Genome-Wide Transcriptome Analysis Identifies Molecular Patterns of FDG-PET/CT Biomarkers in MM Patients from the Cassiopet Study

Blood ◽  
2020 ◽  
Vol 136 (Supplement 1) ◽  
pp. 26-26
Author(s):  
Jean-Baptiste Alberge ◽  
Bastien Jamet ◽  
Clement Bailly ◽  
Cyrille Touzeau ◽  
Jonathan Cruard ◽  
...  

Background Positron emission tomography (PET) using 18Fluorodeoxyglucose (FDG) provides independent prognostic informations in newly diagnosed multiple myeloma (NDMM) patients (Moreau et al, ASH 2019; Moreau et al, JCO 2017; Zamagni et al, Blood 2011). At baseline, FDG-PET/CT characteristics such as maximum standardized uptake value (SUVmax), presence of extramedullary disease (EMD), and paramedullary disease (PMD) define high-risk NDMM patients. Similarly, the presence of negative FDG-PET/CT at baseline has been associated with favorable outcome in NDMM patients (Abe et al, EJNMMI 2019; Moreau et al, ASH 2019). The aim of the present study was to identify MM molecular features associated with these functional imaging biomarkers. Methods A group of 136 patients from CASSIOPET, a companion study of the CASSIOPEIA cohort (ClinicalTrials.gov, number NCT02541383) were subjected to whole genome expression profiling using RNA sequencing (RNA-seq) on sorted bone marrow plasma cells in addition to FDG-PET/CT imaging at baseline. RNA-seq reads were aligned to hg38 reference genome with STAR and subjected to differential expression testing with DESeq2 with sample purity treated as a model covariate. High risk group with the GEP70 signature and classification from the seven molecular subgroups (CD-1, CD-2, HY, LB, MF, MS, and PR) were determined by weighted mean value of gene expression (Zhan et al, Blood 2006). Special attention was paid to genes associated with glucose metabolism and related to plasma cells proliferation. On FDG-PET/CT, SUVmax of areas of focally increased tracer uptake on bone was determined and the presence of EMD or PMD identified. Results FDG-PET/CT was positive in 108 patients out of 136 (79,4%), with 19 (14%) and 15 (11%) of them presenting PMD and EMD disease respectively. Expression level of glucose transporter GLUT1 was independent of these three imaging biomarkers (FDG-PET/CT positivity, EMD and PMD), while HK2 was downregulated in negative scans only (Fold Change = 2.1, padj=0.02). GLUT5 expression was associated with positive FDG-PET/CT (Fold Change = 3.5, padj = 8E-4). Both GLUT1 and HK2 weakly correlated with SUVmax (r=0.26 and 0.36, respectively). Of note, negative FDG-PET/CT were enriched for the LB group of patients, consistent with the lower incidence of MRI-defined bone lesions reported in this subgroup, and it remained independent of the GEP70 signature. Furthermore, high risk GEP70 signature was associated with a SUVmax ≥ 4, and correlated with the presence of PMD (OR=3.2, CI=[0.95-10.6], p=0.03), but not with EMD (p=0.7).Conversely, there was no patient from the LB group with detected PMD on imaging, but 25% (2/8) showed EMD, suggesting that different biological features support both disease patterns. Finally, positive PET/CT profiles seemed to display two distinct signatures with either high expression of proliferation genes (MKI67, PCNA, TOP2A, STMN1), or high expression of GLUT5 and lymphocyte antigens (CD19, CD30L, and CCR2), suggesting a different phenotype for this subgroup. This finding was independent of a high SUVmax. Conclusion Our study confirmed that negative FDG-PET/CT at baseline is associated with low HK2 expression while positive exams showed increased GLUT5 expression and proliferation markers. We describe a strong correlation between two imaging biomarkers (baseline SUVmax and PMD) and high risk signature and molecular subgroup with highly proliferative disease. On the contrary, EMD appeared independent of high risk signature or molecular subgroups. Additional studies will confirm and extend the correlation between imaging and clinical features of the disease and molecular characteristics of malignant plasma cells. Disclosures Touzeau: Sanofi: Honoraria, Research Funding; Abbvie: Consultancy, Honoraria, Other: Travel, Accommodations, Expenses, Research Funding; Amgen: Consultancy, Honoraria, Other: Travel, Accommodations, Expenses; Celgene: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees; Janssen: Consultancy, Honoraria, Other: Travel, Accommodations, Expenses; GlaxoSmithKline: Honoraria, Research Funding; Takeda: Consultancy, Honoraria, Other: Travel, Accommodations, Expenses. Moreau:Amgen: Consultancy, Honoraria; Sanofi: Consultancy, Honoraria; Abbvie: Consultancy, Honoraria; Novartis: Honoraria; Celgene/Bristol-Myers Squibb: Consultancy, Honoraria; Janssen: Consultancy, Honoraria; Takeda: Honoraria.

