scholarly journals Pemodelan Regresi Cox Proportional Hazard Pada Data Perceraian

2020 ◽  
Vol 6 (2) ◽  
pp. 49-58
Author(s):  
Haykal Abidin ◽  
Novita Eka Chandra ◽  
Mohammad Syaiful Pradana

The purpose of this research is modeling the Cox proportional hazard regression form on divorce data in Pelaihari sub-district, Tanah Laut district, South Kalimantan province. The source of the data comes from the Court Decision in Pelaihari District, Tanah Laut Regency, South Kalimantan. The data analysis technique uses software R with the steps, namely data description, Log-Rank test, checking proportional hazard assumptions, Cox regression model parameter estimation, backward selection with AIC, the best model parameter significance test, calculating Hazard ratio and interpretation of each predictor variable. Based on the results of the analysis and discussion, it was found that for the Log-Rank test, the variable survival time for domestic violence, forced marriage, lying and stories of disgrace differed significantly. While the model that meets the criteria after iteration up to 15 times is the 15th model with the smallest AIC value and p-value <0.05 with factors that significantly influence divorce in Pelaihari sub-district based on modeling results using Cox proportional Hazard regression. are the variables of cheating, gambling, domestic violence, forced marriage, lies, jealousy and disgrace story variables

2017 ◽  
Vol 1 (1) ◽  
pp. 24
Author(s):  
Gerie Amarendra ◽  
Lukman H Makmun ◽  
Dono Antono ◽  
Esthika Dewiasty

Pendahuluan. Pengaruh revaskularisasi terhadap kesintasan pasien non ST elevation myocardial infarction (NSTEMI) masih belum jelas. Waktu revaskularisasi yang optimal pada pasien NSTEMI belum ditemukan. Penelitian ini bertujuan mengetahui pengaruh revaskularisasi terhadap kesintasan pasien NSTEMI, juga mengetahui pengaruh waktu revaskularisasi terhadap kesintasan pasien NSTEMI.Metode. Penelitian dengan disain kohort retrospektif dilakukan terhadap 300 pasien non ST elevation myocardial infarction yang dirawat di RSUPNCM pada kurun waktu Desember 2006-Maret 2011. Data klinis, laboratorium, elektrokardiografi (EKG), ekokardiografi, dan angiografi koroner dikumpulkan. Pasien yang telah terhitung enam bulan setelah onset kemudian dihubungi melalui telepon untuk melihat status mortalitasnya. Perbedaan kesintasan revaskularisasi ditampilkan dalam kurva Kaplan Meier dan perbedaan kesintasan diantara dua kelompok diuji dengan Log-rank test dengan batas kemaknaan <0,05, serta analisis multivariat dengan Cox proportional hazard regression untuk menghitung adjusted hazard ratio (dan interval kepercayaan 95%) antara pasien NSTEMI yang menjalani terapi medikamentosa dan revaskularisasi terhadap kelompok medikamentosa dengan memasukkan variabel perancu.Hasil. Terdapat perbedaan kesintasan yang bermakna pada uji log rank (p<0,001) antara pasien NSTEMI yang menjalani revaskularisasi dan terapi medikamentosa saja dengan crude HR 0,19 (IK95% 0,11-0,34) dan fully adjusted HR 0,33 (IK95% 0,17-0,64). Faktor perancu yang bermakna adalah penurunan fungsi ginjal dan syok kardiogenik. Pada analisis kesintasan berdasarkan waktu revaskularisasi tidak didapatkan perbedaan kesintasan antara pasien yang menjalani revaskularisasi < 1 minggu, 1-2 minggu, 2-3 minggu, 3-4 minggu, 4-5 minggu dengan p=0,853.Simpulan. Kesintasan enam bulan pasien NSTEMI yang menjalani terapi medikamentosa dan revaskularisasi lebih baik dibandingkan dengan terapi medikamentosa saja. Tidak terdapat perbedaan kesintasan enam bulan pasien NSTEMI berdasarkan waktu revaskularisasi.


