{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,15]],"date-time":"2026-09-15T22:02:24Z","timestamp":1789509744577,"version":"build-2803163510"},"reference-count":29,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,9,1]],"date-time":"2026-09-01T00:00:00Z","timestamp":1788220800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,9,1]],"date-time":"2026-09-01T00:00:00Z","timestamp":1788220800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,7,27]],"date-time":"2026-07-27T00:00:00Z","timestamp":1785110400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000054","name":"National Institutes of Health National Cancer Institute","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000054","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000005","name":"US Department of War","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000005","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Software Impacts"],"published-print":{"date-parts":[[2026,9]]},"DOI":"10.1016\/j.simpa.2026.100856","type":"journal-article","created":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T15:21:46Z","timestamp":1785856906000},"page":"100856","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["stabel: An R package for variable selection and prediction in high-dimensional cross-sectional data"],"prefix":"10.1016","volume":"29","author":[{"given":"Apu Chandra","family":"Das","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ran","family":"Dai","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alyssa","family":"Bouska","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Javeed","family":"Iqbal","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0836-9932","authenticated-orcid":false,"given":"Lynette M.","family":"Smith","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"issue":"1","key":"10.1016\/j.simpa.2026.100856_b1","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1111\/j.2517-6161.1996.tb02080.x","article-title":"Regression shrinkage and selection via the lasso","volume":"58","author":"Tibshirani","year":"1996","journal-title":"J. R. Stat. Soc. Ser. B Stat. Methodol."},{"issue":"476","key":"10.1016\/j.simpa.2026.100856_b2","doi-asserted-by":"crossref","first-page":"1418","DOI":"10.1198\/016214506000000735","article-title":"The adaptive lasso and its oracle properties","volume":"101","author":"Zou","year":"2006","journal-title":"J. Amer. Statist. Assoc."},{"issue":"456","key":"10.1016\/j.simpa.2026.100856_b3","doi-asserted-by":"crossref","first-page":"1348","DOI":"10.1198\/016214501753382273","article-title":"Variable selection via nonconcave penalized likelihood and its oracle properties","volume":"96","author":"Fan","year":"2001","journal-title":"J. Amer. Statist. Assoc."},{"issue":"2","key":"10.1016\/j.simpa.2026.100856_b4","doi-asserted-by":"crossref","first-page":"894","DOI":"10.1214\/09-AOS729","article-title":"Nearly unbiased variable selection under minimax concave penalty","volume":"38","author":"Zhang","year":"2010","journal-title":"Ann. Stat."},{"issue":"2","key":"10.1016\/j.simpa.2026.100856_b5","doi-asserted-by":"crossref","first-page":"587","DOI":"10.1214\/009053607000000875","article-title":"Asymptotic properties of bridge estimators in sparse high-dimensional regression models","volume":"36","author":"Huang","year":"2008","journal-title":"Ann. Stat."},{"issue":"2","key":"10.1016\/j.simpa.2026.100856_b6","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1111\/j.1467-9868.2005.00503.x","article-title":"Regularization and variable selection via the elastic net","volume":"67","author":"Zou","year":"2005","journal-title":"J. R. Stat. Soc. Ser. B Stat. Methodol."},{"issue":"2","key":"10.1016\/j.simpa.2026.100856_b7","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1214\/009053604000000067","article-title":"Least angle regression","volume":"32","author":"Efron","year":"2004","journal-title":"Ann. Stat."},{"issue":"4","key":"10.1016\/j.simpa.2026.100856_b8","doi-asserted-by":"crossref","first-page":"417","DOI":"10.1111\/j.1467-9868.2010.00740.x","article-title":"Stability selection","volume":"72","author":"Meinshausen","year":"2010","journal-title":"J. R. Stat. Soc. Ser. B Stat. Methodol."},{"issue":"1","key":"10.1016\/j.simpa.2026.100856_b9","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1111\/j.1467-9868.2011.01034.x","article-title":"Variable selection with error control: another look at stability selection","volume":"75","author":"Shah","year":"2013","journal-title":"J. R. Stat. Soc. Ser. B Stat. Methodol."},{"key":"10.1016\/j.simpa.2026.100856_b10","series-title":"Package \u2018stabs\u2019","author":"Hofner","year":"2015"},{"key":"10.1016\/j.simpa.2026.100856_b11","series-title":"Package \u2018sharp\u2019","author":"Bodinier","year":"2025"},{"key":"10.1016\/j.simpa.2026.100856_b12","article-title":"Package \u2018SuperLearner\u2019","author":"Polley","year":"2019","journal-title":"CRAN"},{"key":"10.1016\/j.simpa.2026.100856_b13","series-title":"Statistics for high-dimensional data: methods, theory and applications","first-page":"7","author":"B\u00fchlmann","year":"2011"},{"key":"10.1016\/j.simpa.2026.100856_b14","first-page":"1","article-title":"Identifying predictive combinations of biomarkers for early cancer detection with stability selection in combination with ensemble learning","author":"Das","year":"2026","journal-title":"Stat. Biosci."},{"issue":"5","key":"10.1016\/j.simpa.2026.100856_b15","doi-asserted-by":"crossref","first-page":"849","DOI":"10.1111\/j.1467-9868.2008.00674.x","article-title":"Sure independence screening for ultrahigh dimensional feature space","volume":"70","author":"Fan","year":"2008","journal-title":"J. R. Stat. Soc. Ser. B Stat. Methodol."