AI-based applications in hybrid imaging: how to build smart and truly multi-parametric decision models for radiomics.

Abstract:

INTRODUCTION:The quantitative imaging features (radiomics) that can be obtained from the different modalities of current-generation hybrid imaging can give complementary information with regard to the tumour environment, as they measure different morphologic and functional imaging properties. These multi-parametric image descriptors can be combined with artificial intelligence applications into predictive models. It is now the time for hybrid PET/CT and PET/MRI to take the advantage offered by radiomics to assess the added clinical benefit of using multi-parametric models for the personalized diagnosis and prognosis of different disease phenotypes. OBJECTIVE:The aim of the paper is to provide an overview of current challenges and available solutions to translate radiomics into hybrid PET-CT and PET-MRI imaging for a smart and truly multi-parametric decision model.

authors

Castiglioni I,Gallivanone F,Soda P,Avanzo M,Stancanello J,Aiello M,Interlenghi M,Salvatore M

doi

10.1007/s00259-019-04414-4

subject

Has Abstract

pub_date

2019-12-01 00:00:00

pages

2673-2699

issue

13

eissn

1619-7070

issn

1619-7089

pii

10.1007/s00259-019-04414-4

journal_volume

46

pub_type

杂志文章,评审
  • ST segment elevation in lead aVR during exercise testing is associated with LAD stenosis.

    abstract:PURPOSE:To evaluate, in patients with chest pain, the diagnostic value of ST elevation (STE) in lead aVR during stress testing prior to (99m) Tc-sestamibi scanning correlating ischaemic territory with angiographic findings. METHODS:Consecutive patients attending for (99m) Tc-sestamibi myocardial perfusion imaging (MPI...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-006-0188-1

    authors: Neill J,Shannon HJ,Morton A,Muir AR,Harbinson M,Adgey JA

    更新日期:2007-03-01 00:00:00

  • PET and SPET tracers for mapping the cardiac nervous system.

    abstract::The human cardiac nervous system consists of a sympathetic and a parasympathetic branch with (-)-norepinephrine and acetylcholine as the respective endogenous neurotransmitters. Dysfunction of the cardiac nervous system is implicated in various types of cardiac disease, such as heart failure, myocardial infarction and...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章,评审

    doi:10.1007/s002590100640

    authors: Langer O,Halldin C

    更新日期:2002-03-01 00:00:00

  • Impact of a second FDG PET scan before adjuvant therapy for the early detection of residual/relapsing tumours in high-risk patients with oral cavity cancer and pathological extracapsular spread.

    abstract:PURPOSE:Extracapsular spread (ECS) to the cervical lymph nodes is a major adverse prognostic factor in oral cavity squamous cell carcinoma (OSCC). We prospectively examined the value of FDG PET immediately before postoperative radiotherapy/concurrent chemoradiotherapy (pre-RT/CCRT PET) to detect residual/relapsing dise...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 临床试验,杂志文章

    doi:10.1007/s00259-012-2103-2

    authors: Liao CT,Fan KH,Lin CY,Wang HM,Huang SF,Chen IH,Kang CJ,Ng SH,Hsueh C,Lee LY,Lin CH,Yen TC

    更新日期:2012-06-01 00:00:00

  • A randomised, phase II study of repeated rhenium-188-HEDP combined with docetaxel and prednisone versus docetaxel and prednisone alone in castration-resistant prostate cancer (CRPC) metastatic to bone; the Taxium II trial.

    abstract:BACKGROUND:Rhenium-188-HEDP is a beta-emitting radiopharmaceutical used for palliation of metastatic bone pain. We investigated whether the addition of rhenium-188-HEDP to docetaxel/prednisone improved efficacy of chemotherapy in patients with CRPC. METHODS:Patients with progressive CRPC and osteoblastic bone metastas...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章,随机对照试验

    doi:10.1007/s00259-017-3673-9

    authors: van Dodewaard-de Jong JM,de Klerk JMH,Bloemendal HJ,Oprea-Lager DE,Hoekstra OS,van den Berg HP,Los M,Beeker A,Jonker MA,O'Sullivan JM,Verheul HMW,van den Eertwegh AJM

    更新日期:2017-08-01 00:00:00

  • Assessment of right ventricular oxidative metabolism by PET in patients with idiopathic dilated cardiomyopathy undergoing cardiac resynchronization therapy.

