1.Artificial intelligence system of faster region-based convolutional neural network surpassing senior radiologists in evaluation of metastatic lymph nodes of rectal cancer.
Lei DING ; Guang-Wei LIU ; Bao-Chun ZHAO ; Yun-Peng ZHOU ; Shuai LI ; Zheng-Dong ZHANG ; Yu-Ting GUO ; Ai-Qin LI ; Yun LU ; Hong-Wei YAO ; Wei-Tang YUAN ; Gui-Ying WANG ; Dian-Liang ZHANG ; Lei WANG
Chinese Medical Journal 2019;132(4):379-387
BACKGROUND:
An artificial intelligence system of Faster Region-based Convolutional Neural Network (Faster R-CNN) is newly developed for the diagnosis of metastatic lymph node (LN) in rectal cancer patients. The primary objective of this study was to comprehensively verify its accuracy in clinical use.
METHODS:
Four hundred fourteen patients with rectal cancer discharged between January 2013 and March 2015 were collected from 6 clinical centers, and the magnetic resonance imaging data for pelvic metastatic LNs of each patient was identified by Faster R-CNN. Faster R-CNN based diagnoses were compared with radiologist based diagnoses and pathologist based diagnoses for methodological verification, using correlation analyses and consistency check. For clinical verification, the patients were retrospectively followed up by telephone for 36 months, with post-operative recurrence of rectal cancer as a clinical outcome; recurrence-free survivals of the patients were compared among different diagnostic groups, by methods of Kaplan-Meier and Cox hazards regression model.
RESULTS:
Significant correlations were observed between any 2 factors among the numbers of metastatic LNs separately diagnosed by radiologists, Faster R-CNN and pathologists, as evidenced by rradiologist-Faster R-CNN of 0.912, rPathologist-radiologist of 0.134, and rPathologist-Faster R-CNN of 0.448 respectively. The value of kappa coefficient in N staging between Faster R-CNN and pathologists was 0.573, and this value between radiologists and pathologists was 0.473. The 3 groups of Faster R-CNN, radiologists and pathologists showed no significant differences in the recurrence-free survival time for stage N0 and N1 patients, but significant differences were found for stage N2 patients.
CONCLUSION:
Faster R-CNN surpasses radiologists in the evaluation of pelvic metastatic LNs of rectal cancer, but is not on par with pathologists.
TRIAL REGISTRATION
www.chictr.org.cn (No. ChiCTR-DDD-17013842).
Adult
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Aged
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Aged, 80 and over
;
Artificial Intelligence
;
Female
;
Humans
;
Lymphatic Metastasis
;
Male
;
Middle Aged
;
Neoplasm Recurrence, Local
;
Neoplasm Staging
;
Neural Networks (Computer)
;
Pathologists
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Radiologists
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Rectal Neoplasms
;
diagnostic imaging
;
mortality
;
pathology
2.Hypofractionated Re-irradiation after Maximal Surgical Resection for Recurrent Glioblastoma: Therapeutic Adequacy and Its Prognosticators of Survival.
Jeongshim LEE ; Sung Soo AHN ; Jong Hee CHANG ; Chang Ok SUH
Yonsei Medical Journal 2018;59(2):194-201
PURPOSE: To evaluate the adequacy of retreatment, including hypofractionated re-irradiation (HFReRT), after surgery for recurrent glioblastoma (GBM) and related prognosticators of outcomes. MATERIALS AND METHODS: From 2011 to 2014, 25 consecutive patients with recurrent (n=17) or secondary (n=7) disease underwent maximal surgery and subsequent HFReRT after meeting the following conditions: 1) confirmation of recurrent or secondary GBM after salvage surgery; 2) Karnofsky performance score (KPS) ≥60; and 3) interval of ≥12 months between initial radiotherapy and HFReRT. HFReRT was delivered using a simultaneous integrated boost technique, with total dose of 45 Gy in 15 fractions to the gross tumor volume (GTV) and 37.5 Gy in 15 fractions to the clinical target volume. RESULTS: During a median follow-up of 13 months, the median progression-free and overall survival (OS) were 13 and 16 months, respectively. A better KPS (p=0.026), no involvement of the eloquent area at recurrence (p=0.030), and a smaller GTV (p=0.005) were associated with better OS. Additionally, OS differed significantly between risk groups stratified by the National Institutes of Health Recurrent GBM Scale (low-risk vs. high-risk, p=0.025). Radiologically suspected radiation necrosis (RN) was observed in 16 patients (64%) at a median of 9 months after HFReRT, and 8 patients developed grade 3 RN requiring hospitalization. CONCLUSION: HFReRT after maximal surgery prolonged survival in selected patients with recurrent GBM, especially those with small-sized recurrences in non-eloquent areas and good performance.
