Spa-RQ: an Image Analysis Tool to Visualise and Quantify Spatial Phenotypes Applied to Non-Small Cell Lung Cancer

被引:4
作者
Bao, Jie [1 ]
Walliander, Margarita [1 ]
Kovacs, Ferenc [2 ]
Nagaraj, Ashwini S. [1 ]
Hemmes, Annabrita [1 ]
Sarhadi, Virinder Kaur [3 ]
Knuutila, Sakari [3 ]
Lundin, Johan [1 ,4 ]
Horvath, Peter [1 ,5 ]
Verschuren, Emmy W. [1 ]
机构
[1] Univ Helsinki, HiLIFE, Inst Mol Med Finland FIMM, FIN-00014 Helsinki, Finland
[2] Single Cell Technol Ltd, Szeged, Hungary
[3] Univ Helsinki, Haartman Inst, Dept Pathol, Helsinki, Finland
[4] Karolinska Inst, Dept Publ Hlth Sci, Stockholm, Sweden
[5] Hungarian Acad Sci, Biol Res Ctr, Synthet & Syst Biol Unit, Temesvari Korut 62, H-6726 Szeged, Hungary
基金
芬兰科学院;
关键词
TUMOR EVOLUTION; HETEROGENEITY; MICROENVIRONMENT; TRACKING; PLATFORM; THERAPY; PATHWAY; ORIGIN; DRIVEN; KRAS;
D O I
10.1038/s41598-019-54038-9
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
To facilitate analysis of spatial tissue phenotypes, we created an open-source tool package named 'Spa-RQ' for 'Spatial tissue analysis: image Registration & Quantification'. Spa-RQ contains software for image registration (Spa-R) and quantitative analysis of DAB staining overlap (Spa-Q). It provides an easy-to-implement workflow for serial sectioning and staining as an alternative to multiplexed techniques. To demonstrate Spa-RQ's applicability, we analysed the spatial aspects of oncogenic KRAS-related signalling activities in non-small cell lung cancer (NSCLC). Using Spa-R in conjunction with ImageJ/Fiji, we first performed annotation-guided tumour-by-tumour phenotyping using multiple signalling markers. This analysis showed histopathology-selective activation of PI3K/AKT and MAPK signalling in Kras mutant murine tumours, as well as high p38MAPK stress signalling in p53 null murine NSCLC. Subsequently, Spa-RQ was applied to measure the co-activation of MAPK, AKT, and their mutual effector mTOR pathway in individual tumours. Both murine and clinical NSCLC samples could be stratified into 'MAPK/mTOR', 'AKT/mTOR', and 'Null' signature subclasses, suggesting mutually exclusive MAPK and AKT signalling activities. Spa-RQ thus provides a robust and easy to use tool that can be employed to identify spatially-distributed tissue phenotypes.
引用
收藏
页数:11
相关论文
共 30 条
[1]   Systems pathology by multiplexed immunohistochemistry and whole-slide digital image analysis [J].
Blom, Sami ;
Paavolainen, Lassi ;
Bychkov, Dmitrii ;
Turkki, Riku ;
Maki-Teeri, Petra ;
Hemmes, Annabrita ;
Valimaki, Katja ;
Lundin, Johan ;
Kallioniemi, Olli ;
Pellinen, Teijo .
SCIENTIFIC REPORTS, 2017, 7
[2]   A tense situation: forcing tumour progression [J].
Butcher, Darci T. ;
Alliston, Tamara ;
Weaver, Valerie M. .
NATURE REVIEWS CANCER, 2009, 9 (02) :108-122
[3]   The PTEN-PI3K pathway: of feedbacks and cross-talks [J].
Carracedo, A. ;
Pandolfi, P. P. .
ONCOGENE, 2008, 27 (41) :5527-5541
[4]   Targeted therapy for non-small cell lung cancer: current standards and the promise of the future [J].
Chan, Bryan A. ;
Hughes, Brett G. M. .
TRANSLATIONAL LUNG CANCER RESEARCH, 2015, 4 (01) :36-54
[5]   Tumour heterogeneity and resistance to cancer therapies [J].
Dagogo-Jack, Ibiayi ;
Shaw, Alice T. .
NATURE REVIEWS CLINICAL ONCOLOGY, 2018, 15 (02) :81-94
[6]   PI3K and cancer: lessons, challenges and opportunities [J].
Fruman, David A. ;
Rommel, Christian .
NATURE REVIEWS DRUG DISCOVERY, 2014, 13 (02) :140-156
[7]   Integration of protein phosphorylation, acetylation, and methylation data sets to outline lung cancer signaling networks [J].
Grimes, Mark ;
Hall, Benjamin ;
Foltz, Lauren ;
Levy, Tyler ;
Rikova, Klarisa ;
Gaiser, Jeremiah ;
Cook, William ;
Smirnova, Ekaterina ;
Wheeler, Travis ;
Clark, Neil R. ;
Lachmann, Alexander ;
Zhang, Bin ;
Hornbeck, Peter ;
Ma'ayan, Avi ;
Comb, Michael .
SCIENCE SIGNALING, 2018, 11 (531)
[8]   The biology and management of non-small cell lung cancer [J].
Herbst, Roy S. ;
Morgensztern, Daniel ;
Boshoff, Chris .
NATURE, 2018, 553 (7689) :446-454
[9]   Multiplexed imaging reveals heterogeneity of PI3K/MAPK network signaling in breast lesions of known PIK3CA genotype [J].
Jacob, Thomas ;
Gray, Joe W. ;
Troxell, Megan ;
Vu, Tania Q. .
BREAST CANCER RESEARCH AND TREATMENT, 2016, 159 (03) :575-583
[10]   Tracking the Evolution of Non-Small-Cell Lung Cancer [J].
Jamal-Hanjani, M. ;
Wilson, G. A. ;
McGranahan, N. ;
Birkbak, N. J. ;
Watkins, T. B. K. ;
Veeriah, S. ;
Shafi, S. ;
Johnson, D. H. ;
Mitter, R. ;
Rosenthal, R. ;
Salm, M. ;
Horswell, S. ;
Escudero, M. ;
Matthews, N. ;
Rowan, A. ;
Chambers, T. ;
Moore, D. A. ;
Turajlic, S. ;
Xu, H. ;
Lee, S. -M. ;
Forster, M. D. ;
Ahmad, T. ;
Hiley, C. T. ;
Abbosh, C. ;
Falzon, M. ;
Borg, E. ;
Marafioti, T. ;
Lawrence, D. ;
Hayward, M. ;
Kolvekar, S. ;
Panagiotopoulos, N. ;
Janes, S. M. ;
Thakrar, R. ;
Ahmed, A. ;
Blackhall, F. ;
Summers, Y. ;
Shah, R. ;
Joseph, L. ;
Quinn, A. M. ;
Crosbie, P. A. ;
Naidu, B. ;
Middleton, G. ;
Langman, G. ;
Trotter, S. ;
Nicolson, M. ;
Remmen, H. ;
Kerr, K. ;
Chetty, M. ;
Gomersall, L. ;
Fennell, D. A. .
NEW ENGLAND JOURNAL OF MEDICINE, 2017, 376 (22) :2109-2121