2020 ◽  
Vol 2020 ◽  
pp. 1-7
Author(s):  
Grzegorz M. Kubiak ◽  
Radosław Kwieciński ◽  
Agnieszka Ciarka ◽  
Andrzej Tukiendorf ◽  
Piotr Przybyłowski ◽  
...  

Introduction. The data assessing the impact of beta blocker (BB) medication on survival in patients after heart transplantation (HTx) are scarce and unequivocal; therefore, we investigated this population. Methods. We retrospectively analyzed the HTx Zabrze Registry of 380 consecutive patients who survived the 30-day postoperative period. Results. The percentage of patients from the entire cohort taking BBs was as follows: atenolol 24 (17%), bisoprolol 67 (49%), carvedilol 11 (8%), metoprolol 28 (20%), and nebivolol 8 (6%). The patients receiving BBs were older (56.94 ± 14.68 years vs. 52.70 ± 15.35 years, p=0.008) and experienced an onset of HTx earlier in years (11.65 ± 7.04 vs. 7.24 ± 5.78 p≤0.001). They also had higher hematocrit (0.40 ± 0.05 vs. 0.39 ± 0.05, p=0.022) and red blood cells (4.63 (106/μl) ± 0.71 vs. 4.45 (106/μl) ± 0.68, p=0.015). Survival according to BB medication did not differ among the groups (p=0.655) (log-rank test). Univariate Cox proportional hazard regression analysis revealed that the following parameters were associated with unfavorable diagnosis: serum concentration of albumin (g/l) HR: 0.87, 95% CI (0.81–0.94), p=0.0004; fibrinogen (mg/dl) HR: 1.006, 95% CI (1.002–1.008), p=0.0017; and C-reactive protein (mg/l) HR: 1.014, 95% CI (1.004–1.023), p=0.0044. Conclusions. The use of BBs in our cohort of patients after HTx was not associated with survival benefits.


Blood ◽  
2012 ◽  
Vol 120 (21) ◽  
pp. 3797-3797
Author(s):  
Koichi Takahashi ◽  
Naveen Pemmaraju ◽  
Miloslav Beran ◽  
Alfonso Quintás-Cardama ◽  
Jorge E. Cortes ◽  
...  

