{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,11,4]],"date-time":"2026-11-04T02:48:13Z","timestamp":1793760493990,"version":"4.6.1"},"reference-count":40,"publisher":"Wiley","issue":"7","license":[{"start":{"date-parts":[[2024,4,1]],"date-time":"2024-04-01T00:00:00Z","timestamp":1711929600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Cancer Medicine"],"published-print":{"date-parts":[[2024,4]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:sec><jats:title>Background<\/jats:title><jats:p>Serum iron, an essential component of hemoglobin (Hb) synthesis in\u00a0vivo, is a crucial parameter for evaluating the body's iron storage and metabolism capacity. Iron deficiency leads to reduced Hb synthesis in red blood cells and smaller red blood cell volume, ultimately resulting in iron\u2010deficiency anemia. Although serum iron cannot independently evaluate iron storage or metabolism ability, it can reflect iron concentration in\u00a0vivo and serve as a good predictor of iron\u2010deficiency anemia. Therefore, exploring the influence of different serum iron levels on anemia and diagnosing and treating iron deficiency in the early stages is of great significance for patients with lung cancer.<\/jats:p><\/jats:sec><jats:sec><jats:title>Aim<\/jats:title><jats:p>This study aims to explore the related factors of cancer\u2010related anemia (CRA) in lung cancer and construct a nomogram prediction model to evaluate the risk of CRA in patients with different serum iron levels.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>A single\u2010center retrospective cohort study was conducted, including 1610 patients with lung cancer, of whom 1040 had CRA. The relationship between CRA and its influencing factors was analyzed using multiple linear regression models. Lung cancer patients were divided into two groups according to their serum iron levels: decreased serum iron and normal serum iron. Each group was randomly divided into a training cohort and a validation cohort at a ratio of 7:3. The influencing factors were screened by univariate and multivariate logistic regression analyses, and nomogram models were constructed. The area under the receiver operating characteristic (ROC) curve, calibration curve, and decision curve analysis (DCA) were used to evaluate the models.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>CRA in lung cancer is mainly related to surgery, chemotherapy, Karnofsky Performance Status (KPS) score, serum iron, C\u2010reactive protein (CRP), albumin, and total cholesterol (<jats:italic>p<\/jats:italic>\u2009&lt;\u20090.05). CRA in lung cancer patients with decreased serum iron is primarily associated with albumin, age, and cancer staging, while CRA in lung cancer patients with normal serum iron is mainly related to CRP, albumin, total cholesterol, and cancer staging. The area under the ROC curve of the training cohort and validation cohort for the prediction model of lung cancer patients with decreased serum iron was 0.758 and 0.760, respectively. Similarly, the area under the ROC curve of the training cohort and validation cohort for the prediction model of lung cancer patients with normal serum iron was 0.715 and 0.730, respectively. The calibration curves of both prediction models were around the ideal 45\u00b0 line, suggesting good discrimination and calibration. DCA showed that the nomograms had good clinical utility.<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusion<\/jats:title><jats:p>Both models have good reliability and validity and have significant clinical value. They can help doctors better assess the risk of developing CRA in lung cancer patients. CRP is a risk factor for CRA in lung cancer patients with normal serum iron but not in patients with decreased serum iron. Therefore, whether CRP and the inflammatory state represented by CRP will further aggravate the decrease in serum iron levels, thus contributing to anemia, warrants further study.