    abstract:PURPOSE:Right ventricular (RV) performance is known to have prognostic value in patients with congestive heart failure (CHF). Cardiac resynchronization therapy (CRT) has been found to enhance left ventricular (LV) energetics and metabolic reserve in patients with heart failure. The interplay between the LV and RV may p...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 临床试验,杂志文章

    doi:10.1007/s00259-004-1631-9

    authors: Knuuti J,Sundell J,Naum A,Engblom E,Koistinen J,Ylitalo A,Stolen KQ,Kalliokoski R,Nekolla SG,Bax KE,Airaksinen KE

    更新日期:2004-12-01 00:00:00

  • Changes in myocardial perfusion due to physical exercise in patients with stable coronary artery disease.

    abstract:PURPOSE:Percutaneous transluminal coronary angioplasty (PTCA) is one of the main therapy options for patients with coronary artery disease (CAD), resulting in an improvement in myocardial perfusion and exercise capacity. Nevertheless, studies have also demonstrated a positive effect of regular exercise training on myoc...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-005-1768-1

    authors: Kendziorra K,Walther C,Foerster M,Möbius-Winkler S,Conradi K,Schuler G,Sabri O,Hambrecht R,Kluge R

    更新日期:2005-07-01 00:00:00

  • Mapping of treatment-induced apoptosis in normal structures: 99mTc-Hynic-rh-annexin V SPECT and CT image fusion.

    abstract:PURPOSE:The purpose of this study was to map treatment-induced (99m)Tc-Hynic-rh-annexin V uptake in normal tissues using co-registration of SPECT and CT. METHODS:Nineteen patients (11 male, 8 female, mean age 57 years) with various malignant tumours (12 lymphomas, four non-small cell lung cancers and three head and ne...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 临床试验,杂志文章

    doi:10.1007/s00259-006-0070-1

    authors: Kartachova MS,Valdés Olmos RA,Haas RL,Hoebers FJ,van den Brekel MW,van Zandwijk N,Herk Mv,Verheij M

    更新日期:2006-08-01 00:00:00

  • (18)F-Alfatide II PET/CT in healthy human volunteers and patients with brain metastases.

    abstract:PURPOSE:We report the biodistribution and radiation dosimetry of an integrin αvβ3 specific PET tracer (18)F-AlF-NOTA-E[PEG4-c(RGDfk)]2) (denoted as (18)F-Alfatide II). We also assessed the value of (18)F-Alfatide II in patients with brain metastases. METHODS:A series of torso (from the skull to the thigh) static image...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-015-3118-2

    authors: Yu C,Pan D,Mi B,Xu Y,Lang L,Niu G,Yang M,Wan W,Chen X

    更新日期:2015-12-01 00:00:00

  • Radiomic features of glucose metabolism enable prediction of outcome in mantle cell lymphoma.

    abstract:PURPOSE:To determine whether [18F]FDG PET/CT-derived radiomic features alone or in combination with clinical, laboratory and biological parameters are predictive of 2-year progression-free survival (PFS) in patients with mantle cell lymphoma (MCL), and whether they enable outcome prognostication. METHODS:Included in t...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-019-04420-6

    authors: Mayerhoefer ME,Riedl CC,Kumar A,Gibbs P,Weber M,Tal I,Schilksy J,Schöder H

    更新日期:2019-12-01 00:00:00

  • Joint EANM/ESNR and ESCMID-endorsed consensus document for the diagnosis of spine infection (spondylodiscitis) in adults.

    abstract:PURPOSE:Diagnosis of spondylodiscitis (SD) may be challenging due to the nonspecific clinical and laboratory findings and the need to perform various diagnostic tests including serologic, imaging, and microbiological examinations. Homogeneous management of SD diagnosis through international, multidisciplinary guidance ...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-019-04393-6

    authors: Lazzeri E,Bozzao A,Cataldo MA,Petrosillo N,Manfrè L,Trampuz A,Signore A,Muto M

    更新日期:2019-11-01 00:00:00

  • Vasculitis changes in COVID-19 survivors with persistent symptoms: an [18F]FDG-PET/CT study.

    abstract:PURPOSE:Several patients experience unexplained persistent symptoms after SARS-CoV-2 recovering. We aimed at evaluating if 2-deoxy-2-[18F]fluoro-D-glucose ([18F]FDG) was able to demonstrate a persistent inflammatory process. METHODS:Recovered adult COVID-19 patients, who complained unexplained persisting symptoms for ...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-020-05084-3

    authors: Sollini M,Ciccarelli M,Cecconi M,Aghemo A,Morelli P,Gelardi F,Chiti A

    更新日期:2020-10-30 00:00:00

  • Patient-specific dosimetry for intracavitary 32P-chromic phosphate colloid therapy of cystic brain tumours.