Abstract Abstract 3797 Background: Since the time of initial proposal of the MD Anderson Prognostic Score (MDAPS) in 2000, there has been substantial development in diagnosis and treatment for patients (pts) with CMML. MDAPS did not incorporate cytogenetic abnormalities, which is one of the most important factors of prognostication in other myeloid malignancies. Therefore, we analyzed a large cohort of patients with CMML and developed new prognostic scoring system that also incorporates cytogenetic abnormalities (named MDAPS-R). Methods: From 2003 and 2012, we identified 358 pts with diagnosis of CMML, using standards strictly defined by World Health Organization (WHO) criteria. Potential prognostic factors were identified by log-rank test. Of those, independent prognostic factors were extracted after Cox proportional hazard regression. Based on the relative strength of hazard ratio (HR), MDAPS-R was developed and was verified by log-rank test. Result: Median age of the analyzed group was 68 years (range:23–89);113 (32%) pts were female. Two hundred twenty one (62%) pts were classified as CMML-1 and 104 (29%) were CMML-2 (unknown in 33 pts). Thirty nine (11%) pts had prior exposure to chemotherapy and/or radiation therapy. Mean (± SE) white blood cell count (WBC) was 24.5 ± 1.5 (x103/μL), hemoglobin (Hb) was 10.8 ± 0.1(g/dL), platelet count (Plt) was 132 ± 7.0 (x103/μL) and bone marrow blast count (BMBL) was 6.9 ± 0.3 (%), respectively. Cytogenetics was diploid in 224 (63%) pts. Trisomy 8 was detected in 14 (4%) pts, del 20q in 12 (3.4%), -Y in 13 (3.6%), del 7q/-7 in 25 (7%), and del 5q/-5 in 10 (2.8%) pts, respectively. Complex cytogenetic abnormality was detected in 16 (4.5%) pts. Two hundred eighty (78%) pts had RAS mutation analysis and 49 (18%) had NRAS mutation while 16 (5.7%) had KRAS mutation. FLT3 alteration was tested in 297 pts (83%):3 (1%) had D835 mutation while 10 (3.4%) had ITD. JAK2 mutation was tested in 161 (45%) pts of which 19 (12%) had V617F mutation. Less commonly occurring mutations included: NPM1 (5/88 tested), c-kit (3/156), CEBPA (6/83), IDH1 (1/59), IDH2 (3/58), and DNMT3a (1/4). During the median follow up duration of 15 months (range; 1–145), 53 (15%) pts transformed to acute leukemia and 182 (51%) pts died. Median transformation free survival (TFS) and overall survival (OS) of the analyzed group was 24.9 months (range; 1–145) and 26.8 months (range; 1–145), respectively. Log-rank test identified significant covariates in association with OS that include: BMBL (<10 vs. ≥10; P = 0.024), WBC (≤10 vs. >10; P = 0.01), Hb (<12 vs. ≥12; P < 0.001), CMML subtype (CMML-1 vs. 2; P = 0.007), prior exposure to chemo and/or radiation (Yes vs. No; P < 0.001), cytogenetics (diploid vs. complex or del7q/-7 vs. others; P < 0.001), serum β2 microglobulin (β2MG) (≤4.0 vs >4.0; P < 0.001), serum LDH (≤700 vs. >700; P < 0.001), peripheral absolute lymphocyte count (ALC) (≤2.5 vs. >2.5; P < 0.001), and peripheral absolute monocyte count (≤4.0 vs. >4.0; P = 0.012). None of the molecular mutations had impact on OS. After being fitted into Cox proportional hazard regression, following covariates remained independently significant: BMBL ≥10 % (vs. <10; HR = 1.6), Hb < 12 g/dL (vs. ≥12; HR = 1.9), LDH > 700 IU/L (vs. ≤700; HR = 1.5), ALC > 2.5 × 103/μL (vs. <2.5; HR = 1.7), β2MG > 4.0 mg/L (vs. ≤ 4.0; HR = 1.6), and complex cytogenetics or del 7q/-7 (vs. diploid; HR = 2.3 and others vs. diploid; HR = 1.5). We developed MDAPS-R based on relative strength of HR in each of these above factors (1 point assigned to each of the following: BM BL '10 %, Hb<12 g/dL, LDH 700 IU/L, ALC .2.5 × 103/μL, and β2MG > 4.0 mg/L; 0 points for diploid cytogenetics, 2 points for −7/del 7q or complex cytogenetics, and 1 point for all other abnormal karyotype). Among 358 pts, 282 (79%) were evaluable for analysis via MDAPS-R. MDAPS-R stratified pts into 4 distinct prognostic groups: score 0–1 = low risk (N = 70, median OS 56 months), 2–3 = intermediate-1 risk (N = 133, median OS 28 months), 4–5 = intermediate-2 risk (N = 68, median OS 18 months), and 6–7 = high risk (N = 11, median OS 7.5 months) (P < 0.001, Figure 1A). MDAPS-R also predicted TFS in the same cohort (median TFS: low = 54, int-1 = 26, int-2 = 15, and high = 7 months, P < 0.001, Figure 1B). Conclusion: We propose a refined version of MDAPS (MDAPS-R) specifically for pts with CMML that incorporates cytogenetic abnormalities. This model may help risk-stratified decision making in CMML pts. Disclosures: No relevant conflicts of interest to declare.


2006 ◽  
Vol 16 (3) ◽  
pp. 1364-1369 ◽  
Author(s):  
L. Wong ◽  
H. T. See ◽  
H. S. Khoo-Tan ◽  
J. S. Low ◽  
W. T. Ng ◽  
...  

The role of adjuvant therapy for malignant mixed müllerian tumors of the uterus has not been established. Our aim was to review our experience with sequential adjuvant therapy using cisplatin and ifosfamide chemotherapy and radiotherapy after surgical staging. A retrospective study of 43 patients from 1995 to 2004 was undertaken. Survival was calculated using the Kaplan–Meier method and compared by the log-rank test. The Cox proportional hazard regression model was used to assess the effect of treatment on survival after adjustment for age and stage. Twenty-eight patients received adjuvant chemotherapy and 28 patients had adjuvant radiotherapy. Twenty-one patients underwent sequential adjuvant chemotherapy and radiotherapy. Tumor recurrence occurred in 14 patients at a median duration of 10 months. The overall 2- and 5-year survival was 64% and 60%, respectively. The 2- and 5-year survival for stage I and II diseases was both 95%, while the 2-year survival for stage III and IV diseases was 25%. Patients who underwent sequential adjuvant therapy had an improved survival compared with patients who did not follow the protocol (P = 0.024). Our results with sequential adjuvant therapy are encouraging and justify future randomized trials.


