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1.
Neuroendocrinology ; 2023 Nov 04.
Artigo em Inglês | MEDLINE | ID: mdl-37926096

RESUMO

INTRODUCTION: Imaging with [68Ga]Ga-DOTA-TATE, [68Ga]Ga-DOTA-JR11 and [18F]AlF-NOTA-JR11 was performed to analyze differences among the three probes, and to analyze the correlation between the image and pathology parameters. METHOD: Tumor bearing mice with different positive rates of somatostatin receptor II (SSTR2) were established with HEK293-SSTR2 and HEK293 cells, and imaging was performed on the same mouse with [68Ga]Ga-DOTA-TATE, [68Ga]Ga-DOTA-JR11 and [18F]AlF-NOTA-JR11 at 20, 60 and 120 min. The image parameters were obtained, including the maximum standard uptake value (SUVmax), mean standard uptake value (SUVmean), standard deviation of SUVmean (SD), tumor volume and coefficient of variation (CoV). Immunohistochemistry of the tumor was performed after imaging to obtain positive rate of SSTR2. Statistical analysis was performed to analyze the differences among the three imaging techniques and the correlations between the relative imaging parameter and immunohistochemistry (IHC). RESULT: The SUVmax of [18F]AlF-NOTA-JR11 at 20 and 60 min was higher than that of [68Ga]Ga-DOTA-TATE (P=0.0015, 0.0035) and [68Ga]Ga-DOTA-JR11 (P=0.033, 0.019), and no significant difference was found in the other groups (P>0.05). There was a significant positive correlation between the positive rate and SUVmean of tumors with three tracers (P<0.05). However, a significant negative correlation between the positive rate and CoV was found only in the [68Ga]Ga-DOTA-TATE group at 60 min and 120 min (P=0.048, 0.026). CONCLUSION: [18F]AlF-NOTA-JR11 is more suitable for SSTR imaging within an hour than other two tracers. SUVmean of whole tumor can become an indicator for evaluating the positive rate of IHC, and the higher SUVmean of three tracers means a higher positive rate. However, the CoV is not applicable to the two antagonist tracers for evaluating the positive rate.

2.
Neuroendocrinology ; 112(4): 358-369, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-34077939

RESUMO

INTRODUCTION: The overexpression of somatostatin receptor type 2 (SSTR2) is a unique characteristic of gastroenteropancreatic neuroendocrine neoplasms (GEP-NENs), which establishes the basis for both diagnosis and therapy. The SSTR status can be evaluated by immunohistochemical staining (IHC) and 68Ga-DOTATATE positron emission tomography/computed tomography (PET/CT) imaging. This study attempted to determine the relationship between IHC and 68Ga-DOTATATE PET/CT imaging and to explore the optimal cutoff value for SSTR IHC reading. PATIENTS AND METHODS: A total of 100 GEP-NENs with SSTR PET/CT and pathological data were retrospectively analyzed, which consisted of neuroendocrine tumor (NET) G1 (n = 9), NET G2 (n = 64), NET G3 (n = 13), neuroendocrine carcinoma ( n = 10), and mixed neuroendocrine-non-NENs ( n = 4). SSTR2-IHC results were interpreted by 4 well-established semiquantitative scoring systems, including human epidermal growth factor receptor 2 (HER2) score, Volante score, H score, and immunoreactive score. RESULTS: In the homogeneous SSTR2 expression group (accounting for 57% of all cases), the 4 scoring systems were highly concordant with each other (Kendall's Tau-b coefficient range: 0.80-0.96, p < 0.001) and also highly correlated with the 68Ga-DOTATATE PET/CT imaging results (Spearman's rank correlation coefficients: 0.71, 0.86, 0.80, and 0.71, p < 0.001). In the heterogeneous group (43%), the 4 scoring systems revealed a lower level of concordance (the Kendall Tau-b coefficient range: 0.40-0.75, p < 0.01), and the correlation with 68Ga-DOTATATE PET/CT imaging was also lower, albeit statistically significant (Spearman's rank correlation coefficients: 0.53, 0.38, 0.36, and 0.33, p < 0.05). Heterogeneous SSTR2 expression was mainly observed in the HER2 2+ cases, for which the combination with H score could help identify positive cases with increased sensitivity and specificity. The highest sensitivity and specificity of H scores in predicting the imaging results were achieved at 86.10 and 89.30% when defining the cutoff value as 160, indicating that 80% of the tumor cells were moderately positive or 55% were strongly positive. CONCLUSIONS: SSTR2 IHC was found to predict 68Ga-DOTATATE PET/CT imaging accurately, especially in the homogeneous expression group. According to the positive 68Ga-DOTATATE PET/CT outcomes, 80% of the tumor cells moderately positive or 55% strongly positive was the cutoff values for SSTR2-IHC reading.


