Comparative analysis of hypofractionated vs.
conventional radiation therapy with concurrent chemotherapy in advanced
inoperable non-small cell lung cancer: a retrospective study
Shambodeep Chatterjee 1*, Arnab Roy 1, SK Rahamatulla 1,
Tapas Maji 2
1 Department of Radiation Oncology,
Malda Medical College and Hospital, Singatala Uma Roy Sarani, Malda West Bengal
732101, India
2 Department of Radiotherapy, Chittaranjan
National Cancer Institute (CNCI), 37, Shyama Prasad Mukherjee Rd, Bakul Bagan,
Bhowanipore, Kolkata, West Bengal, 700026, India
Corresponding Authors: Shambodeep
Chatterjee
* Email: drshambodeepchatterjee@gmail.com
Abstract
Introduction: Traditional fractionated radiation therapy is
commonly used for patients with inoperable stage III non-small cell lung
cancer. This study hypothesizes that accelerated hypofractionated radiotherapy
could offer comparable effectiveness without increasing toxicity risks.
Materials and methods: This retrospective analysis included patients diagnosed with stage III
non-small cell lung cancer between January and September 2020 who were
medically or surgically inoperable, free of metastatic disease and did not
receive simultaneous chemotherapy. Two treatment arms were compared: Arm A
received hypofractionated radiotherapy (55Gy in 20 fractions), and Arm B
received conventional fractionation (60Gy in 30 fractions). Both groups adhered
to specific dose constraints for critical organs, including the spinal cord,
esophagus, heart, and lungs.
Results: The study cohort consisted mainly of individuals aged 56 to 60 years,
with a significant smoking history in both groups. The most common symptoms
were cough, chest pain, and respiratory distress. Lesions were predominantly
located in the right and left upper lobes, and adenocarcinoma was the most
common histology. Despite similar performance status, differences in tumour and
nodal staging affected treatment response and toxicity profiles. Acute
toxicities were comparable across both treatment regimens.
Conclusion: Hypofractionated radiotherapy may be a viable treatment option for
patients with inoperable stage III non-small cell lung cancer, especially those
with limited performance status. These findings support the need for further
research to explore the potential benefits of advanced radiation techniques in
this patient population.
Keywords: Accelerated
radiotherapy, Lung cancer, Non-small cell lung cancer, Hypofractionated
radiotherapy
Introduction
The
most lethal cancer type which kills more people than any other cancer worldwide
causing about 1.4 million deaths each year is Lung cancer (1). Many studies on
different groups in India show that lung cancer is common in the country. This
disease has a significant impact on cancer sickness and death in India
(2-4). While lung cancer deaths are
going down around the world because fewer people smoke, it seems to be getting
more common in India (5, 6). In the year 2012, the Indian Council of Medical
Research cancer registry reported 57,795 new lung cancer cases. They think this
number will go up to 67,000 new cases a year by 2020 (5). The high death rate
from this disease shows it's a significant health problem that needs attention.
Only non-small cell lung cancer (NSCLC) accounts for about 80% of the cases.
Doctors recommend daily radiation therapy for patients who can't have surgery
due to medical reasons. The Radiation Therapy Oncology Group (RTOG) having
7,310 trials (7, 8) shaped this regimen. It involves giving a total radiation
dose of 60 Gy split into 2 Gy portions per session.
In
India, lung cancer is still a big health problem. Many patients find out they
have it when it's already at a late stage - about 86% of cases. Of these around
29% are advanced cases (9), advanced lung cancer includes different types and
often means the same thing as stage III lung cancer (10). Right now, we can't
cure advanced or metastatic NSCLC (11). This shows we need better ways to
screen for and spot lung cancer. If we want to cure it with surgery we must
catch it sooner. Even though the numbers look bad, there's some good news.
Almost a third of patients with advanced lung cancer might be able to have
surgery. Again it emphasizes the importance of quick diagnosis and treatment of
lung cancer (12).
The
standard treatment for advanced stage III NSCLC combines thoracic radiotherapy
(TRT) with chemotherapy (13,14). About 30 years ago, the RTOG, 7301 trial set a
radiation dose standard between 60 and 63 gray (Gy) given in 1.8-2.0 Gy
fractions. This approach has remained the go-to treatment for this group of
patients for over three decades (8).