Author(s):  
Marianne Vogsen ◽  
Jeanette Dupont Jensen ◽  
Ivar Yannick Christensen ◽  
Oke Gerke ◽  
Anne Marie Bak Jylling ◽  
...  

Circulation ◽  
2018 ◽  
Vol 138 (Suppl_1) ◽  
Author(s):  
Eun Jin Park ◽  
Jae Seon Eo ◽  
Won-Young Jang ◽  
Dong Oh Kang ◽  
Cheol Ung Choi ◽  
...  

Backgrounds: Chronic mental stress is a major risk factor of coronary artery disease, but there is a lack of direct mechanistic evidence between brain amygdala activity, a neural stress center, versus plaque vulnerability in acute coronary syndrome. In this study, we aimed to evaluate whether brain amygdala activity in AMI patients assessed by 18 F-FDG PET/CT could be associated with vascular inflammation in carotid beds and high-risk coronary plaque features evaluated by OCT. Methods and Results: In retrospective analysis, the patients who underwent 18 F-FDG PET/CT and CAG at Korea University Guro Hospital (Seoul, Korea). Among 1802 patients underwent 18 F-FDG PET/CT from October 1 2009 to 31 December 31 2015, 230 patients received CAG. After excluding 36 patients who had active cancer or brain disease, 198 were stratified according to degree of coronary severity by syntax score [none (n=159); mild to moderate (n=26); severe (n=13)]. Brain amygdalar activity on PET was quantified as target-to-background ratio (TBR) of standardized uptake value (amygdalar SUV max /temporal SUV mean ). The amygdalar TBR was significantly higher in patients with severe coronary disease rather than those without coronary stenosis or mild to moderate stenosis assessed by syntax score (P=0.03). Intriguingly, among 13 patients with severe CAD, the amygdalar TBR significantly increased in the 6 patients presented as AMI compared to non-MI patients (P=0.03). In following prospective study, we performed 18 F-FDG PET/CT in AMI patients underwent percutaneous coronary intervention within index admission period, and in patients with chronic stable angina (CSA) as control. The plaque morphology in non-culprit segment of infarct-related artery (IRA) was estimated by OCT in AMI patients. Brain amygdalar TBR was significantly higher in AMI patients compared to CSA patients (p<0.05). In AMI patients, amygdalar activity was significantly associated with vascular inflammation quantified as carotid TBR (p<0.05). The increased amygdalar activity was associated with high-risk plaque characteristics of non-culprit segments of IRA. Conclusions: The amygdalar activity assessed by 18 F-FDG PET/CT was significantly higher in patients with AMI than CSA. This amygdalar activity was related to vulnerable plaque characteristics of IRA. Our results suggest that brain emotional activity in ACS could contribute to plaque instability in pan-vascular beds.


2020 ◽  
Author(s):  
Kenji Hirata ◽  
Osamu Manabe ◽  
Keiichi Magota ◽  
Sho Furuya ◽  
Tohru Shiga ◽  
...  