<\/jats:p><\/jats:sec>","DOI":"10.1002\/cam4.7147","type":"journal-article","created":{"date-parts":[[2024,4,2]],"date-time":"2024-04-02T06:33:49Z","timestamp":1712039629000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Analysis of related factors of CRA in lung cancer patients with different serum iron levels: A retrospective cohort study"],"prefix":"10.1002","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1496-9221","authenticated-orcid":false,"given":"Quan\u2010yao","family":"Li","sequence":"first","affiliation":[{"name":"Yueyang Hospital of Integrated Traditional Chinese and Western Medicine Affiliated to Shanghai University of Traditional Chinese Medicine  Shanghai China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wen\u2010xiao","family":"Yang","sequence":"additional","affiliation":[{"name":"Yueyang Hospital of Integrated Traditional Chinese and Western Medicine Affiliated to Shanghai University of Traditional Chinese Medicine  Shanghai China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hui","family":"Liu","sequence":"additional","affiliation":[{"name":"Yueyang Hospital of Integrated Traditional Chinese and Western Medicine Affiliated to Shanghai University of Traditional Chinese Medicine  Shanghai China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jia\u2010lin","family":"Yao","sequence":"additional","affiliation":[{"name":"Yueyang Hospital of Integrated Traditional Chinese and Western Medicine Affiliated to Shanghai University of Traditional Chinese Medicine  Shanghai China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qin","family":"Wang","sequence":"additional","affiliation":[{"name":"Yueyang Hospital of Integrated Traditional Chinese and Western Medicine Affiliated to Shanghai University of Traditional Chinese Medicine  Shanghai China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dan","family":"Lin","sequence":"additional","affiliation":[{"name":"Yueyang Hospital of Integrated Traditional Chinese and Western Medicine Affiliated to Shanghai University of Traditional Chinese Medicine  Shanghai China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jun","family":"Shi","sequence":"additional","affiliation":[{"name":"Department of Traditional Chinese Medicine Shanghai Fourth People's Hospital Affiliated to Tongji University of Medicine  Shanghai China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2024,4]]},"reference":[{"key":"e_1_2_12_2_1","doi-asserted-by":"publisher","DOI":"10.3322\/caac.21660"},{"key":"e_1_2_12_3_1","first-page":"387","article-title":"Improving survival in lung cancer: commitment of the lung ambition Alliance","volume":"25","author":"Scagliotti G","year":"2019","journal-title":"Am J Manag Care"},{"key":"e_1_2_12_4_1","doi-asserted-by":"publisher","DOI":"10.3322\/caac.21338"},{"key":"e_1_2_12_5_1","doi-asserted-by":"publisher","DOI":"10.3892\/mco.2021.2221"},{"key":"e_1_2_12_6_1","doi-asserted-by":"publisher","DOI":"10.2146\/ajhp060601"},{"key":"e_1_2_12_7_1","doi-asserted-by":"publisher","DOI":"10.1186\/s12943-019-1089-9"},{"issue":"10","key":"e_1_2_12_8_1","first-page":"640","article-title":"Workup of anemia in cancer","volume":"18","author":"Anand S","year":"2020","journal-title":"Clin Adv Hematol Oncol"},{"key":"e_1_2_12_9_1","doi-asserted-by":"publisher","DOI":"10.2217\/fon.11.24"},{"issue":"11","key":"e_1_2_12_10_1","first-page":"1500","article-title":"Correlation analysis of lung cancer and anemia","volume":"40","author":"Xu SL","year":"2020","journal-title":"J Shanghai Jiao Tong Univ"},{"key":"e_1_2_12_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.amjmed.2003.12.008"},{"key":"e_1_2_12_12_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00508-015-0842-3"},{"key":"e_1_2_12_13_1","volume-title":"Clinical Practice Guidelines of the Chinese Society of Clinical Oncology (CSCO)","year":"2022"},{"key":"e_1_2_12_14_1","first-page":"4","volume-title":"Diagnosis and Efficacy Criteria for Hematological Diseases","author":"Shen T","year":"2018"},{"key":"e_1_2_12_15_1","doi-asserted-by":"publisher","DOI":"10.1186\/1749-8090-8-106"},{"key":"e_1_2_12_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/s0167-8140(98)00024-3"},{"key":"e_1_2_12_17_1","doi-asserted-by":"publisher","DOI":"10.1182\/blood-2005-01-0160"},{"key":"e_1_2_12_18_1","doi-asserted-by":"publisher","DOI":"10.3389\/fphys.2018.01294"},{"key":"e_1_2_12_19_1","doi-asserted-by":"publisher","DOI":"10.1002\/ajh.24820"},{"key":"e_1_2_12_20_1","doi-asserted-by":"publisher","DOI":"10.18632\/oncotarget.5658"},{"issue":"7","key":"e_1_2_12_21_1","first-page":"1123","article-title":"Diagnostic