Even
with better treatments, doctors still face problems when trying to get the best
results for patients with advanced NSCLC. Tests using higher doses have shown
they can help control cancer in the nearby area, but this hasn't helped people
live longer once the dose goes above about 60 Gy with conformal radiotherapy
(8,15,16). The RTOG 0617 study looked at different radiation doses (60Gy vs.
74Gy) along with chemotherapy (carboplatin + paclitaxel). It didn't find that
the higher dose worked better, and it might even cause harm (17). Experts think
that longer treatment times let tumour cells grow back more, which could
explain why the high-dose group in RTOG 0617 didn't do well (18,19,20). Recent
studies have looked at speeding up treatment by using bigger doses once a day
instead of smaller doses more than once a day like in hyperfractionation (18,
19).
In recent years, hypofractionation has become a
potential way to tackle some of these issues (21). Hypofractionated
radiotherapy is made easier by new techniques like volumetric modulated arc
therapy (VMAT) when it comes to treatment time, compared to intensity modulated
radiation therapy (IMRT) offers a chance to boost the effective dose (BED)
without making treatment longer slowing down cancer cell growth (22). Yet, we
still don't have many forward-looking randomized studies that compare
hypofractionated radiotherapy with concurrent chemotherapy to standard
fractionation in these patients. Our study will compare hypofractionated
radiotherapy (55 Gy in 20 fractions) with conventionally fractionated
radiotherapy (60 Gy in 30 fractions), both administered with concurrent
chemotherapy, in the context of locally advanced, inoperable stage III NSCLC.
Employing intensity-modulated radiotherapy (IMRT) through volumetric modulated
arc therapy (VMAT), it assesses treatment response, acute toxicity, and
tolerability to establish if hypofractionation is an equally effective and
practical alternative, especially for patients with poor performance status.
Materials and
methods
Patient characteristics
Doctors chose patients with inoperable advanced
NSCLC to take part in the study. The weekly multidisciplinary tumour board,
which included surgeons, radiation oncologists, and medical oncologists, made
these decisions. To be selected, patients needed a confirmed diagnosis and had
to qualify for chemotherapy and radiation at the same time.
We looked at the treatment records of lung cancer
patients at a major medical centre. This happened in the Department of
Radiation Oncology from January 2020 to September 2020 of a tertiary medical
facility. We received
ethical approval from the institutional ethics committee. The ethics code:
(XXXX-IEC-TM-2020-7 dated 16.01.2020). Our criteria led us to include 64 patients in this study.
Inclusion: Patients were included who must have:
·
NSCLC was
proven by biopsy.
·
Cancer at
stages IIIA (bulky N2) or IIIB.
·
Limited
radiation exposure.
·
ECOG score
less than 2.
·
Age
between 18 and 70.
·
Ability to
give consent.
·
Meeting
physical health standards.
Exclusion: Patients can't take part if they have:
·
Had
earlier radiotherapy, chemotherapy, or surgery (except biopsy).
·
Major
health issues alongside cancer.
·
Pregnancy
or breastfeeding.
·
Cancer
spreads to distant parts of the body.
·
Lack of
willingness to participate.
·
Small cell
lung cancer.
·
Age below
18.
·
Suitability
for surgery or pinpoint radiation.
·
Certain
lymph node involvement.
·
Fluid
buildup in the chest due to cancer.
·
Serious
heart problems.
Study Arm
The study split patients
into four groups to test different treatments. These groups got radiation
therapy in two ways: at the same time or one after another. They also used two
radiation doses: 45 Gy or 60 Gy. This setup helped compare how well each method
worked. This setup is focused to find the foremost way to treat these patients.
By looking at the results from each group, doctors could figure out which
approach had the biggest impact on patients' health.
Treatment and outcomes assessment
We look at a patient's
medical history and do a physical exam as part of the pre-treatment check. They
also run tests like contrast-enhanced computed tomography (CECT) and blood
work. Pulmonary function tests (PFTs)
are used to check how well the lungs work. If needed, they might do more
imaging studies. This full approach helps doctors to create treatment plans
that fit each patient aiming to get the best results.
Radiation Therapy technique
Medical practitioners performed CT simulations on
patients using a wide-base 16-slice CT simulator from GE Healthcare USA. They
set the cranial limit at the cricoid and the caudal limit at the
gastroesophageal junction. To prepare for the simulation medical staff placed
patients on their backs and used a vacloc system to keep them still. They
aligned lasers over the body to mark three points on the midline and two at the
lateral ends. The team put radiopaque ball- bearing stickers (fiducials) near
bony landmarks to serve as CT reference points. After completing the CT
simulation, they sent the gathered data to the contouring workstation.
