Development and Validation of a New Clinical Prediction Model of Catheter-Related Thrombosis Based on Vascular Ultrasound Diagnosis in Cancer Patients

被引:17
作者
Liu, Binliang [1 ]
Xie, Junying [2 ]
Sun, Xiaoying [3 ]
Wang, Yanfeng [4 ]
Yuan, Zhong [5 ]
Liu, Xiyu [6 ]
Huang, Zhou [7 ]
Wang, Jiani [1 ]
Mo, Hongnan [1 ]
Yi, Zongbi [1 ]
Guan, Xiuwen [1 ]
Li, Lixi [1 ]
Wang, Wenna [1 ]
Li, Hong [8 ]
Ma, Fei [1 ]
Zeng, Yixin [9 ,10 ]
机构
[1] Chinese Acad Med Sci & Peking Union Med Coll, Natl Canc Ctr, Natl Clin Res Ctr Canc, Dept Med Oncol,Canc Hosp, Beijing, Peoples R China
[2] Canc Hosp Huanxing, Dept Management, Beijing, Peoples R China
[3] Canc Hosp Huanxing, Dept Med Oncol, Beijing, Peoples R China
[4] Chinese Acad Med Sci & Peking Union Med Coll, Natl Canc Ctr, Natl Clin Res Ctr Canc, Dept Comprehens Oncol,Canc Hosp, Beijing, Peoples R China
[5] Cent South Univ, Vasc Access Ctr, Hunan Canc Hosp, Affiliated Canc Hosp,Xiangya Sch Med, Changsha, Peoples R China
[6] Cent South Univ, Dept Lymphoma & Hematol, Hunan Canc Hosp, Affiliated Canc Hosp,Xiangya Sch Med, Changsha, Peoples R China
[7] Peking Univ, Key Lab Carcinogenesis & Translat Res, Minist Educ Beijing, Dept Radiat Oncol,Canc Hosp & Inst, Beijing, Peoples R China
[8] Capital Med Univ, Beijing Anzhen Hosp, Dept Cardiol, Beijing, Peoples R China
[9] Chinese Acad Med Sci & Peking Union Med Coll, Beijing, Peoples R China
[10] Sun Yat Sen Univ, State Key Lab Oncol South China, Canc Ctr,Collaborat Innovat Ctr Canc Med, Guangzhou, Peoples R China
来源
FRONTIERS IN CARDIOVASCULAR MEDICINE | 2020年 / 7卷
关键词
catheters; thrombosis; nomogram; risk factor; cancer; CENTRAL VENOUS CATHETERS; INSERTED CENTRAL CATHETERS; DEEP-VEIN THROMBOSIS; RISK-FACTORS; COMPLICATIONS; CHEMOTHERAPY; PREVENTION; THROMBOPROPHYLAXIS; THROMBOEMBOLISM; POPULATION;
D O I
10.3389/fcvm.2020.571227
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Central venous catheters are convenient for drug delivery and improved comfort for cancer patients, but they also cause serious complications. The most common complication is catheter-related thrombosis (CRT). Objectives: This study aimed to evaluate the incidence and risk factors for CRT in cancer patients and develop an effective prediction model for CRT in cancer patients. Methods: The development of our prediction model was based on a retrospective cohort (n = 3,131) from the National Cancer Center. Our prediction model was confirmed in a prospective cohort from the National Cancer Center (n = 685) and a retrospective cohort from the Hunan Cancer Hospital (n = 61). The predictive accuracy and discriminative ability were determined by receiver operating characteristic (ROC) curves and calibration plots. Results: Multivariate analysis demonstrated that sex, cancer type, catheter type, position of the catheter tip, chemotherapy status, and antiplatelet/anticoagulation status at baseline were independent risk factors for CRT. The area under the ROC curve of our prediction model was 0.741 (CI: 0.715-0.766) in the primary cohort and 0.754 (CI: 0.704-0.803) and 0.658 (CI: 0.470-0.845) in validation cohorts 1 and 2, respectively. The model also showed good calibration and clinical impact in the primary and validation cohorts. Conclusions: Our model is a novel prediction tool for CRT risk that accurately assigns cancer patients into high- and low-risk groups. Our model will be valuable for clinicians when making decisions regarding thromboprophylaxis.
