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1.
Sci Rep ; 14(1): 4678, 2024 02 26.
Artículo en Inglés | MEDLINE | ID: mdl-38409252

RESUMEN

Manual delineation of liver segments on computed tomography (CT) images for primary/secondary liver cancer (LC) patients is time-intensive and prone to inter/intra-observer variability. Therefore, we developed a deep-learning-based model to auto-contour liver segments and spleen on contrast-enhanced CT (CECT) images. We trained two models using 3d patch-based attention U-Net ([Formula: see text] and 3d full resolution of nnU-Net ([Formula: see text] to determine the best architecture ([Formula: see text]. BA was used with vessels ([Formula: see text] and spleen ([Formula: see text] to assess the impact on segment contouring. Models were trained, validated, and tested on 160 ([Formula: see text]), 40 ([Formula: see text]), 33 ([Formula: see text]), 25 (CCH) and 20 (CPVE) CECT of LC patients. [Formula: see text] outperformed [Formula: see text] across all segments with median differences in Dice similarity coefficients (DSC) ranging 0.03-0.05 (p < 0.05). [Formula: see text], and [Formula: see text] were not statistically different (p > 0.05), however, both were slightly better than [Formula: see text] by DSC up to 0.02. The final model, [Formula: see text], showed a mean DSC of 0.89, 0.82, 0.88, 0.87, 0.96, and 0.95 for segments 1, 2, 3, 4, 5-8, and spleen, respectively on entire test sets. Qualitatively, more than 85% of cases showed a Likert score [Formula: see text] 3 on test sets. Our final model provides clinically acceptable contours of liver segments and spleen which are usable in treatment planning.


Asunto(s)
Aprendizaje Profundo , Neoplasias Hepáticas , Humanos , Bazo/diagnóstico por imagen , Tomografía Computarizada por Rayos X/métodos , Neoplasias Hepáticas/diagnóstico por imagen , Procesamiento de Imagen Asistido por Computador/métodos
2.
Radiographics ; 43(12): e230112, 2023 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-37999983

RESUMEN

Prostate cancer may recur several years after definitive treatment, such as prostatectomy or radiation therapy. A rise in serum prostate-specific antigen (PSA) level is the first sign of disease recurrence, and this is termed biochemical recurrence. Patients with biochemical recurrence have worse survival outcomes. Radiologic localization of recurrent disease helps in directing patient management, which may vary from active surveillance to salvage radiation therapy, androgen-deprivation therapy, or other forms of systemic and local therapy. The likelihood of detecting the site of recurrence increases with higher serum PSA level. MRI provides optimal diagnostic performance for evaluation of the prostatectomy bed. Prostate-specific membrane antigen (PSMA) PET radiotracers currently approved by the U.S. Food and Drug Administration demonstrate physiologic urinary excretion, which can obscure recurrence at the vesicourethral junction. However, MRI and PSMA PET/CT have comparable diagnostic performance for evaluation of local recurrence after external-beam radiation therapy or brachytherapy. PSMA PET/CT outperforms MRI in identifying recurrence involving the lymph nodes and bones. Caveats for use of both PSMA PET/CT and MRI do exist and may cause false-positive or false-negative results. Hence, these techniques have complementary roles and should be interpreted in conjunction with each other, taking the patient history and results of any additional prior imaging studies into account. Novel PSMA agents at various stages of investigation are being developed, and preliminary data show promising results; these agents may revolutionize the landscape of prostate cancer recurrence imaging in the future. ©RSNA, 2023 Quiz questions for this article are available through the Online Learning Center. See the invited commentary by Turkbey in this issue. The slide presentation from the RSNA Annual Meeting is available for this article.