Chemotherapy
Admitted patients got
chemotherapy on the first day of radiotherapy. Doctors gave Cisplatin 20mg/m2
through IV during fractions 1-4 and 16-19, while they administered Vinorelbine
15mg/m2 on the day of fractions 1, 6, 15, and 20. The first and last weeks of
chemoradiotherapy involved inpatient chemotherapy. Four weeks after the
concurrent phase ended, patients received outpatient cisplatin (80mg/m2 on day
1) and vinorelbine (25mg/m2 on days 1 and 8) three weeks apart. Standard
antiemetic prevention included 16mg of Ondansetron and 16mg of dexamethasone
through IV before chemotherapy followed by oral Ondansetron and Domperidone for
3-5 days after each cycle.
Follow-Up
The research
looked at how tumours reacted and the short-term side effects. This included
checking for issues with blood (like changes in blood cell numbers), stomach
and gut problems (such as feeling sick or having loose stools), skin reactions,
and other organ-specific problems.
Statistical Analysis
We collected the research
data for this study through random selection and organized it in Microsoft
Excel. We then used SPSS version 24 to crunch the numbers further. We analysed
and calculated the mean and standard deviation of the data which gives us a
full and vivid picture of its central tendency and spread. For distributed
continuous data, we summarized baseline characteristics using means and
standard deviations. For non-normal data, we used medians and interquartile
ranges (IQRs). We presented categorical data as percentages.
We applied the Chi-square
test and the Test of Significance to check the difference in proportions to
determine the statistical importance of analysing the qualitative data. We
determined significance levels by comparing calculated values with tabulated values
at specific degrees of freedom, with P < 0.05 indicating statistical
significance.
Results
RT therapy was administered in the four
study arms
The data in the table shows
how patients are spread across four treatment groups: "Conc 45 Gy,"
"Seq 45 Gy, (Conc" is for concurrent
chemoradiotherapy, where chemotherapy and radiation therapy
are given together, and "Seq" is for sequential treatment,
where chemotherapy is followed by radiation.)" "Conc
60 Gy," and "Seq 60 Gy." The "Conc 45 Gy" group has 16
patients, which is 24.6% of all patients. The "Seq 45 Gy" group also
has 15 patients making up 24.6% of the total. Another 16 patients, or 24.6% of
the group, are in the "Conc 60 Gy" arm. The "Seq 60 Gy"
group has 17 patients, which is 26.2% of all patients in the study. This even
distribution of patients among the treatment groups allows researchers to
compare the results of different radiation doses and methods for treating
NSCLC.
Demographic and clinical details showed a
predominance of female patients, a high rate of smoking, and upper lobe lesion
distribution. Cough was the most common presenting symptom. Detailed
frequencies are summarized in Table 1.
Demographic and clinical details showed a
predominance of female patients, a high rate of smoking, and upper lobe lesion
distribution. Cough was the most common presenting symptom. Detailed
frequencies are summarized in Table 1.
Table 1. Demographic characteristics of the
patients.
|
|
Number |
Percentage |
Gender |
Male |
12 |
20 |
|
Female |
52 |
80.0 |
Addiction |
Smoker |
45 |
69.2 |
|
Non-smoker |
19 |
30.7 |
Symptom |
|
|
|
|
Cough |
30 |
47.7 |
|
Chest pain |
18 |
27.7 |
|
Respiratory distress |
7 |
10.8 |
|
Hemoptysis |
9 |
13.8 |
Site of
Lesion |
|
|
|
|
Right upper
lobe |
18 |
27.7 |
|
Right middle lobe |
13 |
21.5 |
|
Right lower
lobe |
8 |
12.3 |
|
Left upper lobe |
17 |
26.2 |
|
Left lower
lobe |
8 |
12.3 |
Exploration of ECOG status, Tumour T
status, and lymph node involvement within the patient cohort.
The dataset offers key numbers to help cancer
research. A look at ECOG status shows that 29.2% of patients have an ECOG score
of 0, 47.7% are ECOG 1, and 23.1% are ECOG 2. This shows how well patients can
function varies. Tumour T status points to advanced local disease. 56.9% are
T3, 18.4% are T2, and 24.6% are T4. This means many tumours have spread a lot.
