Testing and Visualization of Associations in Three-Way Contingency Tables: A Study of the Gender Gap in Patients with Type 1 Diabetes and Cardiovascular Complications

被引:0
|
作者
Lombardo, Rosaria [1 ]
Beh, Eric J. [2 ,3 ]
Prattichizzo, Francesco [4 ]
Lucisano, Giuseppe [5 ]
Nicolucci, Antonio [5 ]
Eliasson, Bjorn [6 ]
Carlsen, Hanne Krage [7 ]
La Grotta, Rosalba [4 ]
Pellegrini, Valeria [4 ]
Ceriello, Antonio [4 ]
机构
[1] Univ Campania Luigi Vanvitelli, Dept Econ, I-81043 Capua, CE, Italy
[2] Univ Wollongong, Natl Inst Appl Stat Res Australia NIASRA, Wollongong, NSW 2522, Australia
[3] Stellenbosch Univ, Ctr Multidimens Data Visualisat MuViSU, ZA-7602 Stellenbosch, South Africa
[4] IRCCS Multimed, I-20138 Milan, Italy
[5] Ctr Outcomes Res & Clin Epidemiol, CORESEARCH, I-65122 Pescara, Italy
[6] Sahlgrens Univ Hosp, Dept Med, S-41345 Gothenburg, Sweden
[7] Ctr Registers Reg Vastra Gotaland, Gothenburg, Sweden
关键词
cardiovascular complication; Pearson's three-way chi-squared statistic; partitioning; three-way correspondence analysis; 3-MODE; CORE; RISK;
D O I
10.3390/math12142186
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Using data from the Swedish National Diabetes Register, this study examines the gender disparity among patients with type 1 diabetes who have experienced a specific cardiovascular complication, while exploring the association between their weight variability, age group, and gender. Fourteen cardiovascular complications have been considered. This analysis is conducted using three-way correspondence analysis (CA), which allows for the partitioning and decomposition of Pearson's three-way chi-squared statistic. The dataset comprises information organized in a data cube, detailing how weight variability among these patients correlates with a cardiovascular complication, age group, and gender. The three-way CA method presented in this paper allows one to assess the statistical significance of the association between these variables and to visualize this association, highlighting the gender gap among these patients. From this analysis, we find that the association between weight variability, age group, and gender varies among different types of cardiovascular complications.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Power analysis of independence testing for three-way contingency tables of small sizes
    Sulewski, Piotr
    JOURNAL OF APPLIED STATISTICS, 2018, 45 (13) : 2481 - 2498
  • [2] Associations of Microvascular Complications With the Risk of Cardiovascular Disease in Type 1 Diabetes
    Gubitosi-Klug, Rose
    Gao, Xiaoyu
    Pop-Busui, Rodica
    de Boer, Ian H.
    White, Neill
    Aiello, Lloyd P.
    Miller, Ryan
    Palmer, Jerry
    Tamborlane, William
    Wallia, Amisha
    Kosiborod, Mikhail
    Lachin, John M.
    Bebu, Ionut
    DIABETES CARE, 2021, 44 (07) : 1499 - 1505
  • [3] Associations between Skin Autofluorescence Levels with Cardiovascular Risk and Diabetes Complications in Patients with Type 2 Diabetes
    Reurean-Pintilei, Delia
    Pantea Stoian, Anca
    Salmen, Teodor
    Stoica, Roxana-Adriana
    Mititelu-Tartau, Liliana
    Lazar, Sandra
    Timar, Bogdan
    BIOMEDICINES, 2024, 12 (04)
  • [4] Associations of Chronic Diabetes Complications and Cardiovascular Risk with the Risk of Obstructive Sleep Apnea in Patients with Type 2 Diabetes
    Timofticiuc, Diana Cristina Protasiewicz
    Vladu, Ionela Mihaela
    Stefan, Adela-Gabriela
    Clenciu, Diana
    Mitrea, Adina
    Padureanu, Vlad
    Efrem, Ion Cristian
    Diaconu, Ileana-Diana
    Turcu, Adina
    Tenea-Cojan, Tiberiu Stefanita
    Hancu, Anca Mihaela
    Fortofoiu, Maria
    Munteanu, Oana Mirea
    Mota, Maria
    JOURNAL OF CLINICAL MEDICINE, 2022, 11 (15)
  • [5] Treatment with insulin analogs and prevalence of cardiovascular complications in patients with type 1 diabetes
    Hasslacher, Christoph
    Bermejo, Justo Lorenzo
    THERAPEUTIC ADVANCES IN ENDOCRINOLOGY AND METABOLISM, 2017, 8 (11) : 149 - 157
  • [6] Associations of mortality and diabetes complications in patients with type 1 and type 2 diabetes -: Early Treatment Diabetic Retinopathy Study Report no. 27
    Cusick, M
    Meleth, AD
    Agrón, E
    Fisher, MR
    Reed, GF
    Knatterud, GL
    Barton, FB
    Davis, MD
    Ferris, FL
    Chew, EY
    DIABETES CARE, 2005, 28 (03) : 617 - 625
  • [7] Associations of the obesity gene FTO variant with complications and comorbidities in patients with type 1 diabetes
    Slominski, Bartosz
    Skrzypkowska, Maria
    Mysliwiec, Malgorzata
    Trzonkowski, Piotr
    DIABETES RESEARCH AND CLINICAL PRACTICE, 2024, 211
  • [8] Gender differences in cardiovascular disease risk factors, treatments and complications in patients with type 2 diabetes: the RIACE Italian multicentre study
    Penno, G.
    Solini, A.
    Bonora, E.
    Fondelli, C.
    Orsi, E.
    Zerbini, G.
    Trevisan, R.
    Vedovato, M.
    Gruden, G.
    Laviola, L.
    Nicolucci, A.
    Pugliese, G.
    JOURNAL OF INTERNAL MEDICINE, 2013, 274 (02) : 176 - 191
  • [9] Adult Stature and Diabetes Complications in Patients With Type 1 Diabetes The FinnDiane Study and the Diabetes Control and Complications Trial
    Waden, Johan
    Forsblom, Carol
    Thorn, Lena M.
    Saraheimo, Markku
    Rosengard-Barlund, Milla
    Heikkila, Outi
    Hietala, Kustaa
    Ong, Ken
    Wareham, Nicholas
    Groop, Per-Henrik
    DIABETES, 2009, 58 (08) : 1914 - 1920
  • [10] Osteoprotegerin is increased in patients with type 1 diabetes and vascular complications and predicts cardiovascular mortality
    Soro-Paavonen, A.
    Gordin, D.
    Forsblom, C.
    Rosengard-Barlund, M.
    Waden, J.
    Thorn, L.
    Sandholm, N.
    Bjerre, M.
    Flyvbjerg, A.
    Thomas, M.
    Groop, P. -H.
    DIABETOLOGIA, 2011, 54 : S57 - S57