Asunto(s)
Neoplasias de la Próstata , Masculino , Humanos , Neoplasias de la Próstata/diagnóstico por imagen , Neoplasias de la Próstata/terapia , Neoplasias de la Próstata/patología , Antígeno Prostático Específico , Tomografía Computarizada por Tomografía de Emisión de Positrones/métodos , Antagonistas de Andrógenos , Isótopos de Galio , Radioisótopos de Galio , Recurrencia Local de Neoplasia/diagnóstico por imagen , Imagen por Resonancia Magnética
3.
Radiographics ; 43(4): e220135, 2023 04.
Artículo en Inglés | MEDLINE | ID: mdl-36927125

RESUMEN

Rectal adenocarcinoma constitutes about one-third of all colorectal adenocarcinoma cases. Rectal MRI has become mandatory for evaluation of patients newly diagnosed with rectal cancer because it can help accurately stage the disease, impact the choice to give neoadjuvant therapy or proceed with up-front surgery, and even direct surgical dissection planes. Better understanding of neoadjuvant chemoradiotherapy effects on rectal tumors and recognition that up to 30% of patients can have a pathologic complete response have opened the door for the nonsurgical "watch-and-wait" management approach for rectal adenocarcinoma. Candidates for this organ-preserving approach should have no evidence of malignancy on all three components of response assessment after neoadjuvant therapy (ie, digital rectal examination, endoscopy, and rectal MRI). Hence, rectal MRI again has a major role in directing patient management and possibly sparing patients from unnecessary surgical morbidity. In this article, the authors discuss the indications for neoadjuvant therapy in management of patients with rectal adenocarcinoma, describe expected imaging appearances of rectal adenocarcinoma after completion of neoadjuvant therapy, and outline the MRI tumor regression grading system. Since pelvic sidewall lymph node dissection is associated with a high risk of permanent genitourinary dysfunction, it is performed for only selected patients who have radiologic evidence of sidewall lymph node involvement. Therefore, the authors review the relevant lymphatic compartments of the pelvis and describe lymph node criteria for determining locoregional nodal spread. Finally, the authors discuss limitations of rectal MRI, describe several potential interpretation pitfalls after neoadjuvant therapy, and emphasize how these pitfalls may be avoided. © RSNA, 2023 Quiz questions for this article are available in the supplemental material.


Asunto(s)
Adenocarcinoma , Neoplasias del Recto , Humanos , Terapia Neoadyuvante/métodos , Quimioradioterapia/métodos , Neoplasias del Recto/diagnóstico por imagen , Neoplasias del Recto/terapia , Adenocarcinoma/diagnóstico por imagen , Adenocarcinoma/terapia , Adenocarcinoma/patología , Imagen por Resonancia Magnética/métodos
4.
J Hepatocell Carcinoma ; 9: 913-927, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-36065424

RESUMEN

Purpose: To identify prognostic clinical and radiologic features in patients with unresectable hepatocellular carcinoma (HCC) treated with atezolizumab plus bevacizumab. Patients and Methods: Clinical and imaging records of patients with unresectable HCC were retrospectively reviewed, and baseline features were recorded. Patients' records and imaging studies were used to determine the patients' overall survival (OS) and progression-free survival (PFS). Univariate and multivariate analyses were performed to determine prognostic features. Subanalyses of treatment-naïve patients (who never received local or systemic therapy) and previously treated patients were also performed. Results: Fifty-five patients were included in the final analysis, 23 (41.8%) of whom were treatment naïve. The median PFS and OS for the entire cohort were 3.0 months and 7.9 months. The 3-, 6- and 12-month OS rates were 85.5%, 79.8% and 45.7%, respectively. The 3-, 6- and 12-month PFS rates were 50.1%, 41.2% and 20.1%, respectively. On multivariate analysis, independent prognostic features for poor PFS of the entire cohort were pleural effusions (p = 0.047, HR: 6.3; CI: 1.03-38.90) and hepatic vein tumor thrombus (p = 0.005; HR: 23.37; CI: 2.63-207.67); independent prognostic features for poor OS were ascites (p = 0.008; HR: 37.37; CI: 2.53-467.64), pleural effusion (p = 0.003; HR: 110.17; CI: 5.00-2426.54), and low (<40HU) pre-contrast attenuation on CT images (p = 0.007; HR: 0.09; CI: 0.02-0.53). On subanalysis of treatment-naïve patients, the median OS and PFS were 7.4 months and 2.8 months, respectively. The 3-, 6- and 12-month PFS rates were 43.5%, 38.6% and 24.8%, respectively. Pleural effusion was the only independent poor prognostic feature (p = 0.036; HR: 206.34; CI: 1.41-30,167.58). Conclusion: Independent prognostic features for survival outcomes include the presence of ascites, pleural effusions, hepatic vein tumor thrombus, and HCC with low attenuation (<40 HU) on unenhanced CT images. Although several biochemical variables were significant on univariate analysis, none were independent predictors of OS or PFS.

