Data mining with decision trees for diagnosis of breast tumor in medical ultrasonic images.

Abstract:

:To increase the ability of ultrasonographic (US) technology for the differential diagnosis of solid breast tumors, we describe a novel computer-aided diagnosis (CADx) system using data mining with decision tree for classification of breast tumor to increase the levels of diagnostic confidence and to provide the immediate second opinion for physicians. Cooperating with the texture information extracted from the region of interest (ROI) image, a decision tree model generated from the training data in a top-down, general-to-specific direction with 24 co-variance texture features is used to classify the tumors as benign or malignant. In the experiments, accuracy rates for a experienced physician and the proposed CADx are 86.67% (78/90) and 95.50% (86/90), respectively.

authors

Kuo WJ,Chang RF,Chen DR,Lee CC

doi

10.1023/a:1010676701382

subject

Has Abstract

pub_date

2001-03-01 00:00:00

pages

51-7

issue

1

eissn

0167-6806

issn

1573-7217

journal_volume

66

pub_type

杂志文章
  • The impact of having relatives affected with breast cancer on psychological distress in women at increased risk for hereditary breast cancer.

    abstract:PURPOSE:Being at hereditary risk of breast cancer (BC) may lead to elevated levels of distress because of the impact of the BC-process in relatives. OBJECTIVE:Determine the association between psychological distress and BC in relatives. We studied: kind of kinship with the affected relative(s), degree of involvement w...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-004-2623-y

    authors: van Dooren S,Seynaeve C,Rijnsburger AJ,Duivenvoorden HJ,Essink-Bot ML,Bartels CC,Klijn JG,de Koning HJ,Tibben A

    更新日期:2005-01-01 00:00:00

  • Cell-mediated immunity to tumor-associated antigens is a better predictor of survival in early stage breast cancer than stage, grade or lymph node status.

    abstract::Cell-mediated immune (CMI) responses to tumor-associated antigens (TAA) in the early postoperative period were examined for correlations with disease recurrence and survival in a 13-year-prospective study of 77 stage 1 and 2 breast cancer patients treated with modified radical or radical mastectomy alone. Among the 21...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1023/a:1006405504158

    authors: Mccoy JL,Rucker R,Petros JA

    更新日期:2000-04-01 00:00:00

  • Double reading of diffusion-weighted magnetic resonance imaging for breast cancer detection.

    abstract:PURPOSE:To estimate the performance of diffusion-weighted imaging (DWI) for breast cancer detection. METHODS:Consecutive breast magnetic resonance imaging examinations performed from January to September 2016 were retrospectively evaluated. Examinations performed before/after neoadjuvant therapy, lacking DWI sequences...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-019-05519-y

    authors: Rotili A,Trimboli RM,Penco S,Pesapane F,Tantrige P,Cassano E,Sardanelli F

    更新日期:2020-02-01 00:00:00

  • Postoperative complications and survival of elderly breast cancer patients: a FOCUS study analysis.

    abstract::Old age is associated with comorbidity and decreased functioning which influences treatment decisions in elderly breast cancer patients. The purpose of this study was to identify risk factors for complications after breast cancer surgery in elderly patients, and to assess mortality in patients with postoperative compl...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-013-2462-9

    authors: de Glas NA,Kiderlen M,Bastiaannet E,de Craen AJ,van de Water W,van de Velde CJ,Liefers GJ

    更新日期:2013-04-01 00:00:00

  • Prognostic significance of c-erb-B2 amplification in fine-needle biopsies of breast cancer patients not operated at diagnosis.

    abstract::Prognostication of breast cancer patients, not operated at diagnosis, poses a clinically difficult problem. To use gene amplification we examined cytological samples and determined c-erb-B2 gene copy number with semi-quantitative PCR. Control experiments showed the same gene-copy number in aliquots that were either ai...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/BF01806188

    authors: Lönn U,Lönn S,Nilsson B,Stenkvist B

    更新日期:1996-01-01 00:00:00

  • Prevalence of BRCA1 and BRCA2 mutations in breast cancer patients from Brazil.

