METHODS
Patients aged ≥18 years who underwent surgery or were followed up for glial tumors between January
2017 and January 2020 and whose pathology reports indicated grade II-IV gliomas were included in the
study. Patients with missing data, pathology results incompatible with grade II-IV gliomas, and unavailable
standard molecular/genetic tumor profiles were excluded from the study.
RESULTS
The results of the standard histopathological and molecular/genetic analyses were evaluated retrospectively
without any additional examinations. Data from 259 patients were evaluated. Of these, 8 patients
who did not meet the criteria for glioma pathology and 27 patients with not otherwise specified molecular
pathological examination results were excluded from the study. Patients were evaluated in detail regarding
demographic and admission data, pathology analysis, potential risk factors, and survival results.
CONCLUSION
Many factors, particularly high blood glucose levels, sedentary lifestyle, and radiofrequency electromagnetic
field exposure, appear to have a relationship with glioma etiology. There is a major heterogeneity
and lack of standardized efficient laboratory procedures that may interfere with reliable
standard molecular results. "False positive" molecular markers consist a major classification issue and
methods that reflect the requirements of the WHO classification may themselves be inadequate to establish
a profile with adequate sensitivity. The development of more practical and accessible methods
in addition to standardized, rapid, and reliable methods for testing multiple markers at an acceptable
cost is urgently needed.
Keywords: Classification; epidemiology; glioma; molecular; tumor
Molecular and genetic studies have opened new
perspectives on the oncogenesis and prognosis of tumors.
In 2016, the World Health Organization (WHO)
changed the classification for CNS tumors and proposed
a multilayer diagnostic model that integrated
molecular markers with classical histopathological features.[
This study aimed to investigate the etiology of
gliomas and determine the utility of the WHO classification
of CNS tumors.
The study protocol was approved by the Ethics Committee of Ankara University (Report No: İ6-301-19). Patients with missing data, pathology results incompatible with grade II-IV gliomas, and unavailable standard molecular/genetic tumor profiles were excluded from the study. Those who could not be characterized according to 2016 WHO classification (not otherwise specified [NOS]) were also excluded from the study.
Apart from known risk factors in literature, a data form was prepared to collect and evaluate as many factors as possible. This form was completed using data obtained from medical records, telephone calls, and follow-up visits by the same person (N.T.).
The results of the standard histopathological and molecular/genetic analyses were evaluated retrospectively without any additional examinations. Immunohistochemical methods were used for the evaluation of isocitrate dehydrogenase (IDH), alpha-thalassemia Xlinked mental retardation (ATRX), and p53. The presence of 1p/19q deletion was evaluated and interpreted using florescence in situ hybridization (FISH) as per the 2011 Euro-CNS guidelines. Real-time polymerase chain reaction (PCR) was used as much as possible in cases where immunohistochemical methods failed to obtain data regarding IDH1 and ATRX mutations.
The Shapiro-Wilk test was used to analyze the normality of data distribution. Student's t-test was used to compare normally distributed continuous data between two independent groups, whereas one-way analysis of variance was used to compare more than two groups. Tukey's test was used to test differences for significance, whereas the Mann-Whitney U test was used to compare non-normally distributed data between two independent groups. Multiple groups were compared using the Kruskal-Wallis multiple comparison test. The Chi-square and Fisher's exact tests were used to compare nominal variables (cross tables) according to independent groups (diagnosis, grade, and others). Survival times were analyzed using the Kaplan-Meier analysis and log-rank tests. All statistical analyses were performed using IBM SPSS Statistics 20 software, with p<0.05 indicating statistical significance.
Demographic and Admission Data
The study population had a mean age of 49.4 years
(±15.7; median 50.5 [18-84]) and comprised 84 (37.5%) females and 140 (62.5%) males. A comparison
among the diagnostic groups showed that the GbmW
group was significantly older than the Oligo (p<0.001),
Ast (p<0.001), and Gbm (p<0.05) groups. However,
no significant difference in gender (p=0.383) was observed among the diagnostic groups. Meanwhile, no
difference in age (p=0.777) was observed among those
with grade II-III disease. However, those with grade IV
disease were significantly older (p=0.000).