6.
Radiology ; 303(1): 90-98, 2022 04.
Artículo en Inglés | MEDLINE | ID: mdl-35014900

RESUMEN

Background Assessment of liver lesions is constrained as CT radiation doses are lowered; evidence suggests deep learning reconstructions mitigate such effects. Purpose To evaluate liver metastases and image quality between reduced-dose deep learning image reconstruction (DLIR) and standard-dose filtered back projection (FBP) contrast-enhanced abdominal CT. Materials and Methods In this prospective Health Insurance Portability and Accountability Act-compliant study (September 2019 through April 2021), participants with biopsy-proven colorectal cancer and liver metastases at baseline CT underwent standard-dose and reduced-dose portal venous abdominal CT in the same breath hold. Three radiologists detected and characterized lesions at standard-dose FBP and reduced-dose DLIR, reported confidence, and scored image quality. Contrast-to-noise ratios for liver metastases were recorded. Summary statistics were reported, and a generalized linear mixed model was used. Results Fifty-one participants (mean age ± standard deviation, 57 years ± 13; 31 men) were evaluated. The mean volume CT dose index was 65.1% lower with reduced-dose CT (12.2 mGy) than with standard-dose CT (34.9 mGy). A total of 161 lesions (127 metastases, 34 benign lesions) with a mean size of 0.7 cm ± 0.3 were identified. Subjective image quality of reduced-dose DLIR was superior to that of standard-dose FBP (P < .001). The mean contrast-to-noise ratio for liver metastases of reduced-dose DLIR (3.9 ± 1.7) was higher than that of standard-dose FBP (3.5 ± 1.4) (P < .001). Differences in detection were identified only for lesions 0.5 cm or smaller: 63 of 65 lesions detected with standard-dose FBP (96.9%; 95% CI: 89.3, 99.6) and 47 lesions with reduced-dose DLIR (72.3%; 95% CI: 59.8, 82.7). Lesion accuracy with standard-dose FBP and reduced-dose DLIR was 80.1% (95% CI: 73.1, 86.0; 129 of 161 lesions) and 67.1% (95% CI: 59.3, 74.3; 108 of 161 lesions), respectively (P = .01). Lower lesion confidence was reported with a reduced dose (P < .001). Conclusion Deep learning image reconstruction (DLIR) improved CT image quality at 65% radiation dose reduction while preserving detection of liver lesions larger than 0.5 cm. Reduced-dose DLIR demonstrated overall inferior characterization of liver lesions and reader confidence. Clinical trial registration no. NCT03151564 © RSNA, 2022 Online supplemental material is available for this article.


Asunto(s)
Aprendizaje Profundo , Neoplasias Hepáticas , Algoritmos , Femenino , Humanos , Neoplasias Hepáticas/diagnóstico por imagen , Neoplasias Hepáticas/secundario , Masculino , Estudios Prospectivos , Dosis de Radiación , Interpretación de Imagen Radiográfica Asistida por Computador/métodos , Tomografía Computarizada por Rayos X/métodos
7.
Cancers (Basel) ; 13(20)2021 Oct 12.
Artículo en Inglés | MEDLINE | ID: mdl-34680251

RESUMEN

Mastocytosis is a rare disorder due to the abnormal proliferation of clonal mast cells. Mast cells exist in most tissues, mature in situ from hematopoietic stem cells and develop unique characteristics of local effector cells. Mastocytosis develops by activation mutation of the KIT surface receptor which is involved in the proliferation of a number of cell lines such as mast cells, germ cells, melanocytes, and hematopoietic cells. It manifests as two main categories: cutaneous mastocytosis and systemic mastocytosis. Imaging can play an important role in detection and characterization of the disease manifestation, not only by radiography and bone scans, but also magnetic resonance imaging and computed tomography, which can be more sensitive in the assessment of distinctive disease patterns. Radiologists should be aware of various appearances of this disease to better facilitate diagnosis and patient management. Accordingly, this review will discuss the clinical presentation, pathophysiology, and role of imaging in detection and extent estimation of the systemic involvement of the disease, in addition to demonstration of appearance on varying imaging modalities. Familiarity with the potential imaging findings associated with mastocytosis can aid in early disease diagnosis and classification and accordingly can lead directing further work up and better management.