value of iron metabolism index determination in chronic disease anemia[J]","volume":"7","author":"Hu K","year":"2007","journal-title":"Chinese Trop Med"},{"key":"e_1_2_12_22_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00404-020-05509-2"},{"key":"e_1_2_12_23_1","doi-asserted-by":"publisher","DOI":"10.4103\/njcp.njcp_197_19"},{"key":"e_1_2_12_24_1","doi-asserted-by":"publisher","DOI":"10.1080\/01635581.2019.1658794"},{"issue":"33","key":"e_1_2_12_25_1","first-page":"18","article-title":"Effect of iron fumarate particles combined with spleen and blood particles on ferritin, serum iron and hemoglobin in children with iron deficiency anemia","volume":"16","author":"Li QR","year":"2021","journal-title":"China Prac Med"},{"key":"e_1_2_12_26_1","volume-title":"Abnormal Changes of Iron Metabolism in Primary Lung Cancer and Correlation with Prognosis","author":"Li YM","year":"2016"},{"issue":"3","key":"e_1_2_12_27_1","first-page":"536","article-title":"Clinical features and prognosis analysis of 1288 primary lung cancer","volume":"37","author":"Qin YQ","year":"2016","journal-title":"Jilin Medical"},{"key":"e_1_2_12_28_1","volume-title":"A Retrospective Clinical Study of Tumor\u2010Related Anemia","author":"Li XJ","year":"2021"},{"issue":"16","key":"e_1_2_12_29_1","first-page":"2956","article-title":"Factors associated with anemia in patients with non\u2010small cell lung cancer","volume":"26","author":"Lin BH","year":"2010","journal-title":"J Prac Med"},{"key":"e_1_2_12_30_1","volume-title":"Risk Factors and Survival Analysis of Tumor\u2010Related Anemia in Patients with Lung Adenocarcinoma","author":"Xing X","year":"2021"},{"key":"e_1_2_12_31_1","volume-title":"Study of Preoperative Systemic Inflammatory Response Index (SIRI) and Prognosis Evaluation Value of Colon Cancer","author":"He TH","year":"2022"},{"issue":"6","key":"e_1_2_12_32_1","first-page":"529","article-title":"Etiological diagnosis of iron deficiency anemia","volume":"20","author":"Wang W","year":"2021","journal-title":"Diag Theory Prac"},{"issue":"9","key":"e_1_2_12_33_1","first-page":"718","article-title":"Epidemiological investigation of the incidence and current treatment of tumor\u2010related anaemia in China","volume":"28","author":"Song ZB","year":"2019","journal-title":"Tumor in China"},{"key":"e_1_2_12_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cca.2014.04.011"},{"issue":"5","key":"e_1_2_12_35_1","first-page":"439","article-title":"Anemia in lung cancer patients","volume":"92","author":"M\u00e9ric JB","year":"2005","journal-title":"Bull Cancer"},{"key":"e_1_2_12_36_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-018-0205-5"},{"key":"e_1_2_12_37_1","volume-title":"Detection of Serum Iron and Serum Ferritin Levels in Lung Cancer Patients and their Clinical Significance","author":"Cheng SJ","year":"2017"},{"key":"e_1_2_12_38_1","doi-asserted-by":"publisher","DOI":"10.1101\/cshperspect.a011668"},{"key":"e_1_2_12_39_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmet.2012.03.018"},{"key":"e_1_2_12_40_1","doi-asserted-by":"publisher","DOI":"10.1586\/ehm.10.1"},{"key":"e_1_2_12_41_1","doi-asserted-by":"publisher","DOI":"10.1097\/MD.0000000000003150"}],"container-title":["Cancer Medicine"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/cam4.7147","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,21]],"date-time":"2024-05-21T09:15:11Z","timestamp":1716282911000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1002\/cam4.7147"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,4]]},"references-count":40,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2024,4]]}},"alternative-id":["10.1002\/cam4.7147"],"URL":"https:\/\/doi.org\/10.1002\/cam4.7147","archive":["Portico"],"relation":{},"ISSN":["2045-7634","2045-7634"],"issn-type":[{"value":"2045-7634","type":"print"},{"value":"2045-7634","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,4]]},"assertion":[{"value":"2023-10-10","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-03-17","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-04-01","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"e7147"}}