2020 ◽  
Vol 79 (Suppl 1) ◽  
pp. 1445.1-1445
Author(s):  
F. Girelli ◽  
A. Ariani ◽  
M. Bruschi ◽  
A. Becciolini ◽  
L. Gardelli ◽  
...  

Background:The available biosimilars of etanercept are as effective and well tolerated as their bio originator molecule in the naive treatment of chronic autoimmune arthritis. More data about the switching from the bio originator are needed.Objectives:To compare the clinical outcomes of the treatment with etanercept biosimilars (SB4 and GP2015) naïve and after the switch from their corresponding originator in patients affected by autoimmune arthritis in a real life settingMethods:We retrospectively analyzed the baseline characteristics and the retention rate in a cohort of patients who received at least a course of etanercept (originator or biosimilar) in our Rheumatology Units from January 2000 to January 2020. We stratified the study population according to biosimilar use. Descriptive data are presented by medians (interquartile range [IQR]) for continuous data or as numbers (percentages) for categorical data. Drug survival distribution curves were computed by the Kaplan-Meier method and compared by a stratified log-rank test. A Cox proportional hazards regression analysis stratified by indication, drug, age, disease duration, sex, treatment line, biosimilar use and prescription year was performed. P values≤0.05 were considered statistically significant.Results:477 patients (65% female, median age 56 [46-75] years, median disease duration 97 [40.25-178.75] months) treated with etanercept were included in the analysis. 257 (53.9%) were affect by rheumatoid arthritis, 139 (29.1%) by psoriatic arthritis, and 81 (17%) by axial spondylarthritis. 298 (62.5%) were treated with etanercept originator, 97 (20.3%) with SB4, and 82 (17.2%) with GP2015. Among the biosimilars 90/179 (50.3%) patients were naïve to etanercept treatment. Among the 89 switchers we observed 8 treatment discontinuations: one due to surgical infection complication, three due to disease flare, two due to subjective worsening and one due to remission. The overall 6- and 12-month retentions rate were 92.8% and 80.2%. The 6- and 12-month retention rate for etanercept, SB4 and GP2015 were 92.7%, 93.4% and 90.2%, and 82%, 74.5% and 88.1% respectively, without significant differences among the three groups (p=0.374). Patients switching from originator to biosimilars showed and overall higher treatment survival when compared to naive (12-month retention rate 81.2% vs 70.8%, p=0.036). The Cox proportional hazard regression analysis highlighted that the only predictor significantly associated with an overall higher risk of treatment discontinuation was the year of prescription (HR 1.08, 95% CI 1.04 to 1.13; p<0.0001).Conclusion:In our retrospective study etanercept originator and its biosimilars (SB4 and GP2015) showed the same effectiveness. Patients switching from originator to biosimilar showed an significant higher retention rate when compared to naive. The only predictor of treatment discontinuation highlighted by the Cox proportional hazard regression analysis was the year of treatment prescription.Disclosure of Interests:Francesco Girelli: None declared, Alarico Ariani: None declared, Marco Bruschi: None declared, Andrea Becciolini Speakers bureau: Sanofi-Genzyme, UCB and AbbVie, Lucia Gardelli: None declared, Maurizio Nizzoli: None declared


2021 ◽  
pp. 1-7
Author(s):  
Shouliang Hu ◽  
Dan Wang ◽  
Tean Ma ◽  
Fanli Yuan ◽  
Yong Zhang ◽  
...  

