• 한국컴퓨터정보학회논문지
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• 제19권12호
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• pp.11-19
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• 2014

본 논문에서는 데이터마이닝모듈과 정보융합모듈을 핵심구성요소로 가지는 지능형에이전트 시스템을 설계하고 다각도 정보를 융합하여 진단전문가시스템으로 활용할 수 있는 가능성을 제시한다. 데이터마이닝모듈에서는 퍼지신경망 OFUN-NET에 의하여 다각도의 데이터를 분석하고 퍼지 클러스터 정보를 지식베이스로 구축한다. 정보융합모듈과 응용모듈에서는 가능성정도로 제공되는 진단결과와 불확실 결정상태나 비대칭의 발견과 같은 전문가의 진단에 유용한 정보를 제공해 주고 있다. 또한 DDSM 벤치마크 데이터베이스로부터 획득한 디지털 유방 x선 영상의 BI-RADS 기반 특징데이터를 가지고 실험한 결과는 기존의 방법보다 높은 분류 정확도를 보여주면서 컴퓨터보조진단시스템으로서의 가능성을 보여주고 있다.

• 대한영상의학회지
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• 제81권2호
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• pp.379-394
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• 2020

목적 유방암 환자의 MRI에서 발견된 추가적 병변의 악성 예측을 위한 점수체계를 설계하고자 하였다. 대상과 방법 68명 유방암 환자의 86개 MRI 발견 병변(64 양성, 22 악성)이 후향적으로 연구되었다. 스튜던트 t 검정, Fisher 정확검정, 로짓 회귀분석을 이용해 영상적 소견과 조직학적 결과의 상관관계를 분석했다. 의미 있는 악성 시사 소견을 기반으로 한 점수체계를 설계하고 그 것의 진단적 능력을 Breast Imaging-Reporting and Data System (이하 BI-RADS) category와 비교하였다. 결과 병변 크기 ≥ 8 mm (p < 0.001), 주 병소와 동일한 사분면에 위치(p = 0.005), 지연기의 고원형 조영 증강(p = 0.010), T2 등신호(p = 0.034) 혹은 저신호 강도(p = 0.024), 불규칙한 종괴 모양(p = 0.028)이 악성과 관련 있었다. 이 소견들과 의심스러운 비종괴 내부 조영 양상을 바탕으로 한 점수체계는 BI-RADS의 진단적 능력을 향상시켰고(area under the curve, 0.918 vs. 0.727), 3개의 위음성 케이스를 방지할 수 있었다. 또한, 22개의 불필요한 2차 초음파 검사(22/66, 33.3%)를 줄일 수 있었다. 결론 병변 크기, 주 병소와의 상대적 위치, 지연기의 조영 증강 양상, T2 신호강도, 종괴의 모양 및 비종괴 내부 조영 양상을 기반으로 한 점수체계는 유방암 환자의 MRI 발견 병소를 평가하는데 있어 정확도를 높여 줄 수 있다.

• 대한영상의학회지
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• 제83권4호
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• pp.876-886
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• 2022

목적 MicroPure 초음파 영상의 미세 석회 발견 성능을 평가하고, MicroPure 초음파 영상 소견을 이용하여 미세 석회의 특징을 파악하고자 하였다. 대상과 방법 유방촬영술과 B-mode 초음파에서 모두 보이며, 악성으로 의심되는 총 171개의 미세 석회를 대상으로 MicroPure 초음파 영상을 평가하였다. 미세 석회의 크기는 작거나(점상, 무정형, 미세 다형성, 미세 선형), 큰(거친 불균질) 군으로 구분하였고, 미세 석회의 범위는 좁거나(군집), 넓은(기타) 군으로 나누었다. MicroPure 초음파 영상 가시성은 B-mode와 MicroPure 초음파 영상의 미세석회 개수를 비교하여 4가지로 나누었다: B > M (B-mode에서 더 많은 병변이 보임), B = M (비슷한 개수가 보임), B < M (MicroPure에서 더 많은 병변이 보임), 음성(보이지 않음). MicroPure 초음파 영상의 가시성과 관련된 영상 소견들에 대해 다중비교를 시행하였다. 결과 171개 중 157개의 병변이 MicroPure 초음파 영상에서 확인되었다(91.8%). Breast Imaging Reporting and Data System (이하 BI-RADS) 범주 4A의 비율은 MicroPure 양성군에서 범주 4B의 비율은 MicroPure 음성군에서 유의하게 더 높았다(p = 0.035). 다른 영상 소견에는 차이가 없었다. MicroPure 양성 세부군에서 모든 특징은 유의한 차이를 보이지 않았다. 결론 MicroPure 초음파 영상은 B-mode 초음파에서 보이는 미세 석회의 91.8%를 발견하였다. MicroPure 초음파 영상 가시성은 미세 석회의 범주와 관련이 있었다.