Abstract Background Radiology reports contribute not only to the particular patient, but also to constructing massive training dataset in the era of artificial intelligence (AI). The maximum standardized uptake value (SUVmax) is often described in daily radiology reports of FDG PET-CT. If SUVmax can be used as an identifier of lesion, that would greatly help AI interpret radiology reports. We aimed to clarify whether the lesion can be localized using SUVmax written in radiology reports.Methods The institutional review board approved this retrospective study. We investigated a total of 112 lesions from 30 FDG PET-CT images acquired with 3 different scanners. SUVmax was calculated from DICOM files based on the latest Quantitative Imaging Biomarkers Alliance (QIBA) publication. The voxels showing the given SUVmax were exhaustively searched in the whole-body images and counted. SUVmax was provided with 5 different degrees of precision: integer (e.g., 3), 1st decimal places (DP) (3.1), 2nd DP (3.14), 3rd DP (3.142), and 4th DP (3.1416). For instance, when SUVmax=3.14 was given, the voxels with 3.135≤SUVmax<3.145 were extracted. We also evaluated whether local maximum restriction could improve the identifying performance, where only the voxels showing the highest intensity within some neighborhood were considered. We defined that “identical detection” was achieved when only single voxel satisfied the criterion.Results A total of 112 lesions from 30 FDG PET-CT images were investigated. SUVmax ranged from 1.3 to 49.1 (median = 5.6, IQR = 5.2). Generally, when larger and more precise SUVmax values were given, fewer voxels satisfied the criterion. The local maximum restriction was very effective. When SUVmax was determined to 4 decimal places (e.g., 3.1416) and the local maximum restriction was applied, identical detection was achieved in 33.3% (lesions with SUVmax<2), 79.5% (2≤SUVmax<5), and 97.8% (5≤SUVmax) of lesions.Conclusions SUVmax of FDG PET-CT can be used as an identifier to localize the lesion if precise SUVmax is provided and local maximum restriction was applied, although the lesions showing SUVmax<2 were difficult to identify. The proposed method may have potential to make use of radiology reports retrospectively for constructing training datasets for AI.


Head & Neck ◽  
2013 ◽  
Vol 36 (3) ◽  
pp. 323-327 ◽  
Author(s):  
Young-Hoon Joo ◽  
Ie-Ryung Yoo ◽  
Kwang-Jae Cho ◽  
Jun-Ook Park ◽  
In-Chul Nam ◽  
...  

2020 ◽  
Vol 31 ◽  
pp. S340
Author(s):  
M. Vogsen ◽  
J.D. Jensen ◽  
I.Y. Christensen ◽  
O. Gerke ◽  
A.M.B. Jylling ◽  
...  

Blood ◽  
2019 ◽  
Vol 134 (Supplement_1) ◽  
pp. 2892-2892 ◽  
Author(s):  
Dominic Kaddu-Mulindwa ◽  
Bettina Altmann ◽  
Gerhard Held ◽  
Marita Ziepert ◽  
Karin Menhart ◽  
...  