},{"key":"10.1016\/j.simpa.2026.100856_b16","article-title":"Variable selection and prediction using machine learning models in high-dimensional data","author":"Das","year":"2025","journal-title":"Dissertation"},{"key":"10.1016\/j.simpa.2026.100856_b17","doi-asserted-by":"crossref","first-page":"1","DOI":"10.18637\/jss.v036.i11","article-title":"Feature selection with the boruta package","volume":"36","author":"Kursa","year":"2010","journal-title":"J. Stat. Softw."},{"key":"10.1016\/j.simpa.2026.100856_b18","unstructured":"C. Yi, Y. Zeng, sparseSVM: Solution Paths of Sparse High-Dimensional Support Vector Machine with Lasso or Elastic-Net Regularization, 2018, r package version 1.1-6."},{"key":"10.1016\/j.simpa.2026.100856_b19","volume":"vol. 2","author":"Swerdlow","year":"2008"},{"issue":"4","key":"10.1016\/j.simpa.2026.100856_b20","doi-asserted-by":"crossref","first-page":"461","DOI":"10.1111\/j.1365-2141.2008.07042.x","article-title":"Cytogenetic abnormalities and clinical correlations in peripheral T-cell lymphoma","volume":"141","author":"Nelson","year":"2008","journal-title":"Br. J. Haematol."},{"issue":"1","key":"10.1016\/j.simpa.2026.100856_b21","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1002\/gcc.20386","article-title":"Chromosomal aberrations in angioimmunoblastic T-cell lymphoma and peripheral T-cell lymphoma unspecified: A matrix-based CGH approach","volume":"46","author":"Thorns","year":"2007","journal-title":"Genes Chromosom. Cancer"},{"issue":"5","key":"10.1016\/j.simpa.2026.100856_b22","doi-asserted-by":"crossref","first-page":"1837","DOI":"10.1016\/S0002-9440(10)63742-X","article-title":"Genomic profiling of peripheral T-cell lymphoma, unspecified, and anaplastic large T-cell lymphoma delineates novel recurrent chromosomal alterations","volume":"164","author":"Zettl","year":"2004","journal-title":"Am. J. Pathol."},{"issue":"12","key":"10.1016\/j.simpa.2026.100856_b23","doi-asserted-by":"crossref","first-page":"2254","DOI":"10.1038\/sj.leu.2403960","article-title":"Differential expression of NF-\u03bab pathway genes among peripheral T-cell lymphomas","volume":"19","author":"Martinez-Delgado","year":"2005","journal-title":"Leukemia"},{"issue":"10","key":"10.1016\/j.simpa.2026.100856_b24","doi-asserted-by":"crossref","first-page":"1560","DOI":"10.1038\/sj.onc.1209178","article-title":"Gene expression profiling identifies molecular subgroups among nodal peripheral T-cell lymphomas","volume":"25","author":"Ballester","year":"2006","journal-title":"Oncogene"},{"issue":"11","key":"10.1016\/j.simpa.2026.100856_b25","doi-asserted-by":"crossref","first-page":"4952","DOI":"10.1182\/blood-2006-10-055145","article-title":"The gene expression profile of nodal peripheral T-cell lymphoma demonstrates a molecular link between angioimmunoblastic T-cell lymphoma (AITL) and follicular helper t (TFH) cells","volume":"109","author":"De\u00a0Leval","year":"2007","journal-title":"Blood"},{"issue":"22","key":"10.1016\/j.simpa.2026.100856_b26","doi-asserted-by":"crossref","first-page":"10703","DOI":"10.1158\/0008-5472.CAN-07-1708","article-title":"Gene expression analysis of angioimmunoblastic lymphoma indicates derivation from t follicular helper cells and vascular endothelial growth factor deregulation","volume":"67","author":"Piccaluga","year":"2007","journal-title":"Cancer Res."},{"issue":"3","key":"10.1016\/j.simpa.2026.100856_b27","doi-asserted-by":"crossref","first-page":"823","DOI":"10.1172\/JCI26833","article-title":"Gene expression analysis of peripheral t cell lymphoma, unspecified, reveals distinct profiles and new potential therapeutic targets","volume":"117","author":"Piccaluga","year":"2007","journal-title":"J. Clin. Invest."},{"issue":"22","key":"10.1016\/j.simpa.2026.100856_b28","doi-asserted-by":"crossref","first-page":"3321","DOI":"10.1200\/JCO.2006.09.4474","article-title":"Identification of a proliferation signature related to survival in nodal peripheral T-cell lymphomas","volume":"25","author":"Cuadros","year":"2007","journal-title":"J. Clin. Oncol."},{"issue":"1","key":"10.1016\/j.simpa.2026.100856_b29","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1002\/1097-0142(1950)3:1<32::AID-CNCR2820030106>3.0.CO;2-3","article-title":"Index for rating diagnostic tests","volume":"3","author":"Youden","year":"1950","journal-title":"Cancer"}],"container-title":["Software Impacts"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2665963826000461?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2665963826000461?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,9,15]],"date-time":"2026-09-15T21:06:34Z","timestamp":1789506394000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2665963826000461"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,9]]},"references-count":29,"alternative-id":["S2665963826000461"],"URL":"https:\/\/doi.org\/10.1016\/j.simpa.2026.100856","relation":{},"ISSN":["2665-9638"],"issn-type":[{"value":"2665-9638","type":"print"}],"subject":[],"published":{"date-parts":[[2026,9]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"stabel: An R package for variable selection and prediction in high-dimensional cross-sectional data","name":"articletitle","label":"Article Title"},{"value":"Software Impacts","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.simpa.2026.100856","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"simple-article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Author(s). Published by Elsevier B.V.","name":"copyright","label":"Copyright"}],"article-number":"100856"}}