• Asian Pacific Journal of Cancer Prevention
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• 제17권1호
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• pp.387-393
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• 2016

Background: CYP1A1 is a candidate gene for low-penetrance breast cancer susceptibility, as it plays an important role in the metabolism of carcinogens and estrogens. Purpose: The objective of this study was to assess the association between M2 (A2455G, Ile462Val) and M4 (C2453A, Thr461Asn) polymorphisms in CYP1A1 and breast cancer risk among Jordanian women and in subgroups stratified by menopausal status and smoking history. Materials and Methods: Blood samples were collected from 112 breast cancer female patients and 115 age-matched controls who underwent breast cancer screening with imaging and showed negative results (BI-RADS I or BI-RADS II). Genotyping was performed using the PCR-RFLP technique. Results: No statistically significant overall association was found between breast cancer risk and CYP1A1 M2 genotypes (p= 0.55; OR = 0.77; 95% CI= 0.32 - 1.83) nor with the M4 polymorphism (p= 0.95; OR= 0.95; 95% CI= 0.51 - 1.88). Analysis of subgroups defined by menopausal status or smoking history also revealed no association with these polymorphisms. Furthermore, the four identified haplotypes (AC; AA; GC and GA) were equally distributed among cases and controls, and haplotype analysis showed a strong linkage disequilibrium of both studied loci in either cases or controls (D'=1). Conclusions: Based on the study results, CYP1A1 M2 and M4 polymorphisms do not seem to play a major role in breast cancer risk among Jordanian females.

• Asian Pacific Journal of Cancer Prevention
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• 제15권7호
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• pp.3179-3183
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• 2014

Background: The purpose of study was to evaluate radiologic or clinical features of breast cancer undergoing ultrasound (US)-guided 14G core needle biopsy (CNB) and analyze the differences between underestimated and accurately diagnosed groups. Materials and Methods: Of 1,898 cases of US-guided 14G CNB in our institute, 233 cases were proven to be cancer by surgical pathology. The pathologic results from CNB were invasive ductal carcinoma (IDC) (n=157), ductal carcinoma in situ (DCIS) (n=40), high-risk lesions in 22 cases, and benign in 14 cases. Among high-risk lesions, 7 cases of atypical ductal hyperplasia (ADH) were reported as cancer and 11 cases of DCIS were proven IDC in surgical pathology. Some 29 DCIS cases and 157 cases of IDC were correctly diagnosed with CNB. The clinical and imaging features between underestimated and accurately diagnosed breast cancers were compared. Results: Of 233 cancer cases, underestimation occurred in 18 lesions (7.7%). Among underestimated cancers, CNB proven ADH (n=2) and DCIS (n=11) were diagnosed as IDC and CNB proven ADH (n=5) were diagnosed at DCIS finally. Among the 186 accurately diagnosed group, the CNB results were IDC (n=157) and DCIS (n=29). Comparison of underestimated and accurately diagnosed groups for BI-RADS category, margin of mass on mammography and US and orientation of lesion on US revealed statistically significant differences. Conclusions: Underestimation of US-guided 14G CNB occurred in 7.7% of breast cancers. Between underestimated and correctly diagnosed groups, BI-RADS category, margin of the mass on mammography and margin and orientation of the lesions on US were different.