    abstract:PURPOSE:(32)P-chromic phosphate colloid treatments of astrocytoma and craniopharyngioma cystic brain tumours in paediatric patients are conventionally based on a sphere model under the assumption of uniform uptake. The aims of this study were to determine the distribution of the absorbed dose delivered by (32)P on a pa...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-013-2451-6

    authors: Denis-Bacelar AM,Romanchikova M,Chittenden S,Saran FH,Mandeville H,Du Y,Flux GD

    更新日期:2013-10-01 00:00:00

  • Correlation of 18F-FLT and 18F-FDG uptake on PET with Ki-67 immunohistochemistry in non-small cell lung cancer.

    abstract:PURPOSE:The nucleoside analogue 3'-deoxy-3'-(18)F-fluorothymidine (FLT) has recently been introduced for imaging cell proliferation with positron emission tomography (PET). We prospectively evaluated whether FLT uptake reflects proliferative activity as indicated by the Ki-67 index in non-small cell lung cancer (NSCLC)...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-007-0449-7

    authors: Yamamoto Y,Nishiyama Y,Ishikawa S,Nakano J,Chang SS,Bandoh S,Kanaji N,Haba R,Kushida Y,Ohkawa M

    更新日期:2007-10-01 00:00:00

  • Impact of [18F]FDG-PET on the primary staging of small-cell lung cancer.

    abstract:PURPOSE:The purpose of this study was to evaluate the impact of [18F]fluorodeoxy-D-glucose positron emission tomography (FDG-PET) on the primary staging of patients with small-cell lung cancer (SCLC). METHODS:FDG-PET was performed in 120 consecutive patients with SCLC during primary staging. In addition, brain examina...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 临床试验,杂志文章

    doi:10.1007/s00259-004-1606-x

    authors: Brink I,Schumacher T,Mix M,Ruhland S,Stoelben E,Digel W,Henke M,Ghanem N,Moser E,Nitzsche EU

    更新日期:2004-12-01 00:00:00

  • Diagnostic accuracy of ¹¹C-choline PET/CT in comparison with CT and/or MRI in patients with hepatocellular carcinoma.

    abstract:PURPOSE:In recent decades, the use of radiopharmaceuticals in the assessment of hepatocellular carcinoma (HCC) has become established, and new findings indicate that radiolabelled choline has considerable potential in this setting. Therefore, in this study we aimed to assess the diagnostic role of (11)C-choline positro...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-015-3079-5

    authors: Lopci E,Torzilli G,Poretti D,de Neto LJ,Donadon M,Rimassa L,Lanza E,Sabongi JG,Ceriani R,Personeni N,Palmisano A,Pedicini V,Comito T,Scorsetti M,Chiti A

    更新日期:2015-08-01 00:00:00

  • Radiosynthesis and in vivo evaluation of a series of substituted 11C-phenethylamines as 5-HT (2A) agonist PET tracers.

    abstract:PURPOSE:Positron emission tomography (PET) imaging of serotonin 2A (5-HT(2A)) receptors with agonist tracers holds promise for the selective labelling of 5-HT(2A) receptors in their high-affinity state. We have previously validated [(11)C]Cimbi-5 and found that it is a 5-HT(2A) receptor agonist PET tracer. In an attemp...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-010-1686-8

    authors: Ettrup A,Hansen M,Santini MA,Paine J,Gillings N,Palner M,Lehel S,Herth MM,Madsen J,Kristensen J,Begtrup M,Knudsen GM

    更新日期:2011-04-01 00:00:00

  • Left atrial versus left ventricular input function for quantification of the myocardial blood flow with nitrogen-13 ammonia and positron emission tomography.

    abstract::Flow quantitation with nitrogen-13 ammonia ((13)NH(3)) and positron emission tomography (PET) is dependent on an accurate blood time-activity curve. This is conveniently derived from the PET images by drawing a region of interest in the left ventricular cavity. The blood time-activity curve obtained in this way, howev...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 临床试验,杂志文章

    doi:10.1007/s00259-003-1329-4

    authors: Hove JD,Iida H,Kofoed KF,Freiberg J,Holm S,Kelbaek H

    更新日期:2004-01-01 00:00:00

  • Uptake kinetics and biodistribution of 14C-D-luciferin--a radiolabeled substrate for the firefly luciferase catalyzed bioluminescence reaction: impact on bioluminescence based reporter gene imaging.