8.
Cancers (Basel) ; 13(18)2021 Sep 10.
Artículo en Inglés | MEDLINE | ID: mdl-34572781

RESUMEN

The lymphatic system is an anatomically complex vascular network that is responsible for interstitial fluid homeostasis, transport of large interstitial particles and cells, immunity, and lipid absorption in the gastrointestinal tract. This network of specially adapted vessels and lymphoid tissue provides a major pathway for metastatic spread. Many malignancies produce vascular endothelial factors that induce tumoral and peritumoral lymphangiogenesis, increasing the likelihood for lymphatic spread. Radiologic evaluation for disease staging is the cornerstone of oncologic patient treatment and management. Multiple imaging modalities are available to access both local and distant metastasis. In this manuscript, we review the anatomy, physiology, and imaging of the lymphatic system.

9.
Cancer Imaging ; 19(1): 65, 2019 Oct 15.
Artículo en Inglés | MEDLINE | ID: mdl-31615562

RESUMEN

MRI-guided laser interstitial thermal therapy (LITT) is the selective ablation of a lesion or a tissue using heat emitted from a laser device. LITT is considered a less invasive technique compared to open surgery that provides a nonsurgical solution for patients who cannot tolerate surgery. Although laser ablation has been used to treat brain lesions for decades, recent advances in MRI have improved lesion targeting and enabled real-time accurate monitoring of the thermal ablation process. These advances have led to a plethora of research involving the technique, safety, and potential applications of LITT.LITT is a minimally invasive treatment modality that shows promising results and is associated with decreased morbidity. It has various applications, such as treatment of glioma, brain metastases, radiation necrosis, and epilepsy. It can provide a safer alternative treatment option for patients in whom the lesion is not accessible by surgery, who are not surgical candidates, or in whom other standard treatment options have failed. Our aim is to review the current literature on LITT and provide a descriptive review of the technique, imaging findings, and clinical applications for neurosurgery.


Asunto(s)
Neoplasias Encefálicas/cirugía , Glioma/cirugía , Terapia por Láser/métodos , Imagen por Resonancia Magnética/métodos , Neuronavegación/métodos , Humanos
10.
Eur J Radiol ; 105: 49-55, 2018 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-30017298

RESUMEN

PURPOSE: To evaluate the frequency of tumor thrombus in the large veins draining primary pelvic osteosarcoma on early cross-sectional imaging studies and its effect on patient survival. MATERIALS AND METHODS: Our retrospective study included all patients with primary pelvic osteosarcoma treated at our facility between January 2000 and May 2014, who were ≤ 45 years of age, and had adequate imaging studies and clinical follow up. Four radiologists evaluated for tumor in the large draining veins on initial CT, MRI and PET/CTs. A consensus evaluation by the four radiologists together with findings on operative reports, pathology reports or follow-up imaging was used as the reference standard. RESULTS: Thirty-nine patients with primary pelvic osteosarcoma met final inclusion criteria. Tumor thrombus was identified in the large draining veins in 10 of the 22 (45%) patients who underwent tumor resection and 10 of the 17 (59%) who did not. In the 22 patients who underwent tumor resection, tumor thrombus was significantly associated with worse overall survival (p = 0.03). CONCLUSIONS: Tumor thrombus in the large draining veins is identified in a significant proportion of initial imaging studies in patients with pelvic osteosarcoma, and is associated with worse overall survival in patients who undergo tumor resection.


