Automated detection of skeletal metastasis of lung cancer with bone scans using convolutional nuclear network

Author(s):  
Tongtong Li ◽  
Qiang Lin ◽  
Yanru Guo ◽  
Shaofang Zhao ◽  
Xianwu Zeng ◽  
...  

Abstract Bone scan is widely used for surveying bone metastases caused by various solid tumors. Scintigraphic images are characterized by inferior spatial resolution, bringing a significant challenge to manual analysis of images by nuclear medicine physicians. We present in this work a new framework for automatically classifying scintigraphic images collected from patients clinically diagnosed with lung cancer. The framework consists of data preparation and image classification. In the data preparation stage, data augmentation is used to enlarge the dataset, followed by image fusion and thoracic region extraction. In the image classification stage, we use a self-defined convolutional neural network consisting of feature extraction, feature aggregation, and feature classification sub-networks. The developed multi-class classification network can not only predict whether a bone scan image contains bone metastasis but also tell which subcategory of lung cancer that a bone metastasis metastasized from is present in the image. Experimental evaluations on a set of clinical bone scan images have shown that the proposed multi-class classification network is workable for automated classification of metastatic images, with achieving average scores of 0.7392, 0.7592, 0.7242, and 0.7292 for accuracy, precision, recall, and F-1 score, respectively.

2018 ◽  
Vol 20 (2) ◽  
pp. 110
Author(s):  
Munshi Md Arif Hosen ◽  
Nasrin Begum ◽  
Pervez Ahmed ◽  
Mosharrof Hossain ◽  
Kabiruzzaman Shah ◽  
...  

<p><strong><em>Background: </em></strong>Lung cancer is the leading cause of cancer deaths worldwide. Lung cancer is often insidious, producing no symptoms until the disease is well advanced. In approximately 7-10% of cases, lung cancer is diagnosed in asymptomatic patients. Some patients are asymptomatic for skeletal metastasis and a recent prospective study showed that in staging of non-small cell lung cancer (NSCLC), failure to perform a bone scan could miss asymptomatic bone metastasis in 14–22% of patients. Radionuclide bone scintigraphy with <sup>99m</sup> Tc MDP (Technetium-99mmethylene diphosphonate) is very useful nuclear imaging tool to detect skeletal metastasis with a sensitivity of 98.2% and a specificity of 95.2%. The aim of this study was to detect the asymptomatic skeletal metastasis of non-small cell lung cancer patients by <sup>99m</sup>Tc MDP bone scan.</p><p><strong><em>Patients and methods:</em></strong> It is a retrospective study, carried out from January 2015 to December 2016 in Institute of Nuclear Medicine and Allied Sciences, Rajshahi. Bone scan was performed by an intravenous bolus injection of 20 m Ci <sup>99m</sup>Tc MDP. Bone phase images were taken at three hours after injection of the radiotracer.</p><p><strong><em>Results:</em></strong> A total of 52 patients were enrolled in the study. The mean age of the patients was 57.6 ± 14.5 years (mean ± SD) with range from 36 to 75 years and 42 (80.77%) were male and 10 (19.23%) were female. Out of 52 patients, only 06 (11.54%) patients were diagnosed as positive and 46 (88.46%) were negative for bone metastasis. Out of 06 patients with positive skeletal metastasis 04 (66.67%) patients had multiple sites (two or more) and 02 (33.33%) patients had solitary site of bone involvement. Common sites of metastasis were in thoracic (83.33%) and lumbar spine (83.33%), ribs (50%), pelvic bones (33.33%), long bones (16.66%), skull (16.66%) and other bony sites including clavicle, sternum, scapula, sacrum (16.66%). Regarding staging prior to bone scan, out of 06 bone scan positive patients 03 (50%) patients were in stage III, 02 (33.33%) patients were in stage IV and 01(16.67%) patient was in stage II. On the basis of histopathology, out of 06 skeletal metastatic patients 04 (66.67%) patients had adenocarcinoma, 01 (16.67%) patient had squamous cell carcinoma and 01 (16.67%) had large cell carcinoma. The exclusion of bone metastasis is important in the initial staging of non-small cell lung cancer.</p><p><strong><em>Conclusion:</em></strong> There is debate about whether bone scans should be performed routinely or restricted to patients who present with clinical or laboratory indicators suggesting skeletal metastasis. The present study indicates that if bone scans were done only in patients reporting skeletal symptoms an important number of patients (11.54%) would have been miss-staged due to asymptomatic bone metastasis. As bone scan is very cost effective in comparison to other imaging modalities (MRI / PET-CT), it can play a vital role in detecting asymptomatic skeletal metastasis in NSCLC patients.</p><p>Bangladesh J. Nuclear Med. 20(2): 110-114, July 2017</p>


2021 ◽  
Vol 28 (2) ◽  
pp. 116-119
Author(s):  
Raden Danarto ◽  
Indwiani Astuti ◽  
Sofia Mubarika Haryana

Objective: We determine the utility of Prostate Specific Antigen (PSA) for predicting the presence of skeletal metastasis on Bone Scan (BS) in prostate cancer patients. Material & Methods: Retrospective analysis of medical records of 70 consecutive prostate cancer patients subjected to bone scan during the last 2 years was done. 5 cases were excluded due to the following reasons: Serum PSA not available, hormonal or other therapy given prior to serum PSA measurement, and/or Bone Scan, and symptomatic for bone metastasis. In remaining 65 cases, PSA value and bone scan were evaluated. Results: BS was found to be positive in 20/65 (31%) and negative in 45(69%) patients. 24 (37%) had serum PSA > 100 ng/ml, 25 (38.5%) had PSA of 20‐100 ng/ml and only 16 (24.5%) had PSA < 20 ng/ml. Conclusion: Serum PSA < 20 ng/ml have high predictive value in ruling out skeletal metastasis. Our data are in corroboration with results from previous studies that BS should be performed only if PSA > 20 ng/ml. Using this cut‐off, unnecessary investigation can be avoided. Avoiding BS asymptomatic in this group of patients would translate into a significant cost‐saving and reduction in their psychological and physical burden.