Assuntos
Tumores Neuroendócrinos , Compostos Organometálicos , Humanos , Tumores Neuroendócrinos/patologia , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada/métodos , Tomografia por Emissão de Pósitrons , Cintilografia , Receptores de Somatostatina/metabolismo , Estudos Retrospectivos
3.
Neuroendocrinology ; 112(7): 666-672, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-34649240

RESUMO

PURPOSE: This study aimed to analyze neuroendocrine neoplasm (NEN) bone metastasis (BM) and gallium-68 (68Ga)-DOTA-TATE performance and to explore their correlation with the immunohistochemical proliferation index (Ki-67). PROCEDURES: A total of 112 patients with BMs were screened from 1082 NEN patients who underwent [68Ga]Ga-DOTA-TATE imaging. All patients had pathological results, and BMs were affirmed by clinical/imaging follow-up and/or histopathology. The maximum standard uptake value (SUVmax) ratio of BM to normal bone determined for each patient was used in the final analysis. RESULTS: The incidence rate of BMs in NENs was 10.35%. BMs occurred in the spine (75%), pelvis (72.3%), ribs (58%), clavicles and scapulae (41.1%), limbs (37.5%), and skull (28.6%). Most cases were associated with liver metastases (70.5%) and lymph node metastases (65.2%) simultaneously. The SUVmax ratio of G3b (median ratio = 3.77, Ki-67 >55%) was significantly lower than that of G1 (11.43, Ki-67 ≤2%) and G2a (11.15, 3% ≤ Ki-67 ≤10%) separately (p < 0.05), while no differences were found for G2b (8.5, 11% ≤ Ki-67 ≤55%) and G3a (6.64, Ki-67 >55%) groups. In the total patients, there was a significant negative correlation between the SUVmax ratio of BMs to normal bone and Ki-67 (r = -0.267, p < 0.01). According to the changes in bone density on CT scans, the cases were divided into 4 groups: osteogenesis, osteolysis, no change, and a mixed group (median Ki-67: 6.5%, 15%, 12%, and 22.5%). The Ki-67 values were significantly different between the osteogenesis group and the other groups (p < 0.05). CONCLUSION: BM is present in 10.35% of NEN patients and most have simultaneous liver and/or lymph node metastases. The occurrence of osteogenesis indicates relatively good differentiation, and there is a negative correlation between SUVmax ratio of BMs and NEN proliferation.


Assuntos
Neoplasias Ósseas , Tumores Neuroendócrinos , Compostos Organometálicos , Neoplasias Ósseas/diagnóstico por imagem , Proliferação de Células , Gálio , Compostos Heterocíclicos com 1 Anel , Humanos , Antígeno Ki-67 , Metástase Linfática , Tumores Neuroendócrinos/patologia , Tomografia por Emissão de Pósitrons/métodos , Compostos Radiofarmacêuticos
4.
Eur J Nucl Med Mol Imaging ; 48(10): 3129-3140, 2021 09.
Artigo em Inglês | MEDLINE | ID: mdl-33630145

RESUMO

PURPOSE: A [18F]AlF-labeled somatostatin receptor (SSTR) antagonist was developed for imaging of neuroendocrine neoplasms (NENs), evaluated and compared with [68Ga]Ga-DOTA-TATE. METHOD: [18F]AlF-NOTA-JR11 was synthesized manually and qualified with high-performance liquid chromatography (HPLC) and liquid chromatography-mass spectrometry (LC-MS). The cellular uptake, internalization, and saturation binding were performed with HEK293-SSTR2 cells. Biodistribution and micro-PET imaging were carried out with HEK293-SSTR2 tumor-bearing mice. [18F]AlF-NOTA-JR11 PET/MR imaging and [68Ga]Ga-DOTA-TATE PET/CT were performed with ten patients of NEN at 50~60 min post-injection (p.i.). Normal organ biodistribution and tumor detectability were evaluated. RESULT: [18F]AlF-NOTA-JR11(24~36 GBq/µmol) was prepared within 30 min and 51.35 ± 3.30% (n > 10)of radiochemical yield. The radiochemical purity was 98.74 ± 1.24% (n > 10). Two stereoisomers were found and confirmed by LC-MS. The cellular uptake of [18F]AlF-NOTA-JR11 and [68Ga]Ga-DOTA-TATE were 4.50 ± 0.31 and 4.50 ± 0.13 %AD/105 cells at 30 min, and the internalization at 37 °C of [18F]AlF-NOTA-JR11 (5.47 ± 0.32% at 60 min) was significantly lower than [68Ga]Ga-DOTA-TATE (66.89 ± 1.62% at 60 min). The affinity of [18F]AlF-NOTA-JR11 (Kd = 11.59 ± 1.31 nM) was slightly lower than [68Ga]Ga-DOTA-TATE (Kd = 7.36 ± 1.02 nM); [18F]AlF-NOTA-JR11 showed high uptake in tumor (9.02 ± 0.92 %ID/g at 60 min p.i.) which can be blocked by 50 µg of NOTA-JR11 (3.40 ± 1.64 %ID/g at 60 min p.i.); the result was coincident with micro-PET imaging. Imaging study of NEN patients showed that more lesions were found only by [18F]AlF-NOTA-JR11 (n = 67 vs. 1 only by [68Ga]Ga-DOTA-TATE), and the uptakes of [18F]AlF-NOTA-JR11 in majority normal organs were significantly lower than [68Ga]Ga-DOTA-TATE. The target to nontarget of maximum of standard uptake value (SUVmax) of [18F]AlF-NOTA-JR11 in liver lesions were significantly higher than those of [68Ga]Ga-DOTA-TATE. CONCLUSION: Qualitied [18F]AlF-NOTA-JR11 is prepared conveniently with reasonable yield, and it can bind SSTR2 specifically with high affinity. Excellent imaging capability of [18F]AlF-NOTA-JR11 for NENs is superior to [68Ga]Ga-DOTA-TATE, especially in digestive system. It has a great potential for imaging of NENs.