Looking at positive lymph nodes, we see that 44.6% of patients have more than
one positive node. 24.6% have 3 positive nodes (Table 2). This suggests
the cancer might spread and get worse. Using these exact numbers can improve
treatment plans and help predict outcomes better in cancer care.
Table 2. Spatial pattern of pathology.
Toxicity Type |
Grade 0 Frequency |
Grade 1 Frequency |
Grade 2 Frequency |
Total Frequency |
Acute Hematological Toxicity |
29 (44.6%) |
26 (41.5%) |
9 (13.8%) |
64 |
Acute Lung Toxicity |
42 (64.6%) |
16 (24.6%) |
6 (10.7%) |
64 |
Acute Esophageal Toxicity |
46 (72.3%) |
12 (18.5%) |
6 (9.2%) |
64 |
Acute Cardiac Toxicity |
53 (83.0%) |
11 (16.9%) |
N/A |
64 |
Acute Skin Toxicity |
53 (83.0%) |
11 (16.9%) |
N/A |
64 |
Events for Disease-free Survival |
44 (67.7%) |
20 (32.3%) |
N/A |
64 |
Our data from ARM 1 shows that Grade 0 toxicity
dominates all observed parameters, from 62.5% to 81.3%. This points to a good
treatment response with few side effects. Grade 1 toxicities also appear, but
less often, from 18.8% to 31.3%. These show manageable bad reactions, but we
need to watch them and step in if needed. Grade 2 toxicities happen less (from
6.3% to 12.5%) (Table 3), but they show more serious side effects that
need attention. These detailed patterns highlight how treatment effectiveness
and side effects interact in complex ways showing we need to tailor how we
manage each patient. ARM 2 ARM 3, and ARM 4 show similar trends confirming that
treatment responses vary and we need to customize care for each patient to get
the best results (Table 3).
Table 3. Distribution of toxicity grades and
events for disease-free survival across treatment arms.
Acute Hematological Toxicity Grade |
Acute Lung Toxicity Grade |
Acute Esophageal Toxicity Grade |
Acute Cardiac Toxicity Grade |
Acute Skin Toxicity Grade |
Events for Disease-free Survival |
|
ARM 1 |
||||||
0 |
10 (62.5%) |
9 (56.3%) |
12 (75.0%) |
13 (81.3%) |
13 (81.3%) |
13 (81.3%) |
1 |
5 (31.3%) |
5 (31.3%) |
3 (18.8%) |
3 (18.8%) |
3 (18.8%) |
3 (18.8%) |
2 |
1 (6.3%) |
2 (12.5%) |
1 (6.3%) |
N/A |
N/A |
N/A |
Total |
16 |
16 |
16 |
16 |
16 |
16 |
ARM 2 |
||||||
0 |
4 (26.7%) |
11 (73.3%) |
13 (86.7%) |
13 (81.3%) |
13 (86.7%) |
8 (53.3%) |
1 |
7 (46.7%) |
4 (26.7%) |
2 (13.3%) |
3 (18.8%) |
2 (13.3%) |
7 (46.7%) |
2 |
4 (26.7%) |
0 (0.0%) |
0 (0.0%) |
N/A |
N/A |
4 (26.7%) |
Total |
15 |
15 |
15 |
16 |
15 |
15 |
ARM 3 |
||||||
0 |
9 (56.3%) |
10 (62.5%) |
12 (75.0%) |
13 (81.3%) |
14 (87.5%) |
12 (75.0%) |
1 |
7 (43.8%) |
4 (25.0%) |
1 (6.3%) |
3 (18.8%) |
2 (12.5%) |
4 (25.0%) |
2 |
0 (0.0%) |
2 (12.5%) |
3 (18.8%) |
N/A |
N/A |
N/A |
Total |
16 |
16 |
16 |
16 |
16 |
16 |
ARM 4 |
||||||
0 |
6 (35.3%) |
12 (70.6%) |
9 (52.9%) |
14 (82.4%) |
13 (76.5%) |
11 (64.7%) |
1 |
7 (41.2%) |
3 (17.6%) |
6 (35.3%) |
3 (17.6%) |
4 (23.5%) |
6 (35.3%) |
2 |
4 (23.5%) |
2 (11.8%) |
2 (11.8%) |
N/A |
N/A |
N/A |
Total |
17 |
17 |
17 |
17 |
17 |
17 |
Total
(Toxicity Grade) |
64 (100.0%) |
64 (100.0%) |
64 (100.0%) |
64 (100.0%) |
64 (100.0%) |
64 (100.0%) |
The dataset analysis showed
several number-based findings across different factors. The acute hematological
toxicity grade had significant test stats, with a Pearson Chi-Square of 9.236
and a Likelihood Ratio of 11.243. This suggests possible links in the data. On
the other hand, lung toxicity grades didn't show important relationships. Its
Pearson chi-square was 2.915 and its likelihood ratio was 4.310. Oesophageal
toxicity grade also lacked significant connections, with a Pearson chi-square
of 8.574 and a Likelihood ratio of 9.691. Cardiac and skin toxicity grades
weren't significant either. Their Pearson chi-square values were 0.214 and
0.911. , events for disease-free survival had unimportant results, with a
Pearson chi-square of 3.243 (Table 4). These numbers give key insights
into the relationships and importance levels among the factors we looked at.