    abstract::The contribution of BRCA1 and BRCA2 to breast cancer incidence in Brazil has not yet been explored. In order to estimate the proportion of breast cancers due to BRCA1 and BRCA2 mutations in Brazil, we conducted a study of unselected breast cancer patients from Rio de Janeiro, Brazil. We enrolled 402 women with breast ...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-006-9378-6

    authors: Gomes MC,Costa MM,Borojevic R,Monteiro AN,Vieira R,Koifman S,Koifman RJ,Li S,Royer R,Zhang S,Narod SA

    更新日期:2007-07-01 00:00:00

  • Hormones and hormone receptors in the etiology of breast cancer.

    abstract::Many epidemiologic features of breast cancer suggest that endogenous hormones are of importance in the genesis of this disease. Endocrinologic studies based on total levels of various hormones in serum and urine have provided etiologic clues, but have failed to yield a clear understanding of the hormonal aberrations t...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:

    authors: Thomas DB

    更新日期:1986-01-01 00:00:00

  • Notch2 activation is protective against anticancer effects of zerumbone in human breast cancer cells.

    abstract::We showed previously that zerumbone (ZER), a sesquiterpene isolated from subtropical ginger, inhibited in vitro (MCF-7 and MDA-MB-231cells) and in vivo (MDA-MB-231 cells) growth of human breast cancer cells in association with apoptosis induction. Here, we investigated the role of Notch receptors in anticancer effects...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-014-3059-7

    authors: Sehrawat A,Sakao K,Singh SV

    更新日期:2014-08-01 00:00:00

  • Body mass index, age at breast cancer diagnosis, and breast cancer subtype: a cross-sectional study.

    abstract:PURPOSE:Evidence suggests that premenopausal obesity decreases and postmenopausal obesity increases breast cancer risk. Because it is not well known whether this is subtype dependent, we studied the association between body mass index (BMI) and age at breast cancer diagnosis, or the probability of being diagnosed with ...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-017-4579-8

    authors: Brouckaert O,Van Asten K,Laenen A,Soubry A,Smeets A,Nevelstreen I,Vergote I,Wildiers H,Paridaens R,Van Limbergen E,Weltens C,Moerman P,Floris G,Neven P,Multidisciplinary breast centre Leuven.

    更新日期:2018-02-01 00:00:00

  • Lactandrate: a D-homo-aza-androsterone alkylator in the treatment of breast cancer.

    abstract::The sensitivity of breast neoplasms to hormonal control provides the basis of novel investigational treatments with steroidal alkylators. An androsterone D-lactam steroidal ester, the 3beta-hydroxy-13alpha-amino-13,17-seco- 5alpha-androstan-17-oic-13,17-lactam, p-bis(2-chloroethyl)amino phenyl acetate (lactandrate) wa...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-005-9083-x

    authors: Trafalis DT,Geromichalos GD,Koukoulitsa C,Papageorgiou A,Karamanakos P,Camoutsis C

    更新日期:2006-05-01 00:00:00

  • Health disparities in breast cancer: biology meets socioeconomic status.

    abstract::Breast cancer is the most common cancer in women worldwide, accounting for just over 1 million new cases annually. Population-based statistics show that globally, when compared to whites, women of African ancestry (AA) tend to have more aggressive breast cancers that present more frequently as estrogen receptor negati...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章,评审

    doi:10.1007/s10549-010-0827-x

    authors: Dunn BK,Agurs-Collins T,Browne D,Lubet R,Johnson KA

    更新日期:2010-06-01 00:00:00

  • Receipt of locoregional therapy among young women with breast cancer.

    abstract::Although younger women with breast cancer have the most to gain from receipt of optimal care, few data are available regarding their receipt of locoregional breast cancer treatments. We identified 317,596 women aged 18-64 who were diagnosed with invasive breast cancer at hospitals reporting to the National Cancer Data...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-012-2156-8

    authors: Freedman RA,Virgo KS,Labadie J,He Y,Partridge AH,Keating NL

    更新日期:2012-10-01 00:00:00

  • Preliminary results of centralized HER2 testing in ductal carcinoma in situ (DCIS): NSABP B-43.