Similar rates of admission symptoms were noted: Headache (34.8%), epileptic seizure (34.8%), motor deficit (23.2%), and cranial nerve deficit (7.1%), with no significant differences (p=0.120).
Among the included patients, 84.8% and 15.2%
were married and single, respectively. Differences regarding
the family history of malignancy, educational
status, and income level were found to be statistically
insignificant (p=0.105) and are presented in Table
Given the heterogenous distribution of patients as
per blood groups, general analysis could not be performed.
However, no significant differences in the
ABO system (p=0.718) and RH system (p=0.966) were
observed separately (Table
The diagnostic groups were categorized according
to chronic diseases (diabetes mellitus, hypertension,
and both [metabolic]), allergic diseases (hay fever,
atopy, asthma, urticaria, and others), and inflammatory
diseases (rheumatic disease, psoriasis, goiter, and
others). No significant differences in chronic, allergic,
and inflammatory diseases were found. A separate
survey, however, noted that 16.1% of the patients
were hyperglycemic before diagnosis. Further analysis
showed that the GbmW group had significantly higher
blood glucose levels than the Oligo (p=0.001) and Ast
(p=0.011) groups before diagnosis. Likewise, those diagnosed
with grade IV tumors had significantly higher
blood sugar levels before diagnosis than those diagnosed
with grade II and III tumors (Table
Potential Risk Factors
Analysis was achieved for data obtained regarding
anthropometric parameters and sports habits. Mean
height (m), weight (kg), and body mass index (BMI)
(kg/m2) were 1.69 m, 76.5 kg and 26.9 kg/m2, respectively.
No significant difference in BMI was noted among
the diagnostic groups (p=0.166). However, patients with
grade IV tumors had a significantly higher BMI than
those with grade II tumors (p=0.037). Moreover, the Ast
group was taller than the Gbm group (p=0.003). Data
on daily sports habits showed that the Gbm and GbmW
groups engaged in significantly lesser sports activities
than the Ast and Oligo groups (p<0.01).
Majority (82.3%) of patients reported a balanced
diet. However, no statistical comparison was made for
this parameter. Nearly, half of the patients (49.1%) used
daily sweeteners, with no significant difference among
the diagnostic groups (p=0.866) and grade groups
(p=0.093). Among the included patients, 19 (8.5%) reported
frequent, 91 (40.6%) reported intermittent, and
114 (50.9%) reported rare over-the-counter drug usage
(p=0.156). The average seafood and alcohol consumption
were 1.5 (±1.3) and 0.3 (±0.7) times per month,
respectively (p=0.191). Our results determined that
57.6%, 33.5%, and 8.9% of the patients drank bottled
water, main water, and purified water, respectively,
with no significant difference among the groups.
Our data showed that 33% of the study patients
were smokers. However, no significant difference in
smoking rates was observed among the diagnostic
groups (p=0.134). Daily tea and coffee consumption
were 4.6 (±2) and 1.5 (±1) cups, respectively (p>0.05).
Mean cumulative and daily mobile phone usage
was 11.5 (±6.2; median 10 [0-25]) years and 64.9
(±80.2; median 30 [0-600]) min, respectively. Overall,
the GbmW group had a lower mobile phone cumulative
use than the Oligo and Ast groups. No significant
difference in daily usage was observed among the diagnostic
groups (p=0.058). However, those with grade II
and III tumors had a longer cumulative exposure time
than those with grade IV tumors (p<0.05). Moreover,
those with grade II tumors had a significantly more
daily usage compared with those with grade III and IV
tumors (p<0.01).
Pathology Analysis
The Kruskal-Wallis multiple comparison analysis
showed no significant difference in IDH mutations
among the Oligo, Ast, and Gbm groups (p>0.05). However,
those with grade IV disease had significantly lower
IDH mutations than those with Grade II (p=0.000)
and III (p=0.000) disease. IDHm cases were found to
be significantly younger (p=0.000).
No significant difference in 1p/19q codeletion was
observed between grade II and III tumors (p=0.812).