BACKGROUND: According to the Lugano classification (Cheson et al., JCO 2014, 32: 3059-3067) fludeoxyglucose positron emission tomography combined with computed tomography (FDG PET/CT) is the standard for evaluation and staging of aggressive non-Hodgkin Lymphoma (NHL). It is a matter of debate whether FDG PET/CT is sufficient to determine bone marrow (BM) involvement. We performed a pooled analysis of data from the PETAL (EudraCT 2006-001641-33) and OPTIMAL>60 trials (EudraCT 2010-019587-36) as prospective, open-label, randomized, multicenter Phase-III trials to determine whether initial staging with FDG PET/CT would allow non-invasive diagnosis of BM involvement and thus could avoid established but potentially painful and unpleasant BM biopsy (BMB). PATIENTS AND METHODS: Patients treated within the trials were included if both FDG PET/CT and BMB were performed during initial staging. Only patients with a biopsy-proven, centrally confirmed diagnosis of diffuse large B-cell lymphoma, primary mediastinal B-cell lymphoma or follicular lymphoma grade 3b were included. FDG PET/CT images and BM findings were blinded for central review by board certified PET/CT readers. Discordant findings were documented and resolved after unblinding by interdisciplinary discussion using findings of complementary imaging and/or subsequent PET examinations. Based on literature (Berthet et al., J Nucl Med 2013), a newly defined gold standard was used to confirm BM involvement. It includes a positive BMB or a positive FDG PET confirmed by targeted biopsy, complementary CT imaging or targeted MRI, or concurrent disappearance of focal FDG-avid BM lesions with other lymphoma manifestations during immunochemotherapy. RESULTS: Out of 1,976 patients a total of 930 patients met the inclusion criteria. BMB confirmed BM involvement in 85 of 930 patients (9%). According to FDG PET/CT, BM was involved in 185 out of 930 patients (20%) with 36 discordances (4%) between negative initial FDG PET/CT and positive BMB ("false negatives" with respect to previous reference standard, PRS). Discordances between positive initial FDG PET/CT and negative BMB ("false positives" by PRS) occurred in 136 patients (15%). If only BMB is used as in the PRS, the negative predictive value (NPV) of FDG PET/CT was 709/745=95% (95% confidence interval [95%CI]: 93%-97%) with a sensitivity (Sens) of 58% (95%CI: 46%-68%) and a specificity (Spec) of 84% (95%CI: 81%-86%). After discussion of these cases, 185 out of 221 cases with BM involvement were identified as true positive, resulting in a Sens of 84% for FDG PET/CT (95%CI: 78%-88%). By means of FDG PET/CT 745 cases were negative of which 709 were confirmed as true negatives, resulting in an NPV of 95% (95%CI: 93%-97%). All 185 cases with positive FDG PET/CT were evaluated as true positive for BM involvement in the unblinded synopsis of all findings, resulting in a positive predictive value (PPV) of 100% (95%CI: 98%-100%). All 709 negative FDG PET/CT findings were finally confirmed as such, so Spec was 100% (95%CI: 99%-100%). Thus, the prevalence in our total cohort analyzed was 24%, since 221 out of 930 cases had confirmed BM involvement. Diagnostic performance parameters for BMB as compared to the newly defined gold standard were Sens 85/221=38% (95%CI: 32%-45%), Spec 709/709=100% (95%CI: 99%-100%), PPV 85/85=100% (95%CI: 96%-100%) and NPV 709/845=84% (95%CI: 81%-86%), respectively. Differences between the PRS in the diagnosis of BM involvement by only BMB and the newly defined gold standard result mainly from false negative BMB due to sampling errors, which are detected by FDG PET/CT. DISCUSSION: In the majority of patients with aggressive B-cell lymphoma, routine BMB does not give any additional relevant diagnostic or prognostic information over FDG PET/CT alone and could therefore be omitted. BMB should only be performed if results would have direct therapeutic impact e.g. in patients with limited stage disease and lack of further risk factors according to the international prognostic index (IPI). Disclosures Held: MSD: Consultancy; Bristol-Myers Squibb: Consultancy, Other: Travel support, Research Funding; Roche: Consultancy, Other: Travel support, Research Funding; Amgen: Research Funding; Acrotech: Research Funding. Stilgenbauer:Gilead: Consultancy, Honoraria, Research Funding, Speakers Bureau; Novartis: Consultancy, Honoraria, Research Funding, Speakers Bureau; AbbVie: Consultancy, Honoraria, Research Funding, Speakers Bureau; GSK: Consultancy, Honoraria, Research Funding, Speakers Bureau; Hoffmann La-Roche: Consultancy, Honoraria, Research Funding, Speakers Bureau; AstraZeneca: Consultancy, Honoraria, Research Funding, Speakers Bureau; Celgene: Consultancy, Honoraria, Research Funding, Speakers Bureau; Janssen: Consultancy, Honoraria, Research Funding, Speakers Bureau. Duehrsen:Amgen: Consultancy; University Hospital Essen, Germany: Employment; Takeda: Consultancy; Novartis: Consultancy; Gilead: Honoraria; Janssen: Honoraria; Gilead: Consultancy; AbbVie: Consultancy; Celgene: Research Funding; CPT: Consultancy; Takeda: Honoraria; Novartis: Honoraria; Amgen: Research Funding; Roche: Research Funding; AbbVie: Honoraria; Amgen: Honoraria; CPT: Honoraria. Hüttmann:University Hospital Essen: Employment; Takeda: Honoraria; Gilead: Honoraria. Poeschel:Amgen: Other: Travel, accommodations, expenses; Abbvie: Other: Travel, accomodations, expenses; Roche: Other: Travel, accomodations, expenses; Hexal: Speakers Bureau.


