Unsupervised machine learning of radiomic features for predicting treatment response and overall survival of early stage non-small cell lung cancer patients treated with stereotactic body radiation therapy

Hongming Li; Maya Galperin-Aizenberg; Daniel Pryma; Charles B. Simone; Yong Fan

doi:10.1016/j.radonc.2018.06.025

Unsupervised machine learning of radiomic features for predicting treatment response and overall survival of early stage non-small cell lung cancer patients treated with stereotactic body radiation therapy

Radiotherapy and Oncology ◽

10.1016/j.radonc.2018.06.025 ◽

2018 ◽

Vol 129 (2) ◽

pp. 218-226 ◽

Cited By ~ 25

Author(s):

Hongming Li ◽

Maya Galperin-Aizenberg ◽

Daniel Pryma ◽

Charles B. Simone ◽

Yong Fan

Keyword(s):

Machine Learning ◽

Lung Cancer ◽

Overall Survival ◽

Radiation Therapy ◽

Cancer Patients ◽

Stereotactic Body Radiation Therapy ◽

Early Stage ◽

Small Cell ◽

Small Cell Lung ◽

Lung Cancer Patients

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Pretreatment Immune Parameters Predict for Overall Survival and Toxicity in Early-Stage Non–Small-Cell Lung Cancer Patients Treated With Stereotactic Body Radiation Therapy

Clinical Lung Cancer ◽

10.1016/j.cllc.2015.07.007 ◽

2016 ◽

Vol 17 (1) ◽

pp. 39-46 ◽

Cited By ~ 33

Author(s):

Narek Shaverdian ◽

Darlene Veruttipong ◽

Jason Wang ◽

Dorthe Schaue ◽

Patrick Kupelian ◽

...

Keyword(s):

Lung Cancer ◽

Overall Survival ◽

Radiation Therapy ◽

Cancer Patients ◽

Stereotactic Body Radiation Therapy ◽

Early Stage ◽

Small Cell ◽

Small Cell Lung ◽

Lung Cancer Patients ◽

Immune Parameters

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Comorbidity is a Prognostic Factor in Early Stage Non-Small Cell Lung Cancer Patients Treated with Stereotactic Body Radiation Therapy

International Journal of Radiation Oncology*Biology*Physics ◽

10.1016/j.ijrobp.2018.07.1829 ◽

2018 ◽

Vol 102 (3) ◽

pp. e677

Author(s):

F.E. Chipidza ◽

I. Franco ◽

Y.H. Chen ◽

E.H. Baldini ◽

A.B. Chen ◽

...

Keyword(s):

Lung Cancer ◽

Radiation Therapy ◽

Prognostic Factor ◽

Small Cell Lung Cancer ◽

Cancer Patients ◽

Stereotactic Body Radiation Therapy ◽

Early Stage ◽

Small Cell ◽

Small Cell Lung ◽

Lung Cancer Patients

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Cardiac Maximum Point Dose Predicts for Patient Survival in Early Stage Non–small Cell Lung Cancer Patients Treated with Stereotactic Body Radiation Therapy

International Journal of Radiation Oncology*Biology*Physics ◽

10.1016/j.ijrobp.2017.06.585 ◽

2017 ◽

Vol 99 (2) ◽

pp. S239-S240

Author(s):

B. Khodayari ◽

R. Rahimian ◽

J. Rahimian ◽

M.R. Girvigian

Keyword(s):

Lung Cancer ◽

Radiation Therapy ◽

Cancer Patients ◽

Stereotactic Body Radiation Therapy ◽

Patient Survival ◽

Early Stage ◽

Small Cell ◽

Maximum Point ◽

Small Cell Lung ◽

Lung Cancer Patients

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The significance of PTV dose coverage on cancer control outcomes in early stage non-small cell lung cancer patients treated with highly ablative stereotactic body radiation therapy

British Journal of Radiology ◽

10.1259/bjr.20150963 ◽

2016 ◽

Vol 89 (1059) ◽

pp. 20150963 ◽

Cited By ~ 9

Author(s):

Narek Shaverdian ◽

Stephen Tenn ◽

Darlene Veruttipong ◽

Jason Wang ◽

John Hegde ◽

...

Keyword(s):

Lung Cancer ◽

Radiation Therapy ◽

Small Cell Lung Cancer ◽

Cancer Patients ◽

Stereotactic Body Radiation Therapy ◽

Early Stage ◽

Cancer Control ◽

Small Cell ◽

Small Cell Lung ◽

Lung Cancer Patients

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A Biologically Effective Dose of ≥105 Gy Is Associated With Improved Overall Survival in Stage I Non-Small Cell Lung Cancer Patients Treated With Stereotactic Body Radiation Therapy

International Journal of Radiation Oncology*Biology*Physics ◽

10.1016/j.ijrobp.2016.06.438 ◽

2016 ◽

Vol 96 (2) ◽

pp. S174-S175

Author(s):

J.M. Stahl ◽

R. Ross ◽

E.M. Harder ◽

B.R. Mancini ◽

P.R. Soulos ◽

...

