PyJAMAS: open-source, multimodal segmentation and analysis of microscopy images

被引:8
|
作者
Fernandez-Gonzalez, Rodrigo [1 ,2 ,3 ,4 ]
Balaghi, Negar [1 ,2 ]
Wang, Kelly [1 ,2 ]
Hawkins, Ray [1 ,2 ]
Rothenberg, Katheryn [1 ,2 ]
McFaul, Christopher [1 ,2 ]
Schimmer, Clara [1 ,2 ]
Ly, Michelle [1 ,2 ]
do Carmo, Ana Maria [1 ,2 ]
Scepanovic, Gordana [2 ,3 ]
Erdemci-Tandogan, Gonca [1 ,2 ]
Castle, Veronica [1 ,2 ]
机构
[1] Univ Toronto, Inst Biomed Engn, Toronto, ON M5S 3G9, Canada
[2] Univ Toronto, Ted Rogers Ctr Heart Res, Translat Biol & Engn Program, Toronto, ON M5G 1M1, Canada
[3] Univ Toronto, Dept Cell & Syst Biol, Toronto, ON M5S 3G5, Canada
[4] Hosp Sick Children, Dev & Stem Cell Biol Program, Toronto, ON M5G 1X8, Canada
基金
加拿大健康研究院; 加拿大创新基金会; 加拿大自然科学与工程研究理事会;
关键词
TRACKING; PLATFORM; POLARITY; AXIS;
D O I
10.1093/bioinformatics/btab589
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A Summary: Our increasing ability to resolve fine details using light microscopy is matched by an increasing need to quantify images in order to detect and measure phenotypes. Despite their central role in cell biology, many image analysis tools require a financial investment, are released as proprietary software, or are implemented in languages not friendly for beginners, and thus are used as black boxes. To overcome these limitations, we have developed PyJAMAS, an open-source tool for image processing and analysis written in Python. PyJAMAS provides a variety of segmentation tools, including watershed and machine learning-based methods; takes advantage of Jupyter notebooks for the display and reproducibility of data analyses; and can be used through a cross-platform graphical user interface or as part of Python scripts via a comprehensive application programming interface.
引用
收藏
页码:594 / 596
页数:3
相关论文
共 50 条
  • [1] MMIR: an open-source software for the registration of multimodal histological images
    Rodrigo Escobar Díaz Guerrero
    José Luis Oliveira
    Juergen Popp
    Thomas Bocklitz
    [J]. BMC Medical Informatics and Decision Making, 24
  • [2] MMIR: an open-source software for the registration of multimodal histological images
    Guerrero, Rodrigo Escobar Diaz
    Oliveira, Jose Luis
    Popp, Juergen
    Bocklitz, Thomas
    [J]. BMC MEDICAL INFORMATICS AND DECISION MAKING, 2024, 24 (01)
  • [3] Microscopy Image Browser: an open-source platform for segmentation and analysis of multidimensional datasets.
    Belevich, I.
    Joensuu, M. S.
    Kumar, D.
    Vihinen, H.
    Jokitalo, E.
    [J]. MOLECULAR BIOLOGY OF THE CELL, 2015, 26
  • [4] MixedEmotions: An Open-Source Toolbox for Multimodal Emotion Analysis
    Buitelaar, Paul
    Wood, Ian D.
    Negi, Sapna
    Arcan, Mihael
    McCrae, John P.
    Abele, Andrejs
    Robin, Cecile
    Andryushechkin, Vladimir
    Ziad, Housam
    Sagha, Hesam
    Schmitt, Maximilian
    Schuller, Bjoern W.
    Fernando Sanchez-Rada, J.
    Iglesias, Carlos A.
    Navarro, Carlos
    Giefer, Andreas
    Heise, Nicolaus
    Masucci, Vincenzo
    Danza, Francesco A.
    Caterino, Ciro
    Smrz, Pavel
    Hradis, Michal
    Povolny, Filip
    Klimes, Marek
    Matejka, Pavel
    Tummarello, Giovanni
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2018, 20 (09) : 2454 - 2465
  • [5] GIANI - open-source software for automated analysis of 3D microscopy images
    Barry, David J.
    Gerri, Claudia
    Bell, Donald M.
    D'Antuono, Rocco
    Niakan, Kathy K.
    [J]. JOURNAL OF CELL SCIENCE, 2022, 135 (10)
  • [6] MotilityJ: An open-source tool for the classification and segmentation of bacteria on motility images
    Casado-Garcia, Angela
    Chichon, Gabriela
    Dominguez, Cesar
    Garcia-Dominguez, Manuel
    Heras, Jonathan
    Ines, Adrian
    Lopez, Maria
    Mata, Eloy
    Pascual, Vico
    Saenz, Yolanda
    [J]. COMPUTERS IN BIOLOGY AND MEDICINE, 2021, 136
  • [7] Optimizing parameters of an open-source airway segmentation algorithm using different CT images
    Pietro Nardelli
    Kashif A Khan
    Alberto Corvò
    Niamh Moore
    Mary J Murphy
    Maria Twomey
    Owen J O’Connor
    Marcus P Kennedy
    Raúl San José Estépar
    Michael M Maher
    Pádraig Cantillon-Murphy
    [J]. BioMedical Engineering OnLine, 14
  • [8] Optimizing parameters of an open-source airway segmentation algorithm using different CT images
    Nardelli, Pietro
    Khan, Kashif A.
    Corvo, Alberto
    Moore, Niamh
    Murphy, Mary J.
    Twomey, Maria
    O'Connor, Owen J.
    Kennedy, Marcus P.
    Estepar, Raul San Jose
    Maher, Michael M.
    Cantillon-Murphy, Padraig
    [J]. BIOMEDICAL ENGINEERING ONLINE, 2015, 14
  • [9] Biofilm viability checker: An open-source tool for automated biofilm viability analysis from confocal microscopy images
    Sophie E. Mountcastle
    Nina Vyas
    Victor M. Villapun
    Sophie C. Cox
    Sara Jabbari
    Rachel L. Sammons
    Richard M. Shelton
    A. Damien Walmsley
    Sarah A. Kuehne
    [J]. npj Biofilms and Microbiomes, 7
  • [10] Biofilm viability checker: An open-source tool for automated biofilm viability analysis from confocal microscopy images
    Mountcastle, Sophie E.
    Vyas, Nina
    Villapun, Victor M.
    Cox, Sophie C.
    Jabbari, Sara
    Sammons, Rachel L.
    Shelton, Richard M.
    Walmsley, A. Damien
    Kuehne, Sarah A.
    [J]. NPJ BIOFILMS AND MICROBIOMES, 2021, 7 (01)