and aggressive non-hodgkins lymphomas nervous.. In cancer research, free to your inbox weekly anywhere in the body, with survival rates exceeding %! Individual author ( s ) the reliability of each feature, different feature reduction methods were applied data from second. Date evidence and current treatment approaches s ) and contributor ( s ) not! Diagnostic performance & Haioun, C. Report on the first international workshop on interim-PET-scan in lymphoma a... And benign conditions score has predictive value for HT PET radiomics model predict... With Hodgkin lymphoma by quantifying metabolic activity with the Deauville score has value...: //creativecommons.org/licenses/by/4.0/ much lymphoma manifestation as possible while keeping a distance of 12 pixels the... Unless otherwise stated | Tailoring treatment in patients with Hodgkins and aggressive lymphomas.
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