Asunto(s)
Neoplasias Óseas/irrigación sanguínea , Osteosarcoma/irrigación sanguínea , Huesos Pélvicos , Tromboflebitis/patología , Adolescente , Adulto , Neoplasias Óseas/mortalidad , Neoplasias Óseas/patología , Niño , Estudios Transversales , Femenino , Humanos , Angiografía por Resonancia Magnética/métodos , Angiografía por Resonancia Magnética/mortalidad , Masculino , Persona de Mediana Edad , Imagen Multimodal/métodos , Imagen Multimodal/mortalidad , Osteosarcoma/mortalidad , Osteosarcoma/patología , Tomografía Computarizada por Tomografía de Emisión de Positrones/métodos , Tomografía Computarizada por Tomografía de Emisión de Positrones/mortalidad , Estudios Retrospectivos , Análisis de Supervivencia , Tromboflebitis/mortalidad , Tomografía Computarizada por Rayos X/métodos , Tomografía Computarizada por Rayos X/mortalidad , Venas , Adulto Joven
11.
J Cancer ; 8(15): 2892-2898, 2017.
Artículo en Inglés | MEDLINE | ID: mdl-28928879

RESUMEN

Objective: The existing literature of 18 F-FDG PET/CT in Ewing sarcoma investigates mixed populations of patients with both soft tissue and bone primary tumors. The aim of our study was to evaluate whether the maximum standardized uptake value (SUVmax) obtained with 18F-FDG PET/CT before and after induction chemotherapy can be used as an indicator of survival in patients with Ewing sarcoma originating exclusively in the skeleton. Materials and Methods: A retrospective database search from 2004-2011 identified 28 patients who underwent 18 F-FDG PET/CT before (SUV1, n= 28) and after (SUV2, n=23) induction chemotherapy. Mean follow up was 3.3 years and median follow up for survivors was 6.3 years (range: 2.6-9.8 years). Multivariate and univariate Cox proportional hazard model was used to assess for correlation of SUV1, SUV2, and the change in SUVmax with overall survival (OS) and progression-free survival (PFS). Results: Mean SUVmax was 10.74 before (SUV1) and after 4.11 (SUV2) induction chemotherapy. High SUV1 (HR = 1.05, 95% CI: 1.0-1.1, P = 0.01) and SUV2 (HR =1.2, 95% CI: 1.0-1.4, P = 0.01) were associated with worse OS. A cut off point of 11.6 was identified for SUV1. SUV1 higher than 11.6 had significantly worse OS (HR = 5.71, 95% CI: 1.85 - 17.61, P = 0.003) and PFS (HR = 3.16, 95% CI: 1.13 - 8.79, P = 0.03, P < 0.05 is significant). Conclusion: 18F-FDG PET/CT can be used as a prognostic indicator for survival in primary Ewing sarcoma of bone.

12.
Am J Surg Pathol ; 41(8): 1087-1096, 2017 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-28498283

RESUMEN

Synovial sarcoma of peripheral nerve (SSPN) is rare with only 26 cases reported in English. SSPN is often mistaken for a benign or malignant peripheral nerve sheath tumor (PNST) by clinicians and pathologists. Fifteen cases of SSPN were retrieved from the pathology files of 3 institutions. All tumors arose in a nerve based on imaging and/or operative findings and the diagnoses were histologically confirmed. Neuropathic symptoms predominated in 11 women and 4 men, 19- to 62-year-old (median, 39 years) with tumors involving the ulnar (5), median (3), peroneal (3) or sciatic (2) nerve, or the L4 or T1 nerve root (2). Tumor sizes ranged from 2 to 13 cm (median, 3.8 cm). The leading clinical diagnosis was PNST (9). Treatment was surgical (14) supplemented with radiation therapy (8) and chemotherapy (6). Fourteen tumors were monophasic and 1 was biphasic; 4 had poorly differentiated (PD) foci (1 rhabdoid). Diagnoses in 12 cases were verified by fluorescence in situ hybridization, reverse transcription polymerase chain reaction or both methods. Follow-up in 14 patients (median, 32 mo) revealed that 2/4 patients with PD tumors died with pulmonary metastases; another was alive with no current evidence of disease (NED) following 2 local recurrences, while the fourth had NED. In contrast, 9/10 patients without PD tumors were alive (7 NED) and 1 died at 12 months with pulmonary infiltrates. SSPN is under-recognized clinically and histologically as it mimics benign and malignant PNST. Molecular analysis is recommended to confirm the diagnosis. PD foci, including rhabdoid areas, may portend a worse outcome, similar to non-neural-based tumors.