Assuntos
Radioisótopos de Gálio , Tumores Neuroendócrinos , Animais , Células HEK293 , Compostos Heterocíclicos com 1 Anel , Humanos , Camundongos , Tumores Neuroendócrinos/diagnóstico por imagem , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Tomografia por Emissão de Pósitrons , Distribuição Tecidual
5.
Chin J Cancer Res ; 31(4): 632-640, 2019 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-31564806

RESUMO

OBJECTIVE: The present study investigated the prognosis value of preoperative fluorodeoxyglucose (FDG) positron emission tomography/computed tomography (PET/CT) in patients with local advanced gastric cancer (LAGC). METHODS: In total, 144 patients [median age 63 (range: 48-80) years old] with LAGC underwent18F-FDG PET/CT prior to any treatment. The maximum standardized uptake values (SUVmax), mean standardized uptake values (SUVmean), metabolic tumor volume (MTV) and total lesion glycolysis (TLG) of the primary lesion were measured on PET/CT and correlated with clinicopathological features and survival. RESULTS: Significant differences in SUVmean, SUVmax, MTV and TLG were found according to Lauren's classification, histologic grade and T category (P<0.05). During the 26.5-month follow-up, 51 (35.4%) patients died and 70 (48.6%) exhibited disease progression. The optimal thresholds of MTV and TLG were 15.1 cm3 and 47.3 cm3, respectively. The 3-year progression-free survival (PFS) and overall survival (OS) for patients with high TLG values were 30% and 38% compared to 38% and 47% for low TLG values, respectively (P<0.05). Univariate and multifactor analyses demonstrated that lymph node metastasis and T stage were independent prognostic factors for PFS; T stage, histologic grade and TLG were independent prognostic factors for OS (P<0.05). Molecular markers had no relationship with patient's outcomes. CONCLUSIONS: Metabolic activity of primary gastric tumors from 18F-FDG PET/CT is a prognostic factor in patients with LAGC.

6.
Tumour Biol ; 39(6): 1010428317705519, 2017 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-28618966

RESUMO

Somatostatin receptors are overexpressed in neuroendocrine tumors, whose endogenous ligands are somatostatin. DOTA-TATE is an analogue of somatostatin, which shows high binding affinity to somatostatin receptors. We aim to evaluate the 68Ga/177Lu-labeling DOTA-TATE kit in neuroendocrine tumor model for molecular imaging and to try human-positron emission tomography/computed tomography imaging of 68Ga-DOTA-TATE in neuroendocrine tumor patients. DOTA-TATE kits were formulated and radiolabeled with 68Ga/177Lu for 68Ga/177Lu-DOTA-TATE (M-DOTA-TATE). In vitro and in vivo stability of 177Lu-DOTA-TATE were performed. Nude mice bearing human tumors were injected with 68Ga-DOTA-TATE or 177Lu-DOTA-TATE for micro-positron emission tomography and micro-single-photon emission computed tomography/computed tomography imaging separately, and clinical positron emission tomography/computed tomography images of 68Ga-DOTA-TATE were obtained at 1 h post-intravenous injection from patients with neuroendocrine tumors. Micro-positron emission tomography and micro-single-photon emission computed tomography/computed tomography imaging of 68Ga-DOTA-TATE and 177Lu-DOTA-TATE both showed clear tumor uptake which could be blocked by excess DOTA-TATE. In addition, 68Ga-DOTA-TATE-positron emission tomography/computed tomography imaging in neuroendocrine tumor patients could show primary and metastatic lesions. 68Ga-DOTA-TATE and 177Lu-DOTA-TATE could accumulate in tumors in animal models, paving the way for better clinical peptide receptor radionuclide therapy for neuroendocrine tumor patients in Asian population.


Assuntos
Meios de Contraste/administração & dosagem , Imagem Multimodal , Tumores Neuroendócrinos/diagnóstico por imagem , Somatostatina/administração & dosagem , Animais , Meios de Contraste/química , Gadolínio/administração & dosagem , Gadolínio/química , Humanos , Camundongos , Tumores Neuroendócrinos/patologia , Tumores Neuroendócrinos/radioterapia , Tomografia por Emissão de Pósitrons/métodos , Radioisótopos/administração & dosagem , Radioisótopos/química , Somatostatina/análogos & derivados , Distribuição Tecidual/efeitos dos fármacos , Tomografia Computadorizada por Raios X/métodos , Ensaios Antitumorais Modelo de Xenoenxerto
7.
Chin J Cancer Res ; 29(6): 581-586, 2017 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-29353981