Adult
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Brain Neoplasms/mortality/pathology/*therapy
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Dose Hypofractionation
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Female
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Glioblastoma/mortality/pathology/*therapy
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Humans
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Karnofsky Performance Status
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Male
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Middle Aged
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Neoplasm Recurrence, Local/mortality/pathology/*therapy
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Prognosis
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*Radiosurgery
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Re-Irradiation/*methods
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Salvage Therapy/methods
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Survival Rate
;
Treatment Outcome
3.Clinical Features and Prognostic Risk Factors of Choroid Plexus Tumors in Children.
Wen-Jian-Long ZHOU ; Xi WANG ; Jia-Yi PENG ; Shun-Chang MA ; Dai-Nan ZHANG ; Xiu-Dong GUAN ; Jin-Fu DIAO ; Jian-Xing NIU ; Chun-De LI ; Wang JIA
Chinese Medical Journal 2018;131(24):2938-2946
Background:
Decision-making concerning the treatment of choroid plexus tumor (CPT) in pediatric patients remains a topic of considerable debate. The aim of this work was to describe clinical features and prognostic risk factors of CPT in the pediatric population and to provide theoretical opinions regarding clinical decisions for CPT.
Methods:
The data of 96 patients with CPT and younger than 14 years were retrospectively analyzed. Clinical characteristics such as pathological type of CPTs, rate and severity of hydrocephalus, treatment and outcome, and recurrence were investigated. For categorical variables, the Pearson's Chi-square test was performed. The Mann-Whitney U-test was used for comparisons between nonnormally distributed parameters. Log-rank test was used for progression-free survival (PFS).
Results:
The study included 70 choroid plexus papilloma (CPP) cases, 17 atypical choroid plexus papilloma (aCPP) cases, and 9 choroid plexus carcinoma (CPC) cases. Compared with patients with CPP or aCPP, patients with CPC had a shorter disease course (median: CPP, 4 months; aCPP, 2 months; CPC, 1 month; H: 23.5, P < 0.001), higher rate of acute hydrocephalus (CPP, 27.1%; aCPP, 52.9%; CPC, 77.8%; χ = 10.9, P < 0.05), and lower incidence of cure rate (CPP, 85.7%; aCPP, 70.5%; CPC, 33.3%; χ = 13.5, P < 0.05). The severity of hydrocephalus with tumor in the lateral or third ventricle was significantly higher than that with tumors in the fourth ventricle (severe hydrocephalus: lateral ventricle, 51.7%; third ventricle, 47.0%; fourth ventricle, 11.1%; χ = 26.0, P < 0.001). Patients with gross total surgical resection had no better PFS than those with partial resection because of the use of adjuvant therapy in the latter (χ = 4.0, P > 0.05). Patients with CPC experienced shorter time for recurrence than those with CPP or aCPP (χ = 40.1, P < 0.0001).
Conclusions
Our results indicated that CPP in the fourth ventricle could trigger serious clinical symptoms at an early stage, requiring early intervention. Adjuvant treatment might be necessary for patients with partially resected CPP, aCPP, and CPC to achieve a favorable outcome.
Child
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Child, Preschool
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Choroid Plexus Neoplasms
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mortality
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pathology
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surgery
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Female
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Humans
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Hydrocephalus
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etiology
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Infant
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Male
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Neoplasm Metastasis
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Neoplasm Recurrence, Local
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Prognosis
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Risk Factors
4.Effects of Surgical Methods and Tumor Location on Survival and Recurrence Patterns after Curative Resection in Patients with T2 Gallbladder Cancer.