• Asian Pacific Journal of Cancer Prevention
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• 제16권8호
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• pp.3229-3232
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• 2015

Background: Triple-negative breast cancer (TNBC) is known to be associated with aggressive biologic features and a poor clinical outcome. Therefore, early detection of TNBC without missed diagnosis is a requirement to improve prognosis. Preoperative ultrasound features of TNBC may potentially assist in early diagnosis as characteristics of disease. Purpose: To retrospectively evaluate the sonographic features of TNBC compared to ER (+) cancers which include HER(-) and HER2 (+), and HER2 (+) cancers which are ER (-). Materials and Methods: From June 2012 through June 2014, sonographic features of 321 surgically confirmed ER (+) cancers (n=214), HER2 (+) cancers (n=66), and TNBC (n=41) were retrospectively reviewed by two ultrasound specialists in consensus. The preoperative ultrasound and clinicopathological features were compared between the three subtypes. In addition, all cases were analyzed using morphologic criteria of the ACR BI-RADS lexicon. Results: Ultrasonographically, TNBC presented as microlobulated nodules without microcalcification (p=0.034). A lower incidence of ductal carcinoma in situ (p<0.001), invasive tumor size that is>2 cm (p=0.011) and BI-RADS category 4 (p<0.001) were significantly associated with TNBC. With regard to morphologic features of 41 TNBC cases, ultrasonographically were most likely to be masses with irregular (70.7%) microlobulated shape (48.8%), be circumscribed (17.1%) or have indistinct margins (17.1%) and parallel orientation (68.9%). Especially TNBC microlobulated mass margins were more more frequent than with ER (+) (2.0%) and HER2 (+) (4.8%) cancers. Conclusions: TNBC have specific characteristic in sonograms. Ultrasonography may be useful to avoid missed diagnosis and false-negative cases of TNBC.

• Asian Pacific Journal of Cancer Prevention
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• 제15권24호
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• pp.10739-10743
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• 2015

The present study aimed at evaluating and comparing the diagnostic performance of B-mode ultrasound (US), elastography score (ES), and strain ratio (SR) for the differentiation of breast lesions. This retrospective study enrolled 431 lesions from 417 in-hospital patients. All patients were examined with both conventional ultrasound and elastography. Two experienced radiologists reviewed ultrasound and elasticity images. The histopathologic result obtained from ultrasound-guided core biopsy or operation excisions were used as the reference standard. Pathologic examination revealed 276 malignant lesions (64%) and 155 benign lesions (36%). A cut-off point of 4.15 (area under the curve, 0.891) allowed significant differentiation of malignant and benign lesions. ROC (receiver-operating characteristic) curves showed a higher value for combination of B-mode ultrasound and elastography for the diagnosis of breast lesions. Conventional ultrasound combined elastography showed high sensitivity, specificity, and accuracy for group II lesions (10mm${\leq}20mm$). Elastography combined with conventional ultrasound show high specificity and accuracy for differentiation of benign and malignant breast lesions. Elastography is particularly important for the diagnosis of BI-RADS 4 and small breast lesions.

• Investigative Magnetic Resonance Imaging
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• 제17권3호
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• pp.224-231
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• 2013