ATRX mutation frequency was significantly higher in
the Ast group than in the Oligo (p=0.000) and Gbm
(p=0.000) groups; higher in the Gbm group than in the
Oligo group (p=0.000); and higher in the AW group
than in the Oligo group (p=0.027). The Gbm group
had a significantly higher ATRX mutation frequency
than the GbmW group (p=0.000) but a significantly
lower frequency than the AW group (p=0.010). Patients
with grade II tumors had significantly higher
ATRX mutation frequencies than those with grade
IV tumors (p=0.001). Furthermore, analysis showed
that P53 mutation rates were significantly higher in
the Ast group than in the Oligo (p=0.000) and GbmW
(p=0.006) groups and higher in the Gbm group than in
the Oligo group (p=0.005). No difference was observed
in p53 mutation rates according to grades individually
(p=0.257) (Table
Survival Results
By the end of the study period, a total of 85 (37.9%)
patients had died with a mean PFS and OS of 27.4
(±32.5; median 15 [1-167]) months and 35.6 (±40.3;
median 19 [1-178]) months, respectively (Table
Survival analysis showed no significant association
between tumor lateralization and PFS (P = 0.680) and OS (p=0.625). The Kaplan-Meier curves are presented
in Figure
After comparing PFS among the diagnostic groups using
binary log-rank analysis, our findings showed that the
Oligo group had a significantly lower PFS than the Gbm,
GbmW, and AW groups (p=0.000). Moreover, the Ast
group had a better PFS than the Gbm and GbmW groups
(p=0.000). No significant difference in PFS was noted between
the Oligo and Ast groups (p=0.527); between the
Gbm and GbmW groups (p=0.124); and between the
GbmW and AW groups (p=0.133) groups (Fig.
OS comparison among the diagnostic groups revealed
that the Oligo group had a significantly longer
OS than the Gbm, GbmW, and AW groups (p=0.000).
Moreover, the Ast group had a longer OS than the Gbm
and GbmW groups (p=0.000), whereas the Gbm group
had a longer OS than the GbmW group (p=0.021). No significant difference in OS was noted between
the Gbm and AW (p=0.989) groups and between the
GbmW and AW (p=0.185) groups (Fig.
PFS comparison among the grade groups showed no
difference between those with grades III and II disease
(p=0.078) but a significantly shorter PFS in those with
grade IV disease than those with grade II (p=0.000) and
grade III (p=0.000) disease (Fig.
Stress load and daily sleep time were determined using
the visual analog scale (1-10 scale). Patients had a mean stress score of 6.3 (±1.4; median 6 [1-10]) and
daily sleep time of 6.9 (±1.5; median 7 [
Our findings showed that 47.3% and 52.7% of the
patients had right- and left-side tumor lateralization,
respectively. However, no significant differences in tumor
lateralization and localization were found among
the diagnostic groups (p=0.150) and grade (p=0.848)
groups. Moreover, no significant relationship was found
between tumor lateralization and IDH (p=0.956) and
p53 mutation (p=0.297). However, left-sided tumors
had significantly higher ATRX mutations (p=0.016),
whereas right-sided tumors had a significantly higher
1p/19q codeletion (p=0.034) (Table
The follow-up duration was defined as the period from
diagnosis until death or the end of the follow-up for
whatever reason. Surgical results were grouped into three
according to the results of the first surgery. Total resection,
gross total resection (GTR), and subtotal resection
rate were 5.8%, 85.7%, and 8.5%, respectively, with no
significant difference in surgical outcomes among the
diagnostic (p=0.496) and grade (p=0.951) groups. Survival
was evaluated according to two parameters: Progression-
free survival (PFS) and overall survival (OS).
Oligo: oligodendroglioma; Ast: astrocytoma; Gbm: glioblastome multiforme; GbmW: IDH wildtype (IDHwt) glioblastome multiforme;
AW: IDHwt astrocytoma; C: censored.
Studies have shown that primary malignant brain
tumor incidence and mortality rates were higher in
men than in women, albeit not significantly.[
Family history has been one of the most studied
factors in oncogenesis, with approximately 5%-10% of
patients with glioma having a family history of glioma. [
Ionizing radiation has been the most validated risk
factor for brain and CNS tumors in general.[
Studies have evaluated relationships between gliomas
and anthropometric parameters, even at birth.
Moore et al.'s[
Eating habits may be one of the determining factors
for glioma risk. While processed red meat rich in
nitrosamines and a low antioxidant diet have been associated
with an increased risk for developing gliomas,
other studies have shown no such relationship.[
After evaluating 182 patients with low-grade glioma,
Chaichana et al.[
Varying results regarding the negative or positive
association between coffee, tea, alcohol consumption,
or smoking and glioma risk have been published.