2017 ◽  
Vol 42 (3) ◽  
pp. 132-136
Author(s):  
Rawnak Afrin ◽  
Fatema Sultana Haque ◽  
Shankar Kumar Biswas ◽  
Sanowar Hossain ◽  
Mahmood Uz Jahan

Lung cancer is the third most common site of origin of metastatic cancer deposits in bone, after breast and prostate. It’s metastasis to bone is one of the most aggressive tumors and has a very unfavorable prognosis.  This retrospective descriptive study was designed to detect the skeletal metastasis of   carcinoma (Ca) lung patient by Tc 99m MDP bone scan. The medical records of all patients attended between January 2015 and July 2015 with a diagnosis of lung cancer were reviewed. Lung cancer in all patients was confirmed pathologically, and patients underwent whole-body bone scan for evaluating skeletal metastasis.  Patient with clinical and laboratory evidence of infection, trauma, metabolic disease or arthropathy were not included in the study. Bone scan was done after three hours of   intravenous administration of 20mci Tc 99m MDP   (methylene diphosphonate) and images were obtained on a gamma camera.  The mean age of the patients was Mean ± SD was 55.5 ± 12.5   with range from 31 to 90 years.  Out of 47 cases, 36 (76.59%) were diagnosed as positive for skeletal metastasis by bone scan and 11 (23.41%) were negative for bony metastasis. Among 36 positive patients, 28 patients (77.86%) were histopathologically diagnosed as adenocarcinoma, 7 patients (19.44%) had squamous cell carcinoma and only one patient (2,7%) had small cell carcinoma. Bone scan findings were compared by either conventional X-ray/CT scan/MRI /pathologically. In present study, the distribution of lesions in bone scan had recorded. Maximum 47.22 % lesions were found in ribs, 27.77% lesions were in lumbar vertebrae, 19.44% in thoracic vertebrae, 19.44% in joints, 16.66% in long bones (femur and humerus), 11.11% in skull bones, 22.22% in pelvic bones, 5.55% in clavicle and 2.77% in scapula. Tc 99m MDP bone scan plays a pivotal role for detection of skeletal metastasis which is very essential to manage Ca lung patient. As bone scintigraphy is very cost effective in govt. nuclear medicine centre in comparison to other imaging modalities, so it can play a major role in detecting skeletal metastasis in ca lung patients in a developing country like Bangladesh.


2016 ◽  
Vol 17 (2) ◽  
pp. 120-124
Author(s):  
Shamim Momtaz Ferdousi Begum ◽  
Zeenat Jabin ◽  
Rahima Perveen ◽  
Nasreen Sultana ◽  
Laila S Banu

Introduction: Bone scan with 99m Tc-MDP is a commonly used procedure for evaluation of bone metastases because of its high sensitivity, availability, and relatively low cost. The predilection sites for bone metastasis in patients particularly with lung cancers were investigated in this study.Methods: The study was done at the National Institute of Nuclear Medicine and Allied Sciences (NINMAS) between January 2013 and June 2014. A total of 123 patients with lung cancers who had whole body scintigraphy with 99mTc-MDP were studied. The bone scans were interpreted by experienced Nuclear Medicine physicians and the predilection sites with pattern of skeletal metastasis were analyzed.Results: Among the 123 (m/f: 104/19) cases studied, 99 (80.5%) patients had bone metastasis. Solitary metastatic lesion was detected in 18.2% cases, multiple lesions in 59.6% cases and extensive metastases were noted in 18.2% cases. Features of hypertrophic pulmonary osteoarthopathy were present in 4% cases. The predilection sites for metastases from lung cancer appear to be in the ribs (75% cases) followed by spines (54% cases) and pelvis (23% cases). In total 595 metastatic lesions were detected, among them 469(78.8%) were distributed in axial skeleton and 126 (21.2%) were in appendicular skeleton. Metastatic involvement was higher in axial skeleton comparing to the appendicular skeleton and the difference was statistically significant (Z=13.99, P<0.001). Similarly metastatic lesions detected on right side of body were 235 in number and on left side of the body were 189 in number. This difference of distribution between right and left side was also found to be statistically significant (Z=2.218, p<0.002).Conclusion: Bone metastasis is very common in patients with lung cancer. The predilection site for metastasis was the axial skeleton, which had statistically higher involvement than appendicular skeleton. Distributions of metastatic bone lesions were higher in ribs followed by vertebrae and pelvis. Significant difference was observed in the distribution of metastasis between the right and left side of body.Bangladesh J. Nuclear Med. 17(2): 120-124, July 2014


2012 ◽  
Vol 26 (8) ◽  
pp. 627-633 ◽  
Author(s):  
Jeong Won Lee ◽  
Sang Mi Lee ◽  
Ho Sung Lee ◽  
Yong Hoon Kim ◽  
Won Kyoung Bae

2016 ◽  
Author(s):  
Daniel Ajona ◽  
Carolina Zandueta ◽  
Leticia Corrales ◽  
Maria J. Pajares ◽  
Elena Martinez-Terroba ◽  
...  
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2019 ◽  
Vol 17 ◽  
pp. 100251 ◽  
Author(s):  
Ben Wang ◽  
Lijie Chen ◽  
Chongan Huang ◽  
Jialiang Lin ◽  
Xiangxiang Pan ◽  
...  

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