RESUMO

OBJECTIVE: To analyze the angiography appearance of liver metastases from gastroenteropancreatic neuroendocrine tumors (GEP-NETs), and evaluate the clinical efficacy and prognostic factors of interventional treatment for hepatic metastases. METHODS: Fifty GEP-NETs patients with hepatic metastases were treated from January 2012 to December 2016, and received transarterial embolization (TAE) in the hepatic tumor or hepatic arterial infusion chemotherapy (HAIC). All patients received 179 times of the intervention therapy in total. RESULTS: Blood supplies were identified in the 50 cases with angiography, which showed that 35 cases had abundant vessels, while 15 cases had poor blood supply. Twenty-two cases were found either collateral blood supply, or portal vein invasion or arterial-portal vein fistula. The best curative efficacy was complete remission (CR) in 4 cases, partial remission (PR) in 28 cases and stable disease (SD) in 18 cases during the process of treatment. The angiography (P=0.047) and the frequency of intervention (P=0.037) showed significantly statistical difference with Kaplan-Meier analysis. The Cox analysis showed that more than 3 times of interventional therapy was an independent prognostic factor. CONCLUSIONS: Interventional treatment is safe and effective for GEP-NETs, and is beneficial to patients with main hepatic metastases after endocrine therapy.

8.
Sheng Wu Yi Xue Gong Cheng Xue Za Zhi ; 33(5): 991-7, 2016 Oct.
Artigo em Chinês | MEDLINE | ID: mdl-29714956

RESUMO

Continuous glucose monitoring plays an important role in severe diabetic patients.However,there is no available commercial implanted glucose biosensor for long-term clinic application.This paper firstly introduces the classification of biosensors for continuous glucose monitoring,and then discusses the failure mechanism for implanted biosensors.After that,it points out the routes and tips to improve the life time of the biosensor,and finally looks forward to the future development of implanted glucose biosensors.


Assuntos
Técnicas Biossensoriais/tendências , Glicemia/análise , Diabetes Mellitus/diagnóstico , Próteses e Implantes , Desenho de Equipamento , Humanos
9.
Metab Brain Dis ; 30(6): 1349-58, 2015 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-26062804

RESUMO

Roles of ionotropic purinergic (P2X) receptors in chronic pain have been intensively investigated. However, the contribution of metabotropic purinergic (P2Y) receptors to pathological pain is controversial. In the present study, using single cell RT-PCR (reverse transcription-polymerase chain reaction) and single cell nested-PCR techniques, we examined the expression of P2X(2), P2X(3), P2Y(1) and P2Y(2) mRNA transcripts in retrogradely labeled cutaneous sensory neurons from mouse lumber dorsal root ganglia (DRGs) following peripheral inflammation. The percentage of cutaneous sensory neurons expressing P2Y(2) mRNA transcripts increased after complete Freund's adjuvant (CFA) treatment. Particularly, the P2Y(2) mRNA transcripts were more frequently detected in small-diameter cutaneous neurons from CFA-treated mice than those from control mice. Coexpression of P2Y(2) and P2X (P2X(2) or P2X(3)) mRNAs was more frequently observed in cutaneous sensory neurons from CFA-treated mice relative to controls. Pain behavioral tests showed that the blockade of P2Y receptors by suramin attenuated mechanical allodynia evoked either by CFA or uridine triphosphate (UTP), an endogenous P2Y(2) and P2Y(4) agonist. These results suggest that chronic inflammatory pain enhances expression of P2Y(2) receptor in peripheral sensory neurons that innervate the injured tissue and the activation of P2Y receptors contributes to mechanical allodynia following inflammation.


Assuntos
Dor Crônica/metabolismo , Inflamação/metabolismo , Receptores Purinérgicos P2Y2/biossíntese , Células Receptoras Sensoriais/metabolismo , Animais , Artrite Experimental/metabolismo , Artrite Experimental/psicologia , Comportamento Animal , Dor Crônica/etiologia , Dor Crônica/psicologia , Gânglios Espinais/citologia , Gânglios Espinais/metabolismo , Hiperalgesia/induzido quimicamente , Hiperalgesia/metabolismo , Hiperalgesia/psicologia , Inflamação/complicações , Inflamação/psicologia , Camundongos , Camundongos Endogâmicos ICR , Nociceptividade , RNA Mensageiro/biossíntese , RNA Mensageiro/genética , Receptores Purinérgicos P2Y/biossíntese , Receptores Purinérgicos P2Y/genética , Receptores Purinérgicos P2Y2/genética , Células Receptoras Sensoriais/patologia , Pele/inervação , Regulação para Cima
10.
Phys Med Biol ; 2024 Jul 12.
Artigo em Inglês | MEDLINE | ID: mdl-38996417

RESUMO

OBJECTIVE: This study aims to address the issue of long scan durations required by traditional graphical analysis methods, such as the Logan plot and its variant, the reversible equilibrium (RE) Logan plot, for dynamic PET imaging of tracer kinetics. Approach: We propose a relative RE Logan model that builds on the principles of the Logan plot and its variant to significantly reduce scan time without compromising the accuracy of tracer kinetics analysis. The model is supported by theoretical evidence and experimental validations, including two computer simulations and one clinical data analysis. Main results: The proposed model demonstrates a significant linear relationship between the variable x and the slope DV_T of the RE Logan plot, and the variable x' and the slope DV_T' of the relative RE Logan plot. The Pearson correlation coefficients (r) of the linear fitting of the x' to the x equal 0.9849 in the simulated data and 0.9912 in the clinical data. Similarly, the r value for the linear fitting of DV_T' to DV_T equal 0.9989 and 0.9988 in the simulated data, and 0.9954 in the clinical data. Significance: These results demonstrate the model's capability to maintain strong linear relationships and produce parametric images comparable to those of the traditional RE Logan plot, but with the considerable advantage of shorter scan durations. This innovation holds significant potential for enhancing the efficiency and feasibility of PET imaging in clinical settings.