Woohyun JUNG ; Jin Young JANG ; Mee Joo KANG ; Ye Rim CHANG ; Yong Chan SHIN ; Jihoon CHANG ; Sun Whe KIM
Gut and Liver 2016;10(1):140-146
BACKGROUND/AIMS: Extended cholecystectomy is generally recommended for patients with T2 gallbladder cancer. However, few studies have assessed the extent of resection relative to T2 gallbladder tumor location. This study analyzed the effects of surgical methods and tumor location on survival outcomes and tumor recurrence in patients with T2 gallbladder cancer. METHODS: Clinicopathological characteristics, extent of resection, survival rates, and recurrence patterns were retrospectively analyzed in 88 patients with pathologically confirmed T2 gallbladder cancer. RESULTS: The 5-year disease-free survival rate was 65.0%. Multivariate analysis showed that lymph node metastasis was the only independent risk factor for poor 5-year disease-free survival rate. Survival outcomes were not associated with tumor location. Survival tended to be better in patients who underwent extended cholecystectomy than in those who underwent simple cholecystectomy. Recurrence rate was not affected by surgical method or tumor location. Systemic recurrence was more frequent than local recurrence without distant recurrence. Gallbladder bed recurrence and liver recurrence were relatively rare, occurring only in patients with liver side tumors. CONCLUSIONS: Extended cholecystectomy is the most appropriate treatment for T2 gallbladder cancer. However, simple cholecystectomy with regional lymph node dissection may be appropriate for patients with serosal side tumors.
Adult
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Aged
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Aged, 80 and over
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Cholecystectomy/*methods/mortality
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Disease-Free Survival
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Female
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Gallbladder/pathology
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*Gallbladder Neoplasms/mortality/pathology/surgery
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Humans
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Lymph Node Excision
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Lymphatic Metastasis
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Male
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Middle Aged
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Neoplasm Recurrence, Local/*etiology/pathology
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Neoplasm Staging
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Retrospective Studies
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Risk Factors
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Survival Rate
;
Treatment Outcome
5.Prognostic Factors for Recurrence and Progression in Korean Non-Muscle-Invasive Bladder Cancer Patients: A Retrospective, Multi-Institutional Study.
Hyung Suk KIM ; Ja Hyeon KU ; Se Joong KIM ; Sung Joon HONG ; Sung Hoo HONG ; Hong Sup KIM ; Tae Gyun KWON ; Jin Seon CHO ; Seong Soo JEON ; Kwan Joong JOO ; Han Jong AHN ; Hong Seok PARK ; Do Hwan SEONG ; Dong Deuk KWON ; Hyung Jin KIM ; Jae Sung LIM ; Hyung Lae LEE
Yonsei Medical Journal 2016;57(4):855-864
PURPOSE: To identify the prognostic factors related to tumor recurrence and progression in Korean patients with non-muscle-invasive bladder cancer (NMIBC). MATERIALS AND METHODS: Data were collected and analyzed for 2412 NMIBC patients from 15 centers who were initially diagnosed after transurethral resection of bladder tumor (TURBT) from January 2006 to December 2010. Using univariable and multivariable Cox proportional hazards models, the prognostic value of each variable was evaluated for the time to first recurrence and progression. RESULTS: With a median follow-up duration of 37 months, 866 patients (35.9%) experienced recurrence, and 137 (5.7%) experienced progression. Patients with recurrence had a median time to the first recurrence of 10 months. Multivariable analysis conducted in all patients revealed that preoperative positive urine cytology (PUC) was independently associated with worse recurrence-free survival [RFS; hazard ratio (HR) 1.56; p<0.001], and progression-free survival (PFS; HR 1.56; p=0.037). In particular, on multivariable analysis conducted for the high-risk group (T1 tumor/high-grade Ta tumor/carcinoma in situ), preoperative PUC was an independent predictor of worse RFS (HR 1.73; p<0.001) and PFS (HR 1.96; p=0.006). On multivariable analysis in patients with T1 high-grade (T1HG) cancer (n=684), better RFS (HR 0.75; p=0.033) and PFS (HR 0.33; p<0.001) were observed in association with the administration of intravesical Bacillus Calmette-Guérin (BCG) induction therapy. CONCLUSION: A preoperative PUC result may adversely affect RFS and PFS, particularly in high-risk NMIBC patients. Of particular note, intravesical BCG induction therapy should be administered as an adjunct to TURBT in order to improve RFS and PFS in patients with T1HG cancer.