    abstract::NSABP B-43 is the first prospective, randomized phase III multi-institution clinical trial targeting high-risk, HER2-positive DCIS. It compares whole breast irradiation alone with WBI given concurrently with trastuzumab in women with HER2-positive DCIS treated by lumpectomy. The primary aim is to determine if trastuzu...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章,多中心研究,随机对照试验

    doi:10.1007/s10549-013-2755-z

    authors: Siziopikou KP,Anderson SJ,Cobleigh MA,Julian TB,Arthur DW,Zheng P,Mamounas EP,Pajon ER,Behrens RJ,Eakle JF,Leasure NC,Atkins JN,Polikoff JA,Seay TE,McCaskill-Stevens WJ,Rabinovitch R,Costantino JP,Wolmark N

    更新日期:2013-11-01 00:00:00

  • Paclitaxel sensitivity of breast cancer cells requires efficient mitotic arrest and disruption of Bcl-xL/Bak interaction.

    abstract::Taxanes are being used for the treatment of breast cancer. However, cancer cells frequently develop resistance to these drugs with the subsequent recurrence of the tumor. MDA-MB-231 and T-47D breast cancer cell lines were used to assess the effect of paclitaxel treatment on apoptosis and cell cycle, the possible mecha...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-011-1864-9

    authors: Flores ML,Castilla C,Ávila R,Ruiz-Borrego M,Sáez C,Japón MA

    更新日期:2012-06-01 00:00:00

  • Digital image analysis of Ki67 proliferation index in breast cancer using virtual dual staining on whole tissue sections: clinical validation and inter-platform agreement.

    abstract:PURPOSE:The Ki67 proliferation index is a prognostic and predictive marker in breast cancer. Manual scoring is prone to inter- and intra-observer variability. The aims of this study were to clinically validate digital image analysis (DIA) of Ki67 using virtual dual staining (VDS) on whole tissue sections and to assess ...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-018-4669-2

    authors: Koopman T,Buikema HJ,Hollema H,de Bock GH,van der Vegt B

    更新日期:2018-05-01 00:00:00

  • Skin/nail infections with the addition of pertuzumab to trastuzumab-based chemotherapy.

    abstract::We report a series of breast cancer patients with invasive skin and nail infections with Staphylococcus species that we attribute to the addition of pertuzumab to trastuzumab-based therapy. With the suspicion of an increased incidence of cutaneous infection in patients treated with pertuzumab and trastuzumab-based che...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章,随机对照试验

    doi:10.1007/s10549-014-3190-5

    authors: Mortimer J,Jung J,Yuan Y,Kruper L,Stewart D,Chung S,Yu KW,Mendelsohn M,D'Apuzzo M,Tegtmeier B,Dadwal S

    更新日期:2014-12-01 00:00:00

  • Erratum to: PI3K/mTOR inhibition can impair tumor invasion and metastasis in vivo despite a lack of antiproliferative action in vitro: implications for targeted therapy.

    abstract::Erratum to: Breast Cancer Res Treat (2013),138:369–381,DOI 10.1007/s10549-012-2389-6. In the original publication of the article, the Fig. 4c and d were published erroneously. The revised Fig. 4 is given in this erratum. ...

    journal_title:Breast cancer research and treatment

    pub_type: 已发布勘误

    doi:10.1007/s10549-016-3752-9

    authors: Wander SA,Zhao D,Besser AH,Hong F,Wei J,Ince TA,Milikowski C,Bishopric NH,Minn AJ,Creighton CJ,Slingerland JM

    更新日期:2016-04-01 00:00:00

  • Infiltration by myeloperoxidase-positive neutrophils is an independent prognostic factor in breast cancer.