11.
Front Oncol ; 12: 1017618, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36353559

RESUMO

Objective: This study aimed to evaluate the 18F-FDG PET/CT in differentiating lung metastasis(LM) from primary lung cancer(LC) in patients with colorectal cancer (CRC). Methods: A total of 120 CRC patients (80 male, 40 female) who underwent 18F-FDG PET/CT were included. The diagnosis of primary lung cancer or lung metastasis was based on histopathology The patients were divided into a training cohort and a validation cohort randomized 1:1. Independent risk factors were extracted through the clinical information and 18F-FDG PET/CT imaging characteristics of patients in the validation cohort, and then a diagnostic model was constructed and a nomograms was made. ROC curve, calibration curve, cutoff, sensitivity, specificity, and accuracy were used to evaluate the prediction performance of the diagnostic model. Results: One hundred and twenty Indeterminate lung lesions (ILLs) (77 lung metastasis, 43 primary lung cancer) were analyzed. No significant difference in clinical characteristics and imaging features between the training and the validation cohorts (P > 0. 05). Using uni-/multivariate analysis, pleural tags and contour were identified as independent predictors. These independent predictors were used to establish a diagnostic model with areas under the receiver operating characteristic curves (AUCs) of 0.92 and 0.89 in the primary and validation cohorts, respectively. The accuracy rate of the diagnostic model for differentiating LM from LC were higher than that of subjective diagnosis (P < 0.05). Conclusions: Pleural tags and contour were identified as independent predictors. The diagnostic model of ILLs in patients with CRC could help differentiate between LM and LC.

12.
IEEE Trans Med Imaging ; 41(2): 347-359, 2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-34520350

RESUMO

68Ga-DOTATATE PET-CT is routinely used for imaging neuroendocrine tumor (NET) somatostatin receptor subtype 2 (SSTR2) density in patients, and is complementary to FDG PET-CT for improving the accuracy of NET detection, characterization, grading, staging, and predicting/monitoring NET responses to treatment. Performing sequential 18F-FDG and 68Ga-DOTATATE PET scans would require 2 or more days and can delay patient care. To align temporal and spatial measurements of 18F-FDG and 68Ga-DOTATATE PET, and to reduce scan time and CT radiation exposure to patients, we propose a single-imaging session dual-tracer dynamic PET acquisition protocol in the study. A recurrent extreme gradient boosting (rXGBoost) machine learning algorithm was proposed to separate the mixed 18F-FDG and 68Ga-DOTATATE time activity curves (TACs) for the region of interest (ROI) based quantification with tracer kinetic modeling. A conventional parallel multi-tracer compartment modeling method was also implemented for reference. Single-scan dual-tracer dynamic PET was simulated from 12 NET patient studies with 18F-FDG and 68Ga-DOTATATE 45-min dynamic PET scans separately obtained within 2 days. Our experimental results suggested an 18F-FDG injection first followed by 68Ga-DOTATATE with a minimum 5 min delayed injection protocol for the separation of mixed 18F-FDG and 68Ga-DOTATATE TACs using rXGBoost algorithm followed by tracer kinetic modeling is highly feasible.


Assuntos
Fluordesoxiglucose F18 , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Radioisótopos de Gálio , Humanos , Aprendizado de Máquina , Tomografia por Emissão de Pósitrons , Cintilografia
13.
IEEE Trans Med Imaging ; 41(2): 407-419, 2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-34529565

RESUMO

Medical imaging denoising faces great challenges, yet is in great demand. With its distinctive characteristics, medical imaging denoising in the image domain requires innovative deep learning strategies. In this study, we propose a simple yet effective strategy, the content-noise complementary learning (CNCL) strategy, in which two deep learning predictors are used to learn the respective content and noise of the image dataset complementarily. A medical image denoising pipeline based on the CNCL strategy is presented, and is implemented as a generative adversarial network, where various representative networks (including U-Net, DnCNN, and SRDenseNet) are investigated as the predictors. The performance of these implemented models has been validated on medical imaging datasets including CT, MR, and PET. The results show that this strategy outperforms state-of-the-art denoising algorithms in terms of visual quality and quantitative metrics, and the strategy demonstrates a robust generalization capability. These findings validate that this simple yet effective strategy demonstrates promising potential for medical image denoising tasks, which could exert a clinical impact in the future. Code is available at: https://github.com/gengmufeng/CNCL-denoising.


