A Data Science Approach for Early-Stage Prediction of Patient’s Susceptibility to Acute Side Effects of Advanced Radiotherapy

Author(s):  
Mahmoud Aldraimli ◽  
Daniele Soria ◽  
Diana Grishchuck ◽  
Samuel Ingram ◽  
Robert Lyon ◽  
...  
2021 ◽  
Vol 11 (1) ◽  
Author(s):  
I. Hadi ◽  
A. Schummer ◽  
M. Dreyling ◽  
C. Eze ◽  
R. Bodensohn ◽  
...  

AbstractTo analyze the effectiveness and toxicities of radiotherapy in indolent non-Hodgkin’s lymphoma (iNHL) patients treated in our institution. Patients with iNHL treated with radiotherapy between 1999 and 2016 were included. The primary endpoint was progression-free survival (PFS). Secondary endpoints were local control (LC), overall survival (OS) and toxicities. PFS, LC, and OS were analyzed using Kaplan–Meier method. Log-rank test was used to investigate the differences between subgroups. Cox proportional hazard model was used for univariate continuous analysis. Seventy-five patients were identified in our institutional database between 1999 and 2016. Fifty-eight (77.3%) had stage I after Ann-Arbor and 17 patients (22.7%) had stage II. The median follow-up was 87 months (95% CI 72–102 months). Median single dose per fraction was 2.0 Gy (range 1.5–2 Gy) and median total dose was 30.6 Gy (range 16–45 Gy). Radiotherapy was performed in 2D (n = 10; 13.3%), 3D (n = 63; 84.0%) and VMAT (n = 2; 2.7%) techniques, respectively. The median PFS was 14.0 years (95% CI 8.3–19.7 years). The estimated PFS after 5 and 10 years were 73.0% and 65.5% in Kaplan–Meier analysis, respectively. The 5- and 10-year LC were 94.9% and 92.3%, respectively. The 5- and 10-year OS were 88.6% and 73.9%. In univariate analyses of PFS, younger patients (≤ 60 years old) had significantly superior PFS to those older than 60 years old (5-year PFS 81.9% vs. 65.1%, p = 0.021). Dose escalation > 36.0 Gy had no prognostic influence in term of PFS (p = 0.425). Extranodal involvement, stage and histology had no prognostic impact on PFS. Depending on the site of lymphomas, the most common acute side effects were: dermatitis CTCAE° I–II (8.0%), xerostomia CTC° I (8.0%), cataract CTC° I (12.0%) and dry eyes CTC° I–II (14.6%). No adverse event CTC° III was reported. Most acute side effects recovered at 3 to 6 months after radiotherapy except for CTC° I cataract and xerostomia. Local Radiotherapy was highly effective for treatment of early stage iNHL with no serious side effects in our cohort. The most acute CTCAE° I–II side effects recovered 3 to 6 months later. Technique advances seem to have further improved effectiveness and tolerability of radiotherapy.Trial registration: Local ethics committee of Ludwig-Maximilian-University (LMU) Munich approved this retrospective analysis on the May 7th, 2019 (Nr. 19–137).


2021 ◽  
Author(s):  
Indrawati Hadi ◽  
Anne Schummer ◽  
Martin Dreyling ◽  
Chukwuka Eze ◽  
Raphael Bodensohn ◽  
...  

Abstract Purpose To analyze the effectiveness and toxicities of radiotherapy in indolent non-Hodgkin's lymphoma (iNHL) patients treated in our institution. Material and Methods Patients with iNHL treated with radiotherapy between 1999 and 2016 were included. The primary endpoint was progression-free survival (PFS). Secondary endpoints were local control (LC), overall survival (OS) and toxicities. PFS, LC, and OS were analyzed using Kaplan-Meier method. Log-rank test was used to investigate the differences between subgroups. Cox proportional hazard model was used for univariate continuous analysis.Results Seventy-five patients were identified in our institutional database between 1999 and 2016. Fifty-eight (77.3%) had stage I after Ann-Arbor and 17 patients (22.7%) had stage II. The median follow-up was 87 months (95%-CI: 72 – 102 months). Median single dose per fraction was 2.0 Gy (range, 1.5 – 2 Gy) and median total dose was 30.6 Gy (range, 16 – 45 Gy). Radiotherapy was performed in 2D (n = 10; 13.3%), 3D (n = 63; 84.0%) and VMAT (n = 2; 2.7%) techniques, respectively. The median PFS was 14.0 years (95%-CI: 8.3 – 19.7 years). The estimated PFS after 5 and 10 years were 73.0% and 65.5% in Kaplan-Meier analysis, respectively. The 5- and 10- year LC were 94.9% and 92.3%, respectively. The 5- and 10-year OS were 88.6% and 73.9%. In univariate analyses of PFS, younger patients (≤ 60 years old) had significantly superior PFS to those older than 60 years old (5-year PFS 81.9% vs. 65.1%, p= 0.021). Dose escalation >36.0Gy had no prognostic influence in term of PFS (p= 0.543). Extranodal involvement, stage and histology had no prognostic impact on PFS. Depending on the site of lymphomas, the most common acute side effects were: dermatitis CTCAE °I - II (8.0%), xerostomia CTC °I (8.0%), cataract CTC °I (12.0%) and dry eyes CTC °I - II (14.6%). No adverse event CTC° III was reported. Most acute side effects recovered at 3 to 6 months after radiotherapy except for CTC °I cataract and xerostomia. Conclusion Local Radiotherapy was highly effective for treatment of early stage iNHL with no serious side effects in our cohort. The most acute CTCAE °I – II side effects recovered 3 to 6 months later. Technique advances seem to have further improved effectiveness and tolerability of radiotherapy. Trial registration: Local ethics committee of Ludwig-Maximilian-University (LMU) Munich approved this retrospective analysis on the May 7th, 2019 (Nr. 19-137).


1994 ◽  
Vol 33 (4) ◽  
pp. 409-413 ◽  
Author(s):  
Olav Dahl ◽  
Arild Horn ◽  
Olav Mella

2021 ◽  
Vol 5 (01) ◽  
pp. 29-32
Author(s):  
Joko Sapto Pramono ◽  
Nilam Noorma ◽  
Andi Lis Arming Gandini ◽  
Sopia Fitriani

Pulmonary tuberculosis treatment causes various side effects including nausea and vomiting, itching, vision problems, and anemia. Drug side effects in the early stages are one of the causes of non-adherence to complete treatment. The purpose of this study was to analyze the effect of the side effects Tuberculosis treatment in the early stages on treatment compliance for tuberculosis patients. This study used a cross sectional design. Samples were taken as many as 71 respondents, the instruments used were side effects of early-stage tuberculosis treatment and compliance with tuberculosis treatment in tuberculosis patients from the Morisky Medication Adherence Scale (MMAS). The results of the study found 97.7% adherent and 2.3% non-adherent, 39.5% mild side effects and 60.5% severe side effects. Chi-square test showed that no significant difference between the side effects of TB treatment in the early stages of tuberculosis treatment compliance in patients p = 0.669 at significant level of 95% (α = 0.05). There was no effect between the side effects of Tuberculosis treatment in the early stages of treatment compliance for Tuberculosis patients. It was recommended that health workers continue to monitor the side effects of tuberculosis treatment and provide motivation to carry out treatment completely. Keywords: side effects; early stage; treatment; pulmonary tuberculosis; compliance


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