    abstract:PURPOSE:Firefly luciferase catalyzes the oxidative decarboxylation of D: -luciferin to oxyluciferin in the presence of cofactors, producing bioluminescence. This reaction is used in optical bioluminescence-based molecular imaging approaches to detect the expression of the firefly luciferase reporter gene. Biokinetics a...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-008-0870-6

    authors: Berger F,Paulmurugan R,Bhaumik S,Gambhir SS

    更新日期:2008-12-01 00:00:00

  • Radioiodine therapy and thyrostatic drugs and iodine.

    abstract::Radioiodine therapy is now the most common definite treatment for persistent hyperthyroidism. The outcome of radioiodine therapy depends mainly on the absorbed energy dose in the diseased thyroid tissue. The administered activity and the resulting target dose in the thyroid depend on both the biokinetics of radioiodin...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章,评审

    doi:10.1007/s00259-002-0868-4

    authors: Moka D,Dietlein M,Schicha H

    更新日期:2002-08-01 00:00:00

  • PET/CT-guided biopsies of metabolically active bone lesions: applications and clinical impact.

    abstract:PURPOSE:In a minority of cases a definite diagnosis and stage grouping in cancer patients is not possible based on the imaging information of PET/CT. We report our experience with percutaneous PET/CT-guided bone biopsies to histologically verify the aetiology of hypermetabolic bone lesions. METHODS:We retrospectively ...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-010-1524-z

    authors: Klaeser B,Wiskirchen J,Wartenberg J,Weitzel T,Schmid RA,Mueller MD,Krause T

    更新日期:2010-11-01 00:00:00

  • O-(2-[18F]fluorethyl)-L-tyrosine PET in the clinical evaluation of primary brain tumours.

    abstract:PURPOSE:The aim of this study was to evaluate the differential uptake of O-(2-[18F]fluorethyl)-L-tyrosine (FET) in suspected primary brain tumours. METHODS:Positron emission tomography (PET) was performed in 44 patients referred for the evaluation of a suspected brain tumour. Acquisition consisted of four 10-min frame...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 临床试验,杂志文章

    doi:10.1007/s00259-004-1705-8

    authors: Weckesser M,Langen KJ,Rickert CH,Kloska S,Straeter R,Hamacher K,Kurlemann G,Wassmann H,Coenen HH,Schober O

    更新日期:2005-04-01 00:00:00

  • Functional implications of hippocampal degeneration in early Alzheimer's disease: a combined DTI and PET study.

    abstract:PURPOSE:Hypometabolism of the posterior cingulate cortex (PCC) in early Alzheimer's disease (AD) is thought to arise in part due to AD-specific neuronal damage to the hippocampal formation. Here, we explored the association between microstructural alterations within the hippocampus and whole-brain glucose metabolism in...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-011-1882-1

    authors: Yakushev I,Schreckenberger M,Müller MJ,Schermuly I,Cumming P,Stoeter P,Gerhard A,Fellgiebel A

    更新日期:2011-12-01 00:00:00

  • The diagnostic value of 18F-FDG PET and MRI in paediatric histiocytosis.

    abstract:PURPOSE:To analyse the diagnostic value of (18)F-FDG PET and MRI for the evaluation of active lesions in paediatric Langerhans cell histiocytosis. METHODS:We compared 21 (18)F-FDG PET scans with 21 MRI scans (mean time interval 17 days) in 15 patients (11 male, 4 female, age range 4 months to 19 years) with biopsy-pro...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-012-2278-6

    authors: Mueller WP,Melzer HI,Schmid I,Coppenrath E,Bartenstein P,Pfluger T

    更新日期:2013-02-01 00:00:00

  • The added value of SPECT-CT for the identification of sentinel lymph nodes in early stage oral cancer.

    abstract:PURPOSE:To assess the role of single-photon emission computed tomography with computed tomography (SPECT-CT) for the identification of sentinel lymph nodes (SLNs) in patients with early stage (T1-T2) oral cancer and a clinically negative neck (cN0). METHODS:In addition to planar lymphoscintigraphy, SPECT-CT was perfor...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-017-3613-8

    authors: den Toom IJ,van Schie A,van Weert S,Karagozoglu KH,Bloemena E,Hoekstra OS,de Bree R