Aged
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Carcinoma in Situ/*mortality/*pathology/therapy
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Disease Progression
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Disease-Free Survival
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Female
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Humans
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Male
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Middle Aged
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Neoplasm Recurrence, Local/*mortality/*pathology
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Prognosis
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Proportional Hazards Models
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Republic of Korea
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Retrospective Studies
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Risk
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Urinary Bladder Neoplasms/*mortality/*pathology/therapy
6.Carcinoma of the cervix in elderly patients treated with radiotherapy: patterns of care and treatment outcomes.
Ming Yin LIN ; Srinivas KONDALSAMY-CHENNAKESAVAN ; David BERNSHAW ; Pearly KHAW ; Kailash NARAYAN
Journal of Gynecologic Oncology 2016;27(6):e59-
OBJECTIVE: The aim of this analysis was to examine the management of cervix cancer in elderly patients referred for radiotherapy and the results of treatment in terms of overall survival (OS), relapse-free survival (RFS), and treatment-related toxicities. METHODS: Patients were eligible if they were aged ≥75 years, newly diagnosed with cervix cancer and referred for radiotherapy as part of their treatment. Patient details were retrieved from the gynaecology service database where clinical, histopathological treatment and follow-up data were prospectively collected. RESULTS: From 1998 to 2010, 126 patients aged ≥75 years, met selection criteria. Median age was 81.5 years. Eighty-one patients had definitive radiotherapy, 10 received adjuvant radiotherapy and 35 had palliative radiotherapy. Seventy-one percent of patients had the International Federation of Gynecology and Obstetrics stage 1b–2b disease. Median follow-up was 37 months. OS and RFS at 3 years among those treated with curative intent were 66.6% and 75.9% respectively with majority of patients dying without any evidence of cervix cancer. Grade 2 or more late toxicities were: bladder 5%, bowel 11%, and vagina 27%. Eastern Cooperative Oncology Group (ECOG) status was a significant predictor of OS and RFS with each unit increment in ECOG score increased the risk of death by 1.69 times (p<0.001). CONCLUSION: Following appropriate patient selection, elderly patients treated curatively with radiotherapy for cervix cancer have good disease control. Palliative hypofractionated regimens are well tolerated in patients unsuitable for radical treatment.
Aged
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Aged, 80 and over
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Brachytherapy
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Female
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Humans
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Lymphatic Metastasis
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Neoplasm Recurrence, Local/prevention & control
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Neoplasm Staging
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Palliative Care
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Radiotherapy, Adjuvant/adverse effects
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Survival Rate
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*Treatment Outcome
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Uterine Cervical Neoplasms/mortality/pathology/*radiotherapy
7.Expression of SRD5A1 and its prognostic role in prostate cancer: Analysis based on the data-mining of ONCOMINE.
Bin XU ; Ning LIU ; Shu-Qiu CHEN ; Hua JIANG ; Li-Jie ZHANG ; Xiao-Wen ZHANG ; Yu YANG ; Guo-Zhu SHA ; Jing LIU ; Wei-Dong ZHU ; Ming CHEN
National Journal of Andrology 2016;22(9):771-776
ObjectiveTo explore the expression of I-5α-reductase (SRD5A1)and its prognostic role in prostate cancer .
METHODSData about SRD5A1 were retrieved from the ONCOMINE database and the role of SRD5A1 in prostate cancer was analyzed.
RESULTSTotally, 992 studies of different types relevant to the expression of SRD5A1 were identified in the ONCOMINE database. The SRD5A1 expression was statistically significant in 239 of the studies, overexpressed in 157 (11 in prostate cancer) and underexpressed in the other 82 (3 in prostate cancer). Eighteen of the studies, with 1 068 samples, addressed the expression of SRD5A1 in prostate cancer and normal tissues, which was significantly higher in the former than in the latter tissue (P<0.05). In 3 of the studies, the SRD5A1 expression was high in primary prostate cancer and increased with its metastasis (P<0.0 5). Two of the studies with prognostic data showed a higher rate of postoperative biochemical recurrence and a higher total mortality rate in the patients with a high than in those with a low expression of SRD5A1 (P<0.05).
