Evaluation of nonmalignant liver masses

Deep Learning Algorithm for Differentiating Patients with a Healthy Liver from Patients with Liver Lesions Based on MR Images

The problems in diagnosing the state of a vital organ such as the liver are complex and remain unresolved. These problems are underscored by frequently published studies on this issue. At the same time, demand for imaging diagnostics, preferably using a method that can detect the disease at the earliest possible stage, is constantly increasing. In this paper, we present liver diseases in the context of diagnosis, diagnostic problems, and possible elimination. We discuss the dataset and methods and present the stages of the pipeline we developed, leading to multiclass segmentation of the liver in multiparametric MR image into lesions and normal tissue. Finally, based on the processing results, each case is classified as either a healthy liver or a liver with lesions. For the training set, the AUC ROC is 0.925 (standard error 0.013 and a p-value less than 0.001), and for the test set, the AUC ROC is 0.852 (standard error 0.039 and a p-value less than 0.001). Further refinements to the proposed pipeline are also discussed. The proposed approach could be used in the detection of focal lesions in the liver and the description of liver tumors. Practical application of the developed multi-class segmentation method represents a key step toward standardizing the medical evaluation of focal lesions in the liver.

Mediastinal hemangioma mimicking an invasive tumor growth: A case report

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Mediastinal hemangiomas may exhibit an infiltrating appearance.

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Extensive surgery is often required due to an inaccurate preoperative diagnosis.

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A hemangioma should be raised as a differential diagnosis to avoid extensive surgery.

Introduction and importance

Mediastinal hemangiomas are a rare entity frequently developing in the anterior mediastinum. They may exhibit an infiltrating appearance into the surrounding tissue, and extensive surgery is often required despite its benign nature. We report a case of a mediastinal hemangioma mimicking an invasive tumor growth requiring a combined resection of the lung and diaphragm.

Case presentation

An asymptomatic 73 year-old-man presented with a 50 mm-sized mass on his chest radiography. A combined resection of the mediastinal mass with the part of the lower lobe of left lung and diaphragm not necessitating a patch repair was performed. The pathological findings were compatible with a diagnosis of a mediastinal hemangioma. Only fibrous adhesions were observed between the tumor and resected lung and diaphragm without any histological invasion.

Clinical discussion

While imaging examinations play a key role in determining a preoperative diagnosis, mediastinal hemangiomas may pose a diagnostic challenge mainly due to its rarity. With a clinical suspicion of a hemangioma during the diagnostic work up, a dynamic CT might be helpful.

Conclusions

In mediastinal hemangiomas, a preoperative diagnosis is essential in order to avoid extensive surgery. A hemangioma should be raised as a differential diagnosis for anterior mediastinal tumors, especially in cases with an infiltrative appearance that suggests the necessity for a combined resection of the surrounding organs.

A practical diagnostic approach to hepatic masses

The differential diagnosis of hepatic mass lesions is broad and arriving at the right diagnosis can be challenging, especially on needle biopsies. The differential diagnosis of liver tumors in children is different from adults and is beyond the scope of this review. In adults, the approach varies depending on the age, gender, and presence of background liver disease. The lesions can be divided broadly into primary and metastatic (secondary), and the primary lesions can be further divided into those of hepatocellular origin and nonhepatocellular origin. The first category consists of benign and malignant lesions arising from hepatocytes, while the second category includes biliary, mesenchymal, hematopoietic, and vascular tumors. Discussion of nonepithelial neoplasms is beyond the scope of this review. The hepatocytic lesions comprise dysplastic nodules, focal nodular hyperplasia, hepatic adenoma, and hepatocellular carcinoma, and the differential diagnosis can be challenging requiring clinicopathological correlation and application of immunohistochemical (IHC) markers. Liver is a common site for metastasis, sometimes presenting with an unknown primary site, and proper workup is the key to arriving at the correct diagnosis. The correct diagnosis in this setting requires a systematic approach with attention to histologic features, imaging findings, clinical presentation, and judicious use of IHC markers. The list of antibodies that can be used for this purpose keeps on growing continually. It is important for pathologists to be up to date with the sensitivity and specificity of these markers and their diagnostic role and clinical implications. The purpose of this review is to outline the differential diagnosis of hepatic masses in adults and discuss an algorithmic approach to make a right diagnosis.

Approach to a liver mass

Incidentally discovered liver masses are becoming more common with the increasing application and power of imaging techniques for the evaluation of abdominal conditions. Although such masses are often benign, conclusive diagnoses must be established in order to provide appropriate patient care. Various imaging modalities can be utilized to accurately diagnose such masses without resort to more invasive diagnostic measures.

[Diagnosis and differential diagnosis of benign liver tumors and tumor-like lesions]

Benign liver tumors and tumor-like lesions cover a broad spectrum of differential diagnoses, varying from dysontogenetic cysts to pseudolesions. Focal nodular hyperplasia, adenoma and regenerating nodules play a major role in clinical practice. Based on imaging findings, these lesions can be classified as cystic or solid, solitary or multiple, and hyper- or hypovascular. Haemangioma, FNH, steroid-associated adenoma, cystadenoma and echinococcus cysts can be reliably diagnosed using imaging techniques. The same is true for pseudolesions, which are found in particular on dynamic computed tomography. Other entities such as adenoma in cirrhotic livers, angiomyolipoma, regenerating nodules or Echinococcus alveolaris cannot be safely diagnosed by imaging and require biopsy. Morphological and functional characteristics of the most common lesions in the different imaging modalities will be discussed. Where possible, a diagnostic strategy will be presented.

Ultrasonographically detected gallbladder polyps: a reason for concern? A seven-year follow-up study

BACKGROUND

The management of coincidental detected gallbladder polyps (GP) is still nebulous. There are few published data regarding their long-term growth. Objective of the present study was to investigate the prevalence and growth of gallbladder polyps in a survey of unselected subjects from the general population of a complete rural community.

METHODS

A total of 2,415 subjects (1,261 women; 1,154 men) underwent ultrasound examination of the gallbladder, in November 1996 as part of a prospective study. Subjects in whom GP were detected at the initial survey underwent follow-up ultrasound examinations after 30 and 84 months.

RESULTS

At the initial survey gallbladder polyps were detected in 34 subjects (1.4%; females: 1.1%, range 14 to 74 years; males: 1.7%, range 19 to 63 years). Median diameter was 5 +/- 2.1 mm (range 2 to 10 mm) at the initial survey, 5 mm +/- 2.8 mm (range 2 to 12 mm) at 30 months and 4 +/- 2.3 mm (range 2 to 9 mm) at 84 months. At the time of first follow-up no change in diameter was found in 81.0% (n = 17), reduction in diameter in 4.8% (n = 1) and increase in diameter in 14.3% (n = 3). At the time of second follow-up no increase in polyp diameter was found in 76.9% (n = 10) and reduction in diameter in 7.7% (n = 1). No evidence of malignant disease of the gallbladder was found.

CONCLUSION

Over a period of seven years little change was measured in the diameter of gallbladder polyps. There was no evidence of malignant disease of the gallbladder in any subject.