    更新日期:2017-06-01 00:00:00

  • Dose-response assessment of tariquidar and elacridar and regional quantification of P-glycoprotein inhibition at the rat blood-brain barrier using (R)-[(11)C]verapamil PET.

    abstract:PURPOSE:Overactivity of the multidrug efflux transporter P-glycoprotein (P-gp) at the blood-brain barrier (BBB) is believed to play an important role in resistance to central nervous system drug treatment. (R)-[(11)C]verapamil (VPM) PET can be used to measure the function of P-gp at the BBB, but low brain uptake of VPM...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-009-1332-5

    authors: Kuntner C,Bankstahl JP,Bankstahl M,Stanek J,Wanek T,Stundner G,Karch R,Brauner R,Meier M,Ding X,Müller M,Löscher W,Langer O

    更新日期:2010-05-01 00:00:00

  • The efficiency of 18F-FDG PET-CT for predicting the major pathologic response to the neoadjuvant PD-1 blockade in resectable non-small cell lung cancer.

    abstract:PURPOSE:Investigate whether 18F-FDG PET-CT has the potential to predict the major pathologic response (MPR) to neoadjuvant sintilimab in resectable NSCLC patients, and the potential of sifting patients who probably benefit from immunotherapy. METHODS:Treatment-naive patients with resectable NSCLC (stage IA-IIIB) recei...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-020-04711-3

    authors: Tao X,Li N,Wu N,He J,Ying J,Gao S,Wang S,Wang J,Wang Z,Ling Y,Tang W,Zhang Z

    更新日期:2020-05-01 00:00:00

  • The effect of 18F-florbetapir dose reduction on region-based classification of cortical amyloid deposition.

    abstract:UNLABELLED:There are specific dose recommendations for diagnostic amyloid PET imaging with 18F-florbetapir, but they may not apply to research studies using regional quantitative analysis. We, therefore, studied the effect of tracer dose reduction on the discriminative power of regional analysis. METHODS:Using bootstr...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-014-2842-3

    authors: Herholz K,Evans R,Anton-Rodriguez J,Hinz R,Matthews JC

    更新日期:2014-11-01 00:00:00

  • Multiparametric PET imaging in thyroid malignancy characterizing tumour heterogeneity: somatostatin receptors and glucose metabolism.

    abstract:PURPOSE:Radiolabelled somatostatin (SST) analogues have proven useful in diagnosing tumours positive for SST receptor (SSTR). As different subtypes of SSTR are expressed on the tumour cell surface, the choice of appropriate therapeutic SST analogue is crucial. We evaluated the SSTR status of thyroid cancer patients who...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-015-3114-6

    authors: Traub-Weidinger T,Putzer D,von Guggenberg E,Dobrozemsky G,Nilica B,Kendler D,Bale R,Virgolini IJ

    更新日期:2015-12-01 00:00:00

  • Left ventricular dyssynchrony assessed by gated SPECT phase analysis is an independent predictor of death in patients with advanced coronary artery disease and reduced left ventricular function not undergoing cardiac resynchronization therapy.

    abstract:PURPOSE:Left ventricular (LV) mechanical dyssynchrony (LVMD) was assessed by gated single-photon emission CT myocardial perfusion imaging (MPI) as an independent predictor of death from any cause in patients with known coronary artery disease (CAD) and reduced LV function. METHODS:Between 2001 and 2010, 135 patients (...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-012-2157-1

    authors: Uebleis C,Hellweger S,Laubender RP,Becker A,Sohn HY,Lehner S,Haug A,Bartenstein P,Cumming P,Van Kriekinge SD,Slomka PJ,Hacker M

    更新日期:2012-10-01 00:00:00

  • Identification of advanced coronary artery disease with exercise myocardial perfusion imaging: the clinical value of a novel approach for assessing lung thallium-201 uptake.

    abstract:INTRODUCTION:The precise clinical utility of lung 201Tl uptake in exercise SPECT myocardial perfusion imaging remains open to research. This study validates an optimal index for lung 201Tl uptake measurement and assesses its value in the prediction of higher-risk coronary artery disease (CAD). METHOD:Three hundred and...

    journal_title:European journal of nuclear medicine and molecular imaging

    pub_type: 杂志文章

    doi:10.1007/s00259-006-0255-7

    authors: Moralidis E,Spyridonidis T,Arsos G,Anagnostopoulos C

    更新日期:2007-04-01 00:00:00