CONCLUSIONSSRD5A1 is highly expressed in prostate cancer, especially in metastatic and castration-resistant prostate cancer and its expression is associated with the prognosis of prostate cancer, which may be an important target of medication for prostate cancer.
3-Oxo-5-alpha-Steroid 4-Dehydrogenase ; metabolism ; Data Mining ; Humans ; Male ; Neoplasm Recurrence, Local ; Prognosis ; Prostatic Neoplasms ; enzymology ; mortality ; pathology ; surgery ; Prostatic Neoplasms, Castration-Resistant ; enzymology
8.Clinical outcomes of stage I endometrial carcinoma patients treated with surgery alone: Siriraj Hospital experiences.
Suwanit THERASAKVICHYA ; Sompop KULJARUSNONT ; Janjira PETSUKSIRI ; Pattama CHAOPOTONG ; Vuthinun ACHARIYAPOTA ; Pisutt SRICHAIKUL ; Atthapon JAISHUEN
Journal of Gynecologic Oncology 2016;27(5):e48-
OBJECTIVE: To evaluate the recurrence rates and patterns of failure in patients with stage I endometrial carcinoma after surgical staging without adjuvant therapy. METHODS: Medical records of 229 patients with stage I endometrial carcinoma, treated with surgery alone between 2002 and 2010 at Siriraj Hospital were retrospectively reviewed. The primary objective of this study was recurrence rates. The secondary objectives were patterns of failure, disease-free survival, overall survival, and prognostic factors related to outcomes. RESULTS: During median follow-up time of 53.3 months, 11 recurrences (4.8%) occurred with a median time to recurrence of 21.2 months (range, 7.7 to 77.8 months). Vaginal recurrence was the most common pattern of failure (8/11 patients, 72.7%). Other recurrences were pelvic, abdominal and multiple metastases. Factors that appeared to be prognostic factors on univariate analyses were age and having high intermediate risk (HIR) (Gynecologic Oncology Group [GOG] 99 criteria), none of which showed significance in multivariate analysis. The recurrence rates were higher in the patients with HIR criteria (22.2% vs. 4.1%, p=0.013) or patients with stage IB, grade 2 endometrioid carcinoma (9.4% vs. 4.3%, p=0.199). Five-year disease-free survival and 5-year overall survival were 93.9% (95% CI, 89.9 to 5.86) and 99.5% (95% CI, 97.0 to 99.9), respectively. CONCLUSION: The patients with low risk stage I endometrial carcinoma had excellent outcomes with surgery alone. Our study showed that no single factor was demonstrated to be an independent predictor for recurrence.
Adult
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Aged
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Aged, 80 and over
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Endometrial Neoplasms/mortality/pathology/*surgery
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Female
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Humans
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Middle Aged
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Neoplasm Recurrence, Local/epidemiology
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Neoplasm Staging
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Treatment Outcome
9.Combination transarterial chemoembolization and radiofrequency ablation therapy for early hepatocellular carcinoma.
Myeong Jun SONG ; Si Hyun BAE ; June Sung LEE ; Sung Won LEE ; Do Seon SONG ; Chan Ran YOU ; Jong Young CHOI ; Seung Kew YOON
The Korean Journal of Internal Medicine 2016;31(2):242-252
BACKGROUND/AIMS: We compared the recurrence of hepatocellular carcinoma (HCC) and the survival of patients who received radiofrequency ablation (RFA) after transarterial chemoembolization (TACE) with patients treated with TACE or RFA alone. METHODS: This study included 201 patients with HCC, who were consecutively enrolled at Seoul St. Mary's Hospital between December 2004 and February 2010. Inclusion criteria were a single HCC < or = 5.0 cm or up to three HCCs < or = 3.0 cm. We used a propensity score model to compare HCC patients (n = 87) who received RFA after TACE (TACE + RFA) with those who received TACE (n = 71) or RFA alone (n = 43). RESULTS: The median follow-up period was 33.3 months (range, 6.8 to 80.9). The TACE + RFA group showed significantly lower local recurrence than the RFA or TACE groups (hazard ratio [HR], 0.309; 95% confidence interval [CI], 0.130 to 0.736; p = 0.008; and HR, 0.352; 95% CI, 0.158 to 0.787; p = 0.011, respectively). The overall survival was significantly better in the TACE + RFA group compared to the RFA group (HR, 0.422; 95% CI, 0.185 to 0.964; p = 0.041). However, the survival benefit was not different between the TACE + RFA and TACE groups (p = 0.124). Subgroup analysis showed that among patients with a tumor size < 3 cm, the TACE + RFA group had significantly better long-term survival than those in the TACE or RFA groups (p = 0.017, p = 0.004, respectively). CONCLUSIONS: TACE + RFA combination treatment showed favorable local recurrence and better overall survival rates in early-stage HCC patients. Patients with tumors < 3 cm are likely to benefit more from TACE + RFA combination treatment. Additional studies are needed for the selection of suitable HCC patients for TACE + RFA treatment.