<b><i>Background:</i></b> Inflammation appears to be at the biological core of arteriovenous fistula (AVF) dysfunction, and the occurrence of AVF dysfunction is related to high death and disability in hemodialysis (HD) patients. Despite several studies on the correlations between AVF dysfunction and inflammatory indicators, how AVF dysfunction is related to the monocyte-to-lymphocyte ratio (MLR) is much unclear. We hypothesize that preoperative MLR is associated with AVF dysfunction in Chinese HD patients. <b><i>Methods:</i></b> In this single-center retrospective cohort study, totally 769 adult HD patients with a new AVF created between 2011 and 2019 were included. Association of preoperative MLR with AVF dysfunction (thrombosis or decrease of normal vessel diameter by &#x3e;50%, requiring either surgical revision or percutaneous transluminal angioplasty) was assessed by multivariable Cox proportional hazard regression. <b><i>Results:</i></b> The patients were aged 55.8 ± 12.2 years and were mostly males (55%). During the average 32-month follow-up (maximum 119 months), 223 (29.0%) patients had permanent vascular access dysfunction. In adjusted multivariable Cox proportional hazard regression analyses, the risk of AVF dysfunction was 4.32 times higher with 1 unit increase in MLR (hazard ratio [HR]: 5.32; 95% confidence interval [CI]: 3.1–9.11). Compared with patients with MLR &#x3c;0.28, HRs associated with an MLR of 0.28–0.41 and ≥0.41 are 1.54 (95% CI: 1.02–2.32) and 3.17 (2.18–4.62), respectively. <b><i>Conclusions:</i></b> A higher preoperative MLR is independently connected with a severer risk of AVF dysfunction in HD patients. Its clinical value should be determined in the future.


2019 ◽  
Vol 8 (1) ◽  
pp. 93-105
Author(s):  
Eri Setiani ◽  
Sudarno Sudarno ◽  
Rukun Santoso

Cox proportional hazard regression is a regression model that is often used in survival analysis. Survival analysis is phrase used to describe analysis of data in the form of times from a well-defined time origin until occurrence of some particular even or end-point. In analysis survival sometimes ties are found, namely there are two or more individual that have together event. This study aims to apply Cox model on ties event using two methods, Breslow and Efron and determine factors that affect survival of stroke patients in Tugurejo Hospital Semarang. Dependent variable in this study is length of stay, then independent variables are gender, age, type of stroke, history of hypertension, systolic blood pressure, diastolic blood pressure, blood sugar levels, and BMI. The two methods give different result, Breslow has four significant variables there are type of stroke, history of hypertension, systolic blood pressure, and diastolic blood pressure, while Efron contains five significant variables such as type of stroke, history of hypertension, systolic blood pressure, diastolic blood pressure and blood sugar levels. From the smallest AIC criteria obtained the best Cox proportional hazard regression model is Efron method. Keywords: Stroke, Cox Proportional Hazard Regression model, Breslow method, Efron method.


2021 ◽  
Vol 21 (1) ◽  
Author(s):  
ZURNILA MARLI KESUMA ◽  
HIZIR SOFYAN ◽  
LATIFAH RAHAYU ◽  
WARDATUL JANNAH

Tuberculosis (TB) is an infectious disease which is one of the biggest health problems in the world, including Indonesia. The government, through the National Tuberculosis Control program, has made various efforts to control tuberculosis. However, this problem was exacerbated by the dramatic increase in the incidence of tuberculosis. This study aimed to determine the Cox proportional hazard regression model and the factors that affect the cure rate of TB patients. We used medical record data for inpatient TB patients for the period July-December 2017 at dr. Zainoel Abidin Hospital. The results showed that with α = 0.1, the factors that influenced the recovery of TB patients were the type of cough, the symptoms of bloody cough and symptoms of sweating at night.  There were 33.93% of patients who did not work. This category included students, domestic helpers, and those who did not work until they suffered from tuberculosis and were treated at dr. Zainoel Abidin Hospital. The hazard ratio (failure ratio) showed that the tendency or cure rate for TB patients who did not experience cough symptoms was 70% greater than patients who experienced phlegm cough symptoms. The cure rate for TB patients who experienced coughing up blood symptoms was 53% greater than patients without these symptoms. The cure rate for TB patients who experienced  symptoms of sweating at night was 54% greater than patients who did not sweat at night.


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