EUROPEAN JOURNAL OF
PHARMACEUTICAL AND MEDICAL RESEARCH

( An ISO 9001:2015 Certified International Journal )

An International Peer Reviewed Journal for Pharmaceutical, Medical & Biological Sciences

An Official Publication of Society for Advance Healthcare Research (Reg. No. : 01/01/01/31674/16)

European Journal of Pharmaceutical and Medical Research (EJPMR) has indexed with various reputed international bodies like : Google Scholar , Indian Science Publications , InfoBase Index (In Process) , SOCOLAR, China , Research Bible, Fuchu, Tokyo. JAPAN , International Society for Research activity (ISRA) , Scientific Indexing Services (SIS) , Polish Scholarly Bibliography , Global Impact Factor (GIF) (Under Process) , Universal Impact Factor , International Scientific Indexing (ISI), UAE  , Index Copernicus , CAS (A Division of American Chemical Society) USA (Under Process) , Directory of Open Access Journal (DOAJ, Sweden, in process) , UDLedge Science Citation Index , CiteFactor , Directory Of Research Journal Indexing (DRJI) , Indian citation Index (ICI) , Journal Index (JI, Under Process) , Directory of abstract indexing for Journals (DAIJ) , Open Access Journals (Under Process) , Impact Factor Services For International Journals (IFSIJ) , Cosmos Impact Factor , Jour Informatics (Under Process) , Eurasian Scientific Journal Index (ESJI) , International Innovative Journal Impact Factor (IIJIF) , Science Library Index, Dubai, United Arab Emirates , Pubmed Database [NLM ID: 101669306] (Under Process) , IP Indexing (IP Value 2.40) , Web of Science Group (Under Process) , Directory of Research Journals Indexing , Scholar Article Journal Index (SAJI) , International Scientific Indexing ( ISI ) , Scope Database , Academia , 

 ISSN 2394-3211

Impact Factor: 7.065

 ICV - 79.57

Abstract

APPLICATION OF MAMMOGRAPHY PLUS ULTRASOUND BASED RADIOMICS IN THE IDENTIFICATION OF BENIGN AND MALIGNANT BREAST TUMORS

Hezam Mohammed Ahmed Mohammed, Wei Wang*, Hang Qu, Han Yu, Yifan Du and Prosenjit Paul*

ABSTRACT

The aim of the work was to develop and evaluate machine learning models based on characteristics retrieved by conventional radiomics. A total of 92 patients with breast tumors who underwent mammography and ultrasonography were included in the study. Tumors were confirmed by pathological biopsy. The CC and ROI regions were mapped independently by two highly experienced surgeons using ITK-snap software. Data were randomly assigned in a 7:3 ratio to the training cohort and test cohort. LASSO (Least absolute relevance and selection operator) were used to screen, select the features, and develop the radiomics signature. Four machine learning models (RandomForest, DecisionTrees, KNN and Bayes) performance were evaluated with ROC (Receiver Operating Characteristic Curve), and decision curves. The AUC (Area under the ROC curve) of the model, RandomForest, DecisionTrees, KNN and Bayes in the training set and test set were 1.0, 0.969; 0.996, 0.87; 1.0, 0.857; 0.897, 0.895, respectively. AUC values of Tree and Forest model are statistically different at p<0.05. Forest model showed a statistically significant difference with Bayes and Tree model at p<0.05. Our analysis confirms that Forest model outperforms the other three models in terms of AUC score for breast tumor prediction.

Keywords: Breast cancer; machine learning; mammography; features.


[Full Text Article] [Download Certificate]

Citation

  All Since 2019
 Citation  3086  2560
 h-index  18  17
 i10-index  64  44

INDEXING

NEWS & UPDATION

  • New Issue Published

    Its Our pleasure to inform you that, EJPMR 1 March 2024 Issue has been Published, Kindly check it on https://www.ejpmr.com/issue

  • EJPMR: MARCH ISSUE PUBLISHED

    MARCH 2024 issue has been successfully launched on MARCH 2024.

  • EJPMR New Impact Factor

    EJPMR Impact Factor has been Increased to 7.065 for Year 2024.

  • Index Copernicus Value

    EJPMR Received Index Copernicus Value 79.57, due to High Quality Publication in EJPMR at International Level

  • Journal web site support Internet Explorer, Google Chrome, Mozilla Firefox, Opera, Saffari for easy download of article without any trouble.

    .

  • Article Invited for Publication

    Article are invited for publication in EJPMR Coming Issue

Google Scholar Indian Science Publications InfoBase Index (In Process) SOCOLAR, China Research Bible, Fuchu, Tokyo. JAPAN International Society for Research activity (ISRA) Scientific Indexing Services (SIS) Polish Scholarly Bibliography Global Impact Factor (GIF) (Under Process) Universal Impact Factor International Scientific Indexing (ISI), UAE Index Copernicus CAS (A Division of American Chemical Society) USA (Under Process) Directory of Open Access Journal (DOAJ, Sweden, in process) UDLedge Science Citation Index CiteFactor Directory Of Research Journal Indexing (DRJI) Indian citation Index (ICI) Journal Index (JI, Under Process) Directory of abstract indexing for Journals (DAIJ) Open Access Journals (Under Process) Impact Factor Services For International Journals (IFSIJ) Cosmos Impact Factor Jour Informatics (Under Process) Eurasian Scientific Journal Index (ESJI) International Innovative Journal Impact Factor (IIJIF) Science Library Index, Dubai, United Arab Emirates Pubmed Database [NLM ID: 101669306] (Under Process) IP Indexing (IP Value 2.40) Web of Science Group (Under Process) Directory of Research Journals Indexing Scholar Article Journal Index (SAJI) International Scientific Indexing ( ISI ) Scope Database Academia