Adult
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Aged
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Aged, 80 and over
;
Carcinoma, Hepatocellular/mortality/pathology/*therapy
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*Catheter Ablation/adverse effects/mortality
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*Chemoembolization, Therapeutic/adverse effects/mortality
;
Chemotherapy, Adjuvant
;
Disease-Free Survival
;
Female
;
Humans
;
Kaplan-Meier Estimate
;
Liver Neoplasms/mortality/pathology/*therapy
;
Male
;
Middle Aged
;
*Neoadjuvant Therapy/adverse effects/mortality
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Neoplasm Recurrence, Local
;
Neoplasm Staging
;
Patient Selection
;
Proportional Hazards Models
;
Republic of Korea
;
Retrospective Studies
;
Risk Factors
;
Time Factors
;
Treatment Outcome
;
Tumor Burden
;
Young Adult
10.Peri-Transplant Change in AFP Level: a Useful Predictor of Hepatocellular Carcinoma Recurrence Following Liver Transplantation.
Tae YOO ; Kwang Woong LEE ; Nam Joon YI ; Young Rok CHOI ; Hyeyoung KIM ; Suk Won SUH ; Jae Hong JEONG ; Jeong Moo LEE ; Kyung Suk SUH
Journal of Korean Medical Science 2016;31(7):1049-1054
Pretransplant alpha-fetoprotein (AFP) is a useful tumor marker predicting recurrence of hepatocellular carcinoma (HCC). Little is known, however, about the relationship between changes in AFP concentration and prognosis. This study investigated the clinical significance of change in peri-transplant AFP level as a predictor of HCC recurrence. Data from 125 HCC patients with elevated pretransplant AFP level who underwent liver transplantation (LT) between February 2000 and December 2010 were retrospectively reviewed. Patients with AFP normalization within 1 month after LT were classified into the rapid normalization group (n = 97), with all other patients classified into the non-rapid normalization group (n = 28). Tumor recurrence was observed in 17 of the 97 patients (17.5%) with rapid normalization; of these, 11 patients had high AFP levels and six had normal levels at recurrence. In contrast, tumor recurrence was observed in 24 of the 28 patients (85.7%) without rapid normalization, with all 24 having high AFP levels at recurrence. Multivariate analysis showed that non-rapid normalization (harzard ratio [HR], 4.41, P < 0.001), sex (HR, 3.26, P = 0.03), tumor size (HR, 1.15, P = 0.001), and microvascular invasion (HR, 2.65, P = 0.005) were independent risk factors for recurrence. In conclusion, rapid normalization of post-LT AFP level at 1 month is a useful clinical marker for HCC recurrence. Therefore, an adjuvant strategy and/or intensive screening are needed for patients who do not show rapid normalization.
Adult
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Aged
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Aged, 80 and over
;
Biomarkers, Tumor/analysis
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Carcinoma, Hepatocellular/blood/mortality/*pathology/therapy
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Female
;
Humans
;
Kaplan-Meier Estimate
;
Liver Neoplasms/blood/mortality/*pathology/therapy
;
*Liver Transplantation
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Male
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Middle Aged
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Multivariate Analysis
;
Neoplasm Recurrence, Local
;
Proportional Hazards Models
;
Retrospective Studies
;
Risk Factors
;
Severity of Illness Index
;
alpha-Fetoproteins/analysis

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