Assuntos
Processamento de Imagem Assistida por Computador , Tomografia Computadorizada por Raios X , Algoritmos , Processamento de Imagem Assistida por Computador/métodos , Razão Sinal-Ruído
14.
Contrast Media Mol Imaging ; 2022: 1750132, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36447752

RESUMO

Purpose: This study aimed to assess the efficacy of dual-tracer [68Ga-DOTA-somatostatin receptor analogs (SSAs) and 18F-fluorodeoxyglucose (FDG)] positron emission tomography/computed tomography (PET/CT) imaging for detecting bone metastases (BMs) in patients with gastroenteropancreatic neuroendocrine neoplasms (GEP-NENs). Methods: We retrospectively enrolled 74 GEP-NEN patients with BMs from two centers, who underwent dual-tracer PET/CT from January 2014 to March 2021. We compared and analyzed effectiveness of the dual PET/CT imaging techniques on the BMs, based on 18F-FDG and 68Ga-DOTA-SSAs. Specifically, we analyzed the imaging results using χ 2 tests for classification variables, paired-sample tests for number of BMs, Wilcoxon's signed rank test for number of lesions, and the Kruskal-Wallis test for standard uptake value (SUV) ratio comparison. The correlation of dual-tracer SUVmax with Ki-67 index was analyzed by Spearman's correlation coefficient. Results: The detection efficiencies of dual-tracer PET/CT imaging in patients with different pathologies showed discordant for detecting liver metastases and BMs in group neuroendocrine tumor (NET) G3, 68Ga-DOTA-SSAs was better at detecting BMs for NET G3 (P=0.049 for SUVT/B and P=0.026 for the number of metastatic lesions). In addition, statistical significance was found among osteogenesis group, osteolysis group, and the no-change group (for bone SUVT/B value detected by 18F-FDG and Ki-67 index, osteogenesis group < osteolysis group; for bone SUVT/B detected by 68Ga-DOTA-SSAs, osteogenesis group > the no-change group). What is more, liver and bone SUVmax and Ki-67 index were positively correlated in 18F-FDG imaging (P < 0.001 for liver; P=0.002 for bone), and negatively correlated in 68Ga-DOTA-SSAs imaging (P < 0.001 for liver; P=0.039 for bone). Conclusions: 68Ga-DOTA-SSAs was superior to 18F-FDG for detecting BMs in NET G1/G2 (well and moderately differentiated NETs), as well as in NET G3 (poorly differentiated NETs). Relatively good differentiation was observed in the osteogenesis group. In addition, dual-tracer PET/CT imaging results were observably correlated with tumor differentiation.


Assuntos
Neoplasias Ósseas , Neoplasias Gastrointestinais , Tumores Neuroendócrinos , Osteólise , Humanos , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Fluordesoxiglucose F18 , Receptores de Somatostatina , Radioisótopos de Gálio , Antígeno Ki-67 , Estudos Retrospectivos , Tumores Neuroendócrinos/diagnóstico por imagem
15.
Front Oncol ; 11: 766851, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34900716

RESUMO

OBJECTIVES: 68Ga-P15-041 (68Ga-HBED-CC-BP) is a novel bone-seeking PET radiotracer, which can be readily prepared by using a simple kit formulation and an in-house 68Ga/68Ge generator. The aim of this study is to assess the potential human application of 68Ga-P15-041 for clinical PET/CT imaging and to compare its efficacy to detect bone metastases of different cancers with 99mTc-MDP whole-body bone scintigraphy (WBBS). METHODS: Initial kinetic study using Patlak analysis and parametric maps were performed in five histopathologically proven cancer patients (three males, two females) using 68Ga-P15-041 PET/CT scan only. Another group of 51 histopathologically proven cancer patients (22 males, 29 females) underwent both 99mTc-MDP WBBS and 68Ga-P15-041 PET/CT scans within a week, sequentially. Using either pathology examination or follow-up CT or MRI scans as the gold standard, the diagnostic efficacy and receiver operating characteristic curve (ROC) of the two methods in identifying bone metastases were compared (p <0.05, statistically significant). RESULTS: Fifty-one patients were imaged, and 174 bone metastatic sites were identified. 68Ga-P15-041 PET/CT and 99mTc-MDP WBBS detected 162 and 81 metastases, respectively. Sensitivity, specificity, positive predictive value, negative predictive value and accuracy of 68Ga-P15-041 PET/CT and 99mTc-MDP WBBS were 93.1% vs 81.8%, 89.8% vs 90.7%, 77.5% vs 69.2%, 97.2% vs 93.4% and 90.7% vs 88.4%, respectively. Our results showed that the mean of SUVmax was significantly higher in metastases than that in benign lesions, 15.1 ± 6.9 vs. 5.6 ± 1.3 (P <0.001). Using SUVmax = 7.6 as the cut-off value by PET/CT, it was possible to predict the occurrence of metastases (AUC = 0.976; P <0.001; 95% CI: 0.946-0.999). However, it was impossible to distinguish osteoblastic bone metastases from osteolytic bone lesions. Parametric maps based on Patlak analysis provided excellent images and highly valuable quantitative information. CONCLUSIONS: 68Ga-P15-041 PET/CT, offering a rapid bone scan and high contrast images in minutes, is superior to the current method of choice in detecting bone metastases. It is reasonable to suggest that 68Ga-P15-041 PET/CT could become a valuable routine nuclear medicine procedure in providing excellent images for detecting bone metastases in cancer patients. 68Ga-P15-041 could become a valuable addition expanding the collection of 68Ga-based routine nuclear medicine procedures where 18F fluoride is not currently available.