Keyword(s):

Lung Cancer ◽

Overall Survival ◽

Radiation Therapy ◽

Small Cell Lung Cancer ◽

Cancer Patients ◽

Stereotactic Body Radiation Therapy ◽

Small Cell ◽

Biologically Effective Dose ◽

Small Cell Lung ◽

Lung Cancer Patients

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Clinical Outcomes of Inoperable, Early Stage Non-small Cell Lung Cancer Patients Treated with Image Guided Stereotactic Body Radiation Therapy Delivered by Helical Tomotherapy

International Journal of Radiation Oncology*Biology*Physics ◽

10.1016/j.ijrobp.2010.07.1251 ◽

2010 ◽

Vol 78 (3) ◽

pp. S536 ◽

Cited By ~ 1

Author(s):

H.E. Gayar ◽

J. Nettleton ◽

O.H. Gayar ◽

W. Naill ◽

F. Wadenstorer ◽

...

Keyword(s):

Lung Cancer ◽

Radiation Therapy ◽

Cancer Patients ◽

Stereotactic Body Radiation Therapy ◽

Helical Tomotherapy ◽

Early Stage ◽

Small Cell ◽

Small Cell Lung ◽

Lung Cancer Patients ◽

Image Guided

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Stereotactic Body Radiation Therapy With 48 Gy in 3 Fractions Is an Effective Treatment for Early-Stage Non-Small Cell Lung Cancer Patients

International Journal of Radiation Oncology*Biology*Physics ◽

10.1016/j.ijrobp.2016.06.1839 ◽

2016 ◽

Vol 96 (2) ◽

pp. E481-E482

Author(s):

K. Adil ◽

A. Boustead ◽

I. El Naqa ◽

J. Seuntjens ◽

M. Duclos ◽

...

Keyword(s):

Lung Cancer ◽

Radiation Therapy ◽

Small Cell Lung Cancer ◽

Effective Treatment ◽

Cancer Patients ◽

Stereotactic Body Radiation Therapy ◽

Early Stage ◽

Small Cell ◽

Small Cell Lung ◽

Lung Cancer Patients

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Multiplexed Plasma Cytokine Chemokine and Growth Factor Profiling in Early-Stage Non-Small Cell Lung Cancer Patients Undergoing Stereotactic Body Radiation Therapy

International Journal of Radiation Oncology*Biology*Physics ◽

10.1016/j.ijrobp.2014.05.2341 ◽

2014 ◽

Vol 90 (1) ◽

pp. S811-S812

Author(s):

M. Bortolin ◽

M. Trovò ◽

C. Furlan ◽

E. Bidoli ◽

G. Basaglia ◽

...

Keyword(s):

Lung Cancer ◽

Radiation Therapy ◽

Growth Factor ◽

Cancer Patients ◽

Stereotactic Body Radiation Therapy ◽

Early Stage ◽

Small Cell ◽

Small Cell Lung ◽

Plasma Cytokine ◽

Lung Cancer Patients

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Response Criteria in Solid Tumors (PERCIST/RECIST) and SUVmax in Early-Stage Non-Small Cell Lung Cancer Patients Treated With Stereotactic Body Radiation Therapy

International Journal of Radiation Oncology*Biology*Physics ◽

10.1016/j.ijrobp.2016.06.2151 ◽

2016 ◽

Vol 96 (2) ◽

pp. E607-E608

Author(s):

T.A. Grinchak ◽

C. Sokolovic ◽

B. Holland ◽

T. Parent ◽

S.D. Cherukuri ◽

...

Keyword(s):

Lung Cancer ◽

Radiation Therapy ◽

Small Cell Lung Cancer ◽

Cancer Patients ◽

Solid Tumors ◽

Stereotactic Body Radiation Therapy ◽

Early Stage ◽

Small Cell ◽

Small Cell Lung ◽

Lung Cancer Patients

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An Externally Validated Nomogram to Predict Distant Metastases after Stereotactic Body Radiation Therapy in Early Stage Non-Small Cell Lung Cancer Patients

International Journal of Radiation Oncology*Biology*Physics ◽

10.1016/j.ijrobp.2019.06.146 ◽

2019 ◽

Vol 105 (1) ◽

pp. S145-S146

Author(s):

S. Gao ◽

B.H. Kann ◽

A.P. Dosoretz ◽

T.D. Shafman ◽

C.P. Gross ◽

...

Keyword(s):

Lung Cancer ◽

Radiation Therapy ◽

Small Cell Lung Cancer ◽

Cancer Patients ◽

Stereotactic Body Radiation Therapy ◽

Early Stage ◽

Distant Metastases ◽

Small Cell ◽

Small Cell Lung ◽

Lung Cancer Patients

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