They highlight how complex treatment results and toxicity profiles are in the
dataset.
Table 4. Statistical results from various tests examine
associations between toxicity grades and disease-free survival events.
Test |
Pearson Chi-Square |
Likelihood Ratio |
Fisher's Exact Test |
Linear-by-Linear Association |
Acute
Hematological Toxicity Grade |
9.236 (df=6) |
11.243 (df=6) |
9.044 |
1.063 (df=1) |
Acute Lung
Toxicity Grade |
2.915 (df=6) |
4.310 (df=6) |
3.257 |
0.097 (df=1) |
Acute
Esophageal Toxicity Grade |
8.574 (df=6) |
9.691 (df=6) |
7.789 |
2.437 (df=1) |
Acute Cardiac
Toxicity Grade |
0.214 (df=3) |
0.223 (df=3) |
0.413 |
0.002 (df=1) |
Acute Skin
Toxicity Grade |
0.911 (df=3) |
0.903 (df=3) |
0.989 |
0.113 (df=1) |
Events for
Disease-free Survival |
3.243 (df=3) |
3.260 (df=3) |
3.148 |
0.315 (df=1) |
Discussion
The study divided patients into four treatment arms:
each made up 24.6% to 26.2% of the group allowing for a solid comparison of
treatment results in NSCLC. This even split reduces biases and makes the
differences seen due to treatments more reliable rather than due to demographic
or clinical differences. In terms of demographics, the group had female
patients (80%) pointing to possible gender-specific patterns in NSCLC
occurrence or diagnosis in the studied population, which matches some earlier
reports (23). A high number of smokers (69.2%) highlight the known link between
smoking and lung cancer stressing the need to target smoking cessation efforts
(23, 24).
For
symptoms, cough was the most common (47.7%) then chest pain (27.7%) coughing up
blood (13.8%), and trouble breathing (10.8%), which lines up with typical NSCLC
signs and helps guide diagnostic tests. In the upper lobes of the lungs, in the
right upper lobe (27.7%) and left upper lobe (26.2%) lesions were found more
often, which affects diagnostic imaging plans and targeted treatment
approaches. ECOG status showed different levels of functional impairment, with
29.2% of patients having an ECOG score of 0 meaning full activity, while 47.7%
were ECOG 1, and 23.1% were ECOG 2 requiring tailored treatment plans to get
the best results. Analysis of tumour T status showed advanced disease, with
56.9% classified as T3, 18.4% as T2, and 24.6% as T4 suggesting big advanced or
invasive tumours at diagnosis, which is the key for staging and treatment
planning. A high rate of positive lymph nodes (44.6% with multiple positive
nodes) further highlighted the spread potential and challenges in managing
advanced NSCLC.
Looking
at treatment arms showed Grade 0 toxicities in ARM 1 ranging from 62.5% to
81.3%, suggesting minimal side effects and good tolerance to radiation therapy.
Grade 1 toxicities were seen in smaller amounts (18.8% to 31.3%) representing
manageable side effects, while Grade 2 toxicities (6.3% to 12.5%) showed the
need to watch and step in for more significant side effects. Similar toxicity
trends across ARM 2 ARM 3, and ARM 4 underlined the variety in individual
treatment responses emphasizing the importance of personalized strategies to
get the best patient outcomes.