Asunto(s)
Neoplasias del Sistema Nervioso Periférico/patología , Sarcoma Sinovial/patología , Adulto , Femenino , Humanos , Masculino , Persona de Mediana Edad , Adulto Joven
13.
Clin Nucl Med ; 40(2): e145-7, 2015 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-24999685

RESUMEN

A 70-year-old woman with squamous cell carcinoma of the lung and chronic lymphocytic leukemia/small lymphocytic lymphoma underwent PET/CT for initial staging. There was avid focal asymmetrical uptake at the left shoulder, concerning for metastasis. Magnetic resonance imaging performed for further evaluation showed an enhancing soft tissue process at the rotator interval. Clinical notes indicated a 6-month history of progressive left shoulder pain and limited range of motion. The magnetic resonance imaging appearance and patient's symptoms were characteristic of adhesive capsulitis. We describe a new location of benign FDG avidity at the rotator interval due to adhesive capsulitis that can mimic neoplasm.


Asunto(s)
Bursitis/diagnóstico por imagen , Carcinoma de Células Escamosas/diagnóstico por imagen , Neoplasias Pulmonares/diagnóstico por imagen , Tomografía de Emisión de Positrones , Articulación del Hombro/diagnóstico por imagen , Tomografía Computarizada por Rayos X , Anciano , Reacciones Falso Positivas , Femenino , Fluorodesoxiglucosa F18 , Humanos , Imagen Multimodal , Metástasis de la Neoplasia/diagnóstico por imagen , Radiofármacos
14.
Abdom Imaging ; 39(4): 922-34, 2014 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-24590396

RESUMEN

Various hematopoietic neoplasms can involve the female genital system. The most common hematological malignancy that involves the female genital system is lymphoma and secondary involvement is more common than primary genital lymphoma. Rarely, leukemic infiltration and extramedullary plasmacytomas of the female genital tract may also occur. Being infrequent, these lesions are commonly misdiagnosed radiologically. Therefore, understanding these malignancies of the female genital system and recognizing their imaging features are of utmost clinical importance. Although definitive diagnosis can be made only by histological analysis, imaging of these tumors plays an important role in detecting lesion extensions, guiding biopsies, staging disease, planning therapy, and detecting recurrence.


Asunto(s)
Neoplasias de los Genitales Femeninos/diagnóstico , Leucemia/diagnóstico , Linfoma/diagnóstico , Femenino , Neoplasias de los Genitales Femeninos/patología , Genitales Femeninos/diagnóstico por imagen , Genitales Femeninos/patología , Humanos , Leucemia/patología , Linfoma/patología , Imagen por Resonancia Magnética , Tomografía Computarizada por Rayos X , Ultrasonografía
15.
Abdom Imaging ; 38(1): 1-21, 2013 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-22644726

RESUMEN

Cancer therapy has significantly improved in the past few decades with development of various newer classes of cytotoxic chemotherapy as well as novel, molecularly targeted chemotherapy. Similar to chemotherapy, radiotherapy is another important therapeutic option used in the curative and palliative management of various abdominal malignancies. However, both these treatments affect the tumor as well as the normal tissues, leading to significant toxicity. These side effects range from mild to life threatening, and may involve multiple organs. Imaging plays an important role in the early identification of such complications, which may allow more effective patient management. The aim of this article is to discuss and illustrate the wide spectrum of chemotherapy and radiotherapy induced complications in the abdomen and pelvis.


Asunto(s)
Antineoplásicos/efectos adversos , Vasos Sanguíneos/efectos de los fármacos , Vasos Sanguíneos/efectos de la radiación , Diagnóstico por Imagen , Sistema Digestivo/efectos de los fármacos , Sistema Digestivo/efectos de la radiación , Neoplasias/tratamiento farmacológico , Neoplasias/radioterapia , Radioterapia/efectos adversos , Sistema Urogenital/efectos de los fármacos , Sistema Urogenital/efectos de la radiación , Abdomen , Humanos , Pelvis
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