목적 : 유방암이 진단된 환자에서 시행한 자기공명영상에서 배경 실질 조영 정도에 따른 추가적인 조직 검사율 및 악성률의 차이를 알아 보고자 하였다. 대상 및 방법 : 유방암을 진단받고 유방 자기공명영상을 촬영한 322명의 환자를 대상으로, 2명의 영상의학과 의사가 이들의 유방 자기공명영상을 분석하여 배경 실질 조영 증강 정도를 평가하였으며, 판독지를 통해 추가적인 BI-RADS 범주 4 이상의 병변 유무를 확인하였다. 추가적인 BI-RADS 범주 4 이상의 병변에 대해서는 조직검사를 시행하였고, 악성률을 구하기 위해 조직검사 결과를 확인하였다. 결과 : 총 322명의 유방암 환자의 배경 실질 조영 증강 단계별 환자수는 최소 조영 증강 47.5%, 경한 조영 증강 28.9%, 중간 조영 증강 12.4% 그리고 현저한 조영 증강 11.2%였다. 이 중 70예에서 추가적으로 악성이 의심되는 조영 증강 병변이 발견되었고, 4예를 제외한 66예에서 조직 검사가 시행되었다. 배경 실질 조영 증강이 적은 경우 (최소/경한 조영 증강)와 많은 경우 (중간/현저한 조영 증강) 에 따른 조직 검사율은 각각 19.9%, 22.3%이었고, 악성률은 각각 6.5%, 5.2%이었으나, p-value가 각각 0.77, 0.88로 통계적으로 유의한 차이를 보이지 않았다. 결론 : 유방암이 진단된 환자에서 시행한 자기공명영상에서 배경 실질 조영 정도와 조직 검사율 및 악성률 사이에는 차이가 없었다.

• Investigative Magnetic Resonance Imaging
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• 제21권4호
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• pp.269-272
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• 2017

Periductal stromal sarcoma (PSS) is a type of rare malignant fibroepithelial tumor. PSS is a recently introduced diagnostic entity and there are few reports about radiological features of this tumor. Pre-operative diagnosis is difficult because it reveals similar symptoms with other benign and malignant tumors with absence of specific radiologic findings. We present a woman age 30 that underwent mammotome biopsy for a BI-RADS 4 lesion on her left breast and received histopathology diagnosis of a phyllodes tumor. Additionally, she underwent a wide excision depending on her histopathology diagnosis. Her final diagnosis was PSS. Six months later, no recurrence was detected. However, frequent follow-up is needed because PSS can develop into phyllodes tumor or entity of breast cancer.

• Korean Journal of Radiology
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• 제25권1호
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• pp.11-23
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• 2024

Objective: To investigate whether reader training improves the performance and agreement of radiologists in interpreting unenhanced breast magnetic resonance imaging (MRI) scans using diffusion-weighted imaging (DWI). Materials and Methods: A study of 96 breasts (35 cancers, 24 benign, and 37 negative) in 48 asymptomatic women was performed between June 2019 and October 2020. High-resolution DWI with b-values of 0, 800, and 1200 sec/mm² was performed using a 3.0-T system. Sixteen breast radiologists independently reviewed the DWI, apparent diffusion coefficient maps, and T1-weighted MRI scans and recorded the Breast Imaging Reporting and Data System (BI-RADS) category for each breast. After a 2-h training session and a 5-month washout period, they re-evaluated the BI-RADS categories. A BI-RADS category of 4 (lesions with at least two suspicious criteria) or 5 (more than two suspicious criteria) was considered positive. The per-breast diagnostic performance of each reader was compared between the first and second reviews. Inter-reader agreement was evaluated using a multi-rater κ analysis and intraclass correlation coefficient (ICC). Results: Before training, the mean sensitivity, specificity, and accuracy of the 16 readers were 70.7% (95% confidence interval [CI]: 59.4-79.9), 90.8% (95% CI: 85.6-94.2), and 83.5% (95% CI: 78.6-87.4), respectively. After training, significant improvements in specificity (95.2%; 95% CI: 90.8-97.5; P = 0.001) and accuracy (85.9%; 95% CI: 80.9-89.8; P = 0.01) were observed, but no difference in sensitivity (69.8%; 95% CI: 58.1-79.4; P = 0.58) was observed. Regarding inter-reader agreement, the κ values were 0.57 (95% CI: 0.52-0.63) before training and 0.68 (95% CI: 0.62-0.74) after training, with a difference of 0.11 (95% CI: 0.02-0.18; P = 0.01). The ICC was 0.73 (95% CI: 0.69-0.74) before training and 0.79 (95% CI: 0.76-0.80) after training (P = 0.002). Conclusion: Brief reader training improved the performance and agreement of interpretations by breast radiologists using unenhanced MRI with DWI.