引用
收藏
页数:13
相关论文
共 47 条
  • [1] Peripherally Inserted Central Catheters (PICCs) in Cancer Patients Under Chemotherapy: A Prospective Study on the Incidence of Complications and Overall Failures
    Bertoglio, Sergio
    Faccini, Beatrice
    Lalli, Luca
    Cafiero, Ferdinando
    Bruzzi, Paolo
    [J]. JOURNAL OF SURGICAL ONCOLOGY, 2016, 113 (06) : 708 - 714
  • [2] Thrombotic and infectious complications of central venous catheters in patients with hematological malignancies
    Boersma, R. S.
    Jie, K. -S. G.
    Verbon, A.
    van Pampus, E. C. M.
    Schouten, H. C.
    [J]. ANNALS OF ONCOLOGY, 2008, 19 (03) : 433 - 442
  • [3] Purposeful selection of variables in logistic regression
    Bursac, Zoran
    Gauss, C. Heath
    Williams, David Keith
    Hosmer, David W.
    [J]. SOURCE CODE FOR BIOLOGY AND MEDICINE, 2008, 3 (01):
  • [4] Apixaban to Prevent Venous Thromboembolism in Patients with Cancer
    Carrier, Marc
    Abou-Nassar, Karim
    Mallick, Ranjeeta
    Tagalakis, Vicky
    Shivakumar, Sudeep
    Schattner, Ariah
    Kuruvilla, Philip
    Hill, Danny
    Spadafora, Silvana
    Marquis, Katerine
    Trinkaus, Mateya
    Tomiak, Anna
    Lee, Agnes Y. Y.
    Gross, Peter L.
    Lazo-Langner, Alejandro
    El-Maraghi, Robert
    Goss, Glenwood
    Le Gal, Gregoire
    Stewart, David
    Ramsay, Timothy
    Rodger, Marc
    Witham, Debra
    Wells, Philip S.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2019, 380 (08) : 711 - 719
  • [5] Lack of Evidence to Support Thromboprophylaxis in Hospitalized Medical Patients with Cancer
    Carrier, Marc
    Khorana, Alok A.
    Moretto, Patricia
    Le Gal, Gregoire
    Karp, Rebecca
    Zwicker, Jeffrey I.
    [J]. AMERICAN JOURNAL OF MEDICINE, 2014, 127 (01) : 82 - +
  • [6] The Michigan Risk Score to predict peripherally inserted central catheter-associated thrombosis
    Chopra, V.
    Kaatz, S.
    Conlon, A.
    Paje, D.
    Grant, P. J.
    Rogers, M. A. M.
    Bernstein, S. J.
    Saint, S.
    Flanders, S. A.
    [J]. JOURNAL OF THROMBOSIS AND HAEMOSTASIS, 2017, 15 (10) : 1951 - 1962
  • [7] Risk of venous thromboembolism associated with peripherally inserted central catheters: a systematic review and meta-analysis
    Chopra, Vineet
    Anand, Sarah
    Hickner, Andy
    Buist, Michael
    Rogers, Mary A. M.
    Saint, Sanjay
    Flanders, Scott A.
    [J]. LANCET, 2013, 382 (9889) : 311 - 325
  • [8] Cancer-associated thrombosis in patients with implanted ports: a prospective multicenter French cohort study (ONCOCIP)
    Decousus, Herve
    Bourmaud, Aurelie
    Fournel, Pierre
    Bertoletti, Laurent
    Labruyere, Carine
    Presles, Emilie
    Merah, Adel
    Laporte, Silvy
    Stefani, Laetitia
    Del Piano, Francesco
    Jacquin, Jean-Philippe
    Meyer, Guy
    Chauvin, Franck
    [J]. BLOOD, 2018, 132 (07) : 707 - 716
  • [9] Prognostic relevance of an asymptomatic venous thromboembolism in patients with cancer
    Dentali, F.
    Ageno, W.
    Pierfranceschi, M. G.
    Imberti, D.
    Malato, A.
    Nitti, C.
    Salvi, A.
    Siragusa, S.
    Squizzato, A.
    Vitale, J.
    Agnelli, G.
    [J]. JOURNAL OF THROMBOSIS AND HAEMOSTASIS, 2011, 9 (05) : 1081 - 1083
  • [10] Current cancer situation in China: good or bad news from the 2018 Global Cancer Statistics?
    Feng, Rui-Mei
    Zong, Yi-Nan
    Cao, Su-Mei
    Xu, Rui-Hua
    [J]. CANCER COMMUNICATIONS, 2019, 39