Our results correlate with earlier literature where hypofractionated
radiotherapy has produced equivalent tumor control with
acceptable toxicity in locally advanced NSCLC. Laine et
al (2016) provided better BED
without prolonged treatment time, and the CHART trial by
Saunders et al also established better local control
with modulated fractionation (19, 21). In contrast
to RTOG 0617, which demonstrated no
survival advantage with increased doses and more toxicity, our findings favor moderate
hypofractionation as a viable alternative, particularly for
patients with poor tolerance.
Statistical
analysis showed significant links for acute blood toxicity (Pearson chi-square
= 9.236, Likelihood ratio = 11.243) suggesting notable correlations, while lung
toxicity (Pearson chi-square = 2.915, Likelihood ratio = 4.310) esophageal
toxicity (Pearson chi-square = 8.574, Likelihood ratio = 9.691), heart toxicity
(Pearson chi-square = 0.214), skin toxicity (Pearson chi-square = 0.911), and
disease-free survival events (Pearson chi-square= 3.243) showed no
meaningful links. These results shed light on how complex treatment results and
side effect patterns are in managing NSCLC. While blood-related side effects
have strong connections other types of side effects and survival rates don't,
which shows how varied treatment responses can be. This points to the need for
more studies to understand these relationships better.
This
study offers a full look into how NSCLC patients are spread out, what their
symptoms are like, and how they react to different types of radiation therapy.
It shows why it's crucial to tailor treatments to each person. This approach
helps make the therapy work better and keeps side effects in check. The study
also points out that future research should try to understand why some
treatments work differently for different people. It gives us a clear
suggestion that we must fine-tune our methods to help patients with NSCLC get
the best results. These results confirm hypofractionated
radiotherapy as a safe
and functional substitute to standard fractionation
for carefully chosen inoperable stage III NSCLC
patients, especially with poor performance status.
The reduced, tolerable course of therapy can
enhance compliance and utilization.
The findings also call for large prospective
trials
to confirm and fine-tune advanced methods such as IMRT
and VMAT. Our study has limits due to its backward-looking nature and clear
differences in treatment groups that come with observational studies. Some
patients didn't follow up well so the disease might have come back more often
than we reported. Still, our study has strong points. We looked at a pretty big
group of patients (62) who got a short intense radiation therapy. These
patients couldn't have handled a longer treatment. We compared them to patients
who got over 60 Gy without chemo at the same time. Even with its limits, we
think this comparison helps answer questions about dose better. It also removes
the tricky issue of picking patients for chemo at the same time as radiation.
We
think our reported experience showed this treatment plan was tolerable and
worked pretty well. Right now, doctors use chemo and radiation together as the
main way to treat advanced NSCLC that hasn't spread. This is based on the
results of a big study called RTOG 9410 that came out not long ago. This
approach helped patients live about 3 months longer compared to giving chemo
first and then regular radiation treatments.
This treatment plan, however, brings with it much
higher grade 3 or worse non-hematologic acute side effects, like esophagitis
and mucositis. To cut down on this extra toxicity, doctors could limit the use
of chemotherapy alongside radiotherapy. Since distant metastatic disease
remains the main failure pattern for advanced NSCLC, a treatment using
high-dose systemic chemotherapy sandwiched between short courses of effective
local therapy might lead to better disease outcomes while cutting down on
treatment-related side effects.
Conclusion
This
study shows how well different radiation therapy plans work for NSCLC and how
easy they are to handle stressing the need to customize treatment for each
patient. Fast high-dose radiotherapy had very few side effects making it a good
choice for patients who can't handle longer treatments. The study found strong
links to quick blood-related side effects, but other side effects didn't show
clear connections pointing to varied responses to treatment. Because cancer
often spreads to distant parts of the body, combining high-dose chemo with good
local therapy might lead to better results and fewer side effects. Even though
this study looked back at past data, it backs up the idea that we need to
tailor our approach when treating advanced NSCLC.
Author
contribution
SC conceived the
study design, developed the methodology, and conducted the formal analysis. He
wrote the original draft and provided overall supervision. AR led the
investigation and data curation, ensuring data validity, and contributed to
writing the original draft as well as reviewing and editing the manuscript. SR
managed resources and project administration, played a key role in data
visualization, and contributed to writing and reviewing the manuscript. TM
developed and implemented software tools, validated results, and contributed to
writing and reviewing the manuscript. All authors reviewed the manuscript.
Conflict
of interest
There
is no Conflicts of interest.
Funding
There
is no funding.
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