    abstract:PURPOSE:Myeloperoxidase (MPO) is an enzyme secreted by neutrophil granulocytes as a result of phagocytosis during inflammation. In colorectal cancer, tumour infiltration by MPO expressing cells has been shown to be independently associated with a favourable prognosis. In this study, we explored the role of MPO-positive...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-019-05336-3

    authors: Zeindler J,Angehrn F,Droeser R,Däster S,Piscuoglio S,Ng CKY,Kilic E,Mechera R,Meili S,Isaak A,Weber WP,Muenst S,Soysal SD

    更新日期:2019-10-01 00:00:00

  • Multiple growth factor independence in rat mammary carcinoma cells.

    abstract::In previous studies we demonstrated that rat mammary tumor (RMT) cells that are serially transplantable consist of cells that are independent of growth factors strictly required by normal rat mammary epithelial (RME) cells for growth in serum-free culture. The present studies were designed to determine the extent of t...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/BF01980969

    authors: Ethier SP,Moorthy R

    更新日期:1991-05-01 00:00:00

  • Pathologic examination of sentinel lymph nodes in breast cancer by a single haematoxylin-eosin slide versus serial sectioning and immunocytokeratin staining: clinical implications.

    abstract:BACKGROUND:The objective was to determine the additional value of pathologic examination using three-level sectioning and immunocytokeratin (ICK) staining of sentinel lymph node (SN) biopsies in cT1-2N0M0 breast carcinoma patients regarding lymph node staging and eligibility of systemic therapy taking primary tumor cha...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-006-9434-2

    authors: Groen RS,Oosterhuis AW,Boers JE

    更新日期:2007-09-01 00:00:00

  • Adeno-associated virus-mediated expression of recombinant CBD-HepII polypeptide of human fibronectin inhibits metastasis of breast cancer.

    abstract::CH50, a recombinant CBD-HepII polypeptide of human fibronectin, was shown to suppress tumor metastasis in murine hepatocarcinoma and melanoma models. However, the effect of CH50 on human cancer cells is still not clear. Here we evaluated the efficiency of CH50 delivered by recombinant adeno-associated virus (rAAV) vec...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-013-2783-8

    authors: He ZH,Lei Z,Zhen Y,Gong W,Huang B,Yuan Y,Zhang GM,Wang XJ,Feng ZH

    更新日期:2014-01-01 00:00:00

  • William L. McGuire Memorial Symposium. Control of breast cancer cell growth by steroids and growth factors: interactions and mechanisms.

    abstract::Over the past two decades, the simple model for control of breast cancer growth involving one or two factors acting directly or indirectly via endocrine pathways has turned into a complex model implicating numerous interacting factors and the diverse cell populations constituting breast tumors. Current approaches to b...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章,评审

    doi:10.1007/BF00683193

    authors: Freiss G,Prébois C,Vignon F

    更新日期:1993-01-01 00:00:00

  • Survival improvement in hormone-responsive young breast cancer patients with endocrine therapy.

    abstract:PURPOSE:We investigated the oncologic outcomes by intrinsic subtype and age in young breast cancer patients and whether survival differences were related to treatment changes over time. METHODS:A retrospective analysis was performed on 9633 invasive breast cancer patients treated at Asan Medical Center from January 19...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-017-4331-4

    authors: Yoon TI,Hwang UK,Kim ET,Lee S,Sohn G,Ko BS,Lee JW,Son BH,Kim S,Ahn SH,Kim HJ

    更新日期:2017-09-01 00:00:00

  • Cold thermal injury from cold caps used for the prevention of chemotherapy-induced alopecia.

    abstract:INTRODUCTION:The use of scalp cooling for the prevention of chemotherapy-induced alopecia (CIA) is increasing. Cold caps are placed onto the hair-bearing areas of the scalp for varying time periods before, during, and after cytotoxic chemotherapy. Although not yet reported, improper application procedures could result ...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-016-3799-7

    authors: Belum VR,de Barros Silva G,Laloni MT,Ciccolini K,Goldfarb SB,Norton L,Sklarin NT,Lacouture ME