16.
Front Oncol ; 11: 717687, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34527587

RESUMO

OBJECTIVES: The aim of this study was to evaluate the value of a delayed positron emission tomography/magnetic resonance (PET/MR) scan relative to a single positron emission tomography/computed tomography (PET/CT) scan for liver metastasis detection. METHODS: In this study, 70 patients with solid malignancies and suspicious liver lesions undergoing 2-deoxy-2-[18F]fluoro-D-glucose [(18F)FDG] PET/CT and subsequent delayed liver PET/MR scans were analyzed. The histopathological analysis and/or imaging follow-up were performed as the standard of reference. Lesion maximum standardized uptake value (SUVmax), diameter, and tumor to nontumor ratio (T/N) were measured. Lesion detection sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) were calculated for both examinations. RESULTS: (1) The standard of reference revealed 208 liver lesions in 70 patients (metastasis in 56 patients with 196 lesions; benign in 14 patients with 12 lesions). Compared with PET/CT, PET/MR had higher accuracy (98.6% vs. 78.6%), sensitivity (98.2% vs. 76.8%), and specificity (100.0% vs. 85.7%) (2). The therapeutic strategies of 29 patients (41.4%) needed reconsideration after the additional PET/MR, including new metastases detected (13/70), new affected lobes identified (14/70), and false-positive corrected (2/70) (3). PET/MR detected significantly more metastases than PET/CT did, especially with small lesions. The SUVmax of the same lesion correlated well between the two acquisitions, while the delayed PET showed a higher T/N ratio. CONCLUSIONS: In liver metastasis detection, the diagnostic value of the delayed PET/MR is validated to be superior to that of PET/CT, which may aid the clinical decision-making.

17.
Nucl Med Commun ; 42(7): 800-810, 2021 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-33741860

RESUMO

OBJECTIVE: To analyze the fluorine-18 fludeoxyglucose PET/computed tomography (18F-FDG PET/CT) findings of retroperitoneal leiomyosarcoma (RLMS) and the role of this method in differentiating between benign and malignant masses and classifying the malignant degree to improve the understanding of this rare disease. METHODS: Eight leiomyomas (A group), 13 RLMSs (B group), and 20 postoperative recurrence/metastasis RLMSs (C group) were enrolled. PET/CT features of B group were analyzed. The differences of metabolic parameters between three groups were compared, receiver operating characteristic (ROC) curve analysis was performed to group A and B, and correlation analysis was performed to subgroup B. RESULTS: (1) The RLMS patients were more likely to be female, and PET/CT showed a high degree of heterogeneous metabolism in the soft tissue mass. (2) The standardized uptake value (SUV) of RLMS were significantly higher than those of benign leiomyomas (P < 0.05). The area under the ROC curve was 0.909, the sensitivity and specificity for diagnosing RLMS were 0.923 and 0.750, respectively, The SUVmax and SUVstd of primary RLMS were moderately associated with the Ki67 index. The mean SUVmax in the G1, G2 and G3 subgroups increased successively (4.15 ± 0.35, 6.47 ± 0.83, and 10.13 ± 4.29, respectively). (3) Primary RLMS was characterized by local invasion, but hematogenous metastasis and lymph node metastasis were rare. Postoperative recurrence/metastasis of RLMS was characterized by local recurrence and hematogenous metastasis, but lymph node metastasis was rare. CONCLUSION: PET/CT has potential value in the preoperative staging, benign and malignant differentiation, malignant degree classification and postoperative follow-up of RLMS.


Assuntos
Leiomiossarcoma , Adulto , Idoso , Feminino , Fluordesoxiglucose F18 , Humanos , Metástase Linfática , Masculino , Pessoa de Meia-Idade , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada
18.
Cancer Commun (Lond) ; 40(12): 746-751, 2020 12.
Artigo em Inglês | MEDLINE | ID: mdl-33230973

RESUMO

Neuroendocrine neoplasm of the pancreas is a rare tumor with limited treatment options. Among such tumors, treatment for pancreatic neuroendocrine tumor (PanNET) G3 is the most difficult. Temozolomide (TMZ) is commonly used to treat PanNET. However, TMZ may cause tumor gene alkylation, which induces drug resistance and rapid disease progression. Herein, we present a case of a female who was diagnosed with PanNET G3 and achieved a partial response to toripalimab, an anti-programmed cell death-ligand 1 (anti-PD-L1) monoclonal antibody, after multiple cycles of TMZ treatment. Genomic profiling revealed that compared with the patient's samples collected at baseline, the post-TMZ-treatment samples had markedly higher levels of tumor mutational burden (TMB) associated with characteristic alkylating mutational signature representing a positive correlation with favorable response to anti-PD-1 treatment. In addition, we observed a germline truncating mutation of MUTYH (W156*) that was considered to be pathogenic and potentially conferred to genomic instability. This case suggests that anti-PD-1 therapy could be a treatment option for PanNET patients with increased TMB after TMZ-based treatment.