2019 ◽  
Vol 37 (15_suppl) ◽  
pp. e15094-e15094
Author(s):  
Ivan Duran Derijckere ◽  
Hugo Levillain ◽  
Ali Bohlok ◽  
Celine Mathey ◽  
Jonathan Nezri ◽  
...  

e15094 Background: Selection for surgery in patients with colorectal liver metastases (CRLM) remains poorly accurate. We evaluated if baseline metabolic characteristics of CRLM, as assessed by [18]-fluorodeoxyglucose Positron Emission Tomography/Computed Tomography (18FDG-PET/CT), may predict the postoperative outcome in patients operated for CRLM. Methods: In a series of 450 patients operated for CRLM, we retrospectively identified 2 groups: The long-term survival (LTS), as defined by postoperative recurrence-free survival (RFS)≥5 years, and the early relapse groups (ER), as defined by RFS < 1 year. Clinicopathologic characteristics, Clinical Risk Score (CRS) and baseline 18FDG-PET/CT metabolic parameters were analyzed. Baseline 18FDG-PET/CT was performed at the time of diagnosis of CRLM, before any preoperative treatment. Low and high-risk CRS were defined by scores of 0 to 2 and 3 to 5, respectively. Metabolic CRS (mCRS) was implemented, using 1 additional point to the standard CRS when the highest tumor standardized uptake value (SUVmax) and normal liver mean SUV (SUVmean(liver)) ratio was > 4.3. Low and high-risk mCRS were defined by scores of 0 to 2 and 3 to 6, respectively. Results: We analyzed 53 patients. No difference was observed between LTS (n = 23) and ER (n = 30) groups for clinicopathologic parameters related to the primary tumor and CRLM, CRS and rates of low/high risk CRS. All metabolic parameters analyzed, including SUVmax and SUVpeak, at the exception of metabolic tumor volume, were significantly increased in ER group. Median SUVmax/SUVmean(liver) ratio was significantly increased in the ER vs LTS, respectively of 4.2 and 2.8 (p = 0.008). mCRS was significantly higher in ER as compared to LTS patients (p = 0.024), while 61% of the LTS patients had a low-risk mCRS and 73% of the ER patients had a high-risk mCRS (p = 0.023). Conclusions: Baseline 18FDG-PET/CT characteristics demonstrate an increased tumor glucose uptake in patients who rapidly recur after curative-intent surgery for CRLM. The introduction of these data into clinical risk model may represent a new tool to improve selection for surgery in patients with CRLM.


Radiology ◽  
2007 ◽  
Vol 244 (2) ◽  
pp. 566-574 ◽  
Author(s):  
Klaus Strobel ◽  
Reinhard Dummer ◽  
Daniela B. Husarik ◽  
Marisol Pérez Lago ◽  
Thomas F. Hany ◽  
...  

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