    更新日期:2016-06-01 00:00:00

  • Phase I/II study of gemcitabine in association with vinorelbine for metastatic breast cancer.

    abstract:BACKGROUND:Gemcitabine (G) and vinorelbine (V) have favorable safety profile and antitumor activity in metastatic breast cancer. To exploit their different mechanism of action and lack of overlapping toxicity, we performed a phase I and II study of G and V in combination. PATIENTS AND METHODS:Fifty-three patients with...

    journal_title:Breast cancer research and treatment

    pub_type: 临床试验,杂志文章

    doi:10.1023/a:1013034311284

    authors: Mariani G,Tagliabue P,Zucchinelli P,Brambilla C,Demicheli R,Villa E,Marchianò A,Valagussa P,Bonadonna G,Gianni L

    更新日期:2001-12-01 00:00:00

  • Breast tumor DNA methylation patterns associated with smoking in the Carolina Breast Cancer Study.

    abstract:PURPOSE:Tobacco smoking is a risk factor in several cancers, yet its roles as a putative etiologic exposure or poor prognostic factor in breast cancer are less clear. Altered DNA methylation contributes to breast cancer development and may provide a mechanistic link between smoking and gene expression changes leading t...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-017-4178-8

    authors: Conway K,Edmiston SN,Parrish E,Bryant C,Tse CK,Swift-Scanlan T,McCullough LE,Kuan PF

    更新日期:2017-06-01 00:00:00

  • Activation of raf-1, MEK, and MAP kinase in prolactin responsive mammary cells.

    abstract::The polypeptide hormone prolactin (Prl), acting through its cell surface receptors, promotes growth and differentiation in normal and malignant breast cells. We demonstrate herein that two Prl-responsive cell lines, NOG-8 normal mouse mammary epithelial and T47D human breast cancer cells, respond to Prl by rapid and t...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/BF01806209

    authors: Das R,Vonderhaar BK

    更新日期:1996-01-01 00:00:00

  • Generation of reactive oxygen species by xanthine derivatives in MDA-MB-231 human breast cancer cells.

    abstract::Theophylline reduces cell number in MDA-MB-231 cells through mechanisms over and above phosphodiesterase inhibition. In the current study, we used an intracellular fluorescent dye to show that theophylline and, to a much greater extent, 3-isobutyl-1-methylxanthine, evoke the generation of reactive oxygen species and a...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1023/a:1010603816003

    authors: Crumpton TL,Seidler FJ,Slotkin TA

    更新日期:2001-03-01 00:00:00

  • Sexual health in long-term breast cancer survivors.

    abstract:PURPOSE:Sexual dysfunction is reported in women with breast cancer (BC). It is unclear whether symptoms persist over time as data comparing long-term survivors to controls are lacking. We compared sexual functioning in long-term breast cancer survivors (BCS) to controls and determined the impact of adjuvant therapy on ...

    journal_title:Breast cancer research and treatment

    pub_type: 杂志文章

    doi:10.1007/s10549-018-4894-8

    authors: Soldera SV,Ennis M,Lohmann AE,Goodwin PJ

    更新日期:2018-11-01 00:00:00

  • Effects of exercise intervention in breast cancer patients: is mobile health (mHealth) with pedometer more effective than conventional program using brochure?

    abstract:PURPOSE:To investigate and compare the effects of mobile health (mHealth) and pedometer with conventional exercise program using a brochure on physical function and quality of life (QOL). METHODS:The study was a prospective, quasi-randomized multicenter trial where 356 patients whose cancer treatment had been terminat...

    journal_title:Breast cancer research and treatment

    pub_type: 临床试验,杂志文章,多中心研究,随机对照试验

    doi:10.1007/s10549-016-4065-8

    authors: Uhm KE,Yoo JS,Chung SH,Lee JD,Lee I,Kim JI,Lee SK,Nam SJ,Park YH,Lee JY,Hwang JH

    更新日期:2017-02-01 00:00:00