Assuntos
Anticorpos Monoclonais Humanizados/uso terapêutico , Imunoterapia , Neoplasias Pancreáticas , Temozolomida/efeitos adversos , Antígeno B7-H1/antagonistas & inibidores , Feminino , Radioisótopos de Gálio , Humanos , Pessoa de Meia-Idade , Neoplasias Pancreáticas/tratamento farmacológico , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Receptor de Morte Celular Programada 1/antagonistas & inibidores
19.
Mol Imaging Biol ; 21(5): 984-990, 2019 10.
Artigo em Inglês | MEDLINE | ID: mdl-30796708

RESUMO

PURPOSE: Objectives of the study are to analyze the correlation between [68Ga]DOTATATE positron emission tomography (PET)/X-ray computed tomography (CT) measurements and various biological characteristics of gastroenteropancreatic neuroendocrine neoplasms (GEP-NENs), and to determine optimal cutoff value of SUVmax (standard uptake value) to differentiate neuroendocrine tumors (NETs) and neuroendocrine cancers (NECs). PROCEDURES: Of the GEP-NEN cases (73 males, 53 females; age 18-77 years) with pathologically proven primary and/or metastatic lesions, 126 were studied. All of the short axes of lesions were larger than 0.5 cm in order to avoid the partial volume effect. Patients fasted for 6 h before the PET/CT scans. The dose of [68Ga]DOTATATE was 100-200 MBq and the acquisition began at 1 h after injection. The lesion with the highest SUVmax in each patient was analyzed. RESULTS: In the total sample, the sensitivity of [68Ga]DOTATATE was 69.05 %. The sensitivities were significantly different among G1, G2, and G3 groups (72.22 %, 91.53 %, and 40.82 %, respectively; p < 0.01). The SUVmax of the G3 group was lowest. We also found that the sensitivity and SUVmax were significantly higher (p < 0.05) in patients with pancreatic NENs (Pan-NENs) than in patients with gastrointestinal NENs (Gi-NENs) and unknown primary NENs (Up-NENs). A significant negative correlation between SUVmax and Ki-67 was found (r = - 0.429, p < 0.01). Using SUVmax to differentiate neuroendocrine tumors (NETs) and neuroendocrine cancers (NECs), the area under the ROC curve (AUC) was 0.771 and the cutoff value of SUVmax was 11.25 (sensitivity 79.2 %, specificity 65.3 %). However, Pan-NENs did not show any statistical significance results in correlation and ROC analysis. CONCLUSION: [68Ga]DOTATATE PET/CT results showed a negative correlation with GEP-NEN cell proliferation and were complementary to Ki-67. Pan-NENs were different from Gi-NENs and Up-NENs when compared to somatostatin receptor expression.


Assuntos
Neoplasias Intestinais/diagnóstico por imagem , Neoplasias Intestinais/patologia , Tumores Neuroendócrinos/diagnóstico por imagem , Tumores Neuroendócrinos/patologia , Compostos Organometálicos/química , Neoplasias Pancreáticas/diagnóstico por imagem , Neoplasias Pancreáticas/patologia , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Neoplasias Gástricas/diagnóstico por imagem , Neoplasias Gástricas/patologia , Adolescente , Adulto , Idoso , Área Sob a Curva , Proliferação de Células , Feminino , Humanos , Antígeno Ki-67/metabolismo , Masculino , Pessoa de Meia-Idade , Compostos Organometálicos/farmacocinética , Adulto Jovem
20.
Contrast Media Mol Imaging ; 2018: 2340389, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29681780

RESUMO

Background: To evaluate the clinical and prognostic value of PET/CT with combination of 68Ga-DOTATATE and 18F-FDG in gastroenteropancreatic neuroendocrine neoplasms (GEP-NENs). Method: 83 patients of GEP-NENs who underwent 68Ga-DOTATATE and 18F-FDG PET/CT were enrolled between June 2013 and December 2016. Well-differentiated (WD) NETs are divided into group A (Ki-67 < 10%) and group B (Ki-67 ≥ 10%), and poorly differentiated (PD) NECs are defined as group C. The relationship between PET/CT results and clinicopathological characteristics was retrospectively investigated. Result: For groups A/B/C, the sensitivities of 68Ga-DOTATATE and 18F-FDG were 78.8%/83.3%/37.5% and 52.0%/72.2%/100.0%. A negative correlation between Ki-67 and SUVmax of 68Ga-DOTATATE (R = -0.415; P ≤ 0.001) was observed, while a positive correlation was noted between Ki-67 and SUVmax of 18F-FDG (R = 0.683; P ≤ 0.001). 62.5% (5/8) of patients showed significantly more lesions in the bone if 68Ga-DOTATATE was used, and 22.7% (5/22) of patients showed more lymph node metastases if 18F-FDG was used. Conclusions: The sensitivity of dual tracers was correlated with cell differentiation, and a correlation between Ki-67 and both SUVmax of PET-CTs could be observed. 68Ga-DOTATATE is suggested for WD-NET and 18F-FDG is probably suitable for patients with Ki-67 ≥ 10%.


Assuntos
Neoplasias Intestinais/diagnóstico por imagem , Imagem Multimodal/métodos , Tumores Neuroendócrinos/diagnóstico por imagem , Neoplasias Pancreáticas/diagnóstico por imagem , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada/métodos , Neoplasias Gástricas/diagnóstico por imagem , Adulto , Idoso , Neoplasias Ósseas/diagnóstico por imagem , Feminino , Fluordesoxiglucose F18 , Radioisótopos de Gálio , Humanos , Antígeno Ki-67/análise , Linfonodos/patologia , Masculino , Pessoa de Meia-Idade , Metástase Neoplásica/diagnóstico por imagem , Compostos Organometálicos , Prognóstico , Compostos Radiofarmacêuticos , Estudos Retrospectivos
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