[
The relationship between localization and tumor
molecular biology has been previously studied. Studies
have found that IDHm diffuse low-grade gliomas
and 1p and/or 19q deletion were mostly detected in the
anterior portion of the brain, particularly in the frontal
lobe, but rarely in the insula.[
Studies have found that surgical resection rates were
directly related to survival among those with low-grade
gliomas, although molecular variables were not compared.[
FISH has been the preferred molecular testing
method for detecting 1p/19q codeletion at most centers.
However, FISH may only target one locus in each
chromosome arm, which may be considered very restrictive.
In this respect, reports have shown that evaluating
1p/19q codeletion using FISH may lead to "false
positive" results.[
The POLA cohort study, which compared the 2007
and 2016 WHO classification in 1041 patients, argued
that the WHO 2016 classification system was able to
establish a clearer differential prognosis.[
The Consortium to Inform Molecular and Practical
Approaches to CNS Tumor Taxonomy of the International
Neuropathology Community has published
directives for developments until the announcement of
the 2021 WHO classification.[
Although the WHO 2016 classification considers
molecular markers to play an important role, potentially
serious technical concerns still remain. The fourth
and even the last fifth (2021) edition of the WHO
Classification include examinations that may take longer
to process in laboratories with limited resources.
Therefore, this may be considered to have increased
the laboratory workload and expenses, which is significant
considering that most countries continue to experience
problems regarding financing and kit supply.
Technically, standardizing the evaluation of molecular
biomarkers for gliomas is still difficult owing to several
factors, such as lack of kits, lack of funds, and insufficient
scientific algorithms at the laboratories. For
instance, IDH sequencing is not routinely performed
among cases wherein IDH mutation is not detected
by immunohistochemistry. Such issues may highlight
problems related to the fourth edition of the WHO
classification as well as the possible issues experienced
globally. For instance, variations in the reported variant
frequency of the PCR system may be present in
cases where no clinically significant (actionable) mutation
can be detected in the IDH gene region according
to the current literature, which would promote lower
reliability compared with standardized results.
The latest WHO Classification (5th edition, 2021) of
tumors of the CNS that was published recently underlined
that the so-called "hybrid taxonomy" is likely only
an intermediate stage to an even more precise future classification.[
Some limitations of this study are worth noting.
The present study evaluated and discussed as many
potential risk factors as possible regarding glioma etiology.
Studying such factors individually and in large
controlled randomized populations may undoubtedly
provide more detailed and accurate results. By contrast,
the absence of a second central system for controlling
pathological specimens and molecular data in
most studies may cast doubt on the reliability of the data. Performance is another important factor affecting
survival and should be included in various scales,
such as the prospective Karnofsky performance score.
Unfortunately, no parameter for assessing performance
was used in this study.
Acknowledgments: The authors wish to thank Sabriye Tosunoglu for their help in data collection and patient followup. The authors appreciate the support of Erdem A, Caglar S, Savas A, Unlu A, Attar A, Tuna H, Kahilogullari G, Bozkurt M, Dogan I, Ozgural O, and Eroglu U. The authors also appreciate the efforts of Nazmiye Kursun for performing statistical analyses.
Peer-review: Externally peer-reviewed.
Conflict of Interest: All authors declared no conflict of interest.
Ethics Committee Approval: The study was approved by The Ankara University Human Research Ethics Committee (No: İ6-301-19, Date: 20/12/2019).
Financial Support: This study has received no financial support.
Authorship contributions: Concept - E.B., H.Ç.U.; Design - E.B., H.Ç.U., N.T., B.T., M.B., Y.G., Y.E.G.; Supervision - E.B., H.Ç.U.; Funding - E.B., H.Ç.U.; Materials - E.B., B.T., N.T., M.B., Y.G., H.Ç.U.; Data collection and/or processing - E.B., N.T., B.T., M.B.; Data analysis and/or interpretation - E.B., N.T., Y.G., H.Ç.U.; Literature search - E.B., N.T., Y.E.G.; Writing - E.B.; Critical review - H.C.U., Y.G.