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Clinics of Oncology
Research Article ISSN: 2640-1037 Volume 5
Wang Y1
, Ai Y2
, Li R1*
, Wang F1
, Zhang J1
, Dai Y1
and Jian W1
1
Department of radiation oncology, The First Affiliated Hospital of Kunming Medical University, Kunming, China
2
Department of radiation oncology, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
A Molecular Biomarker Prediction Model for Preoperative Radiosensitivity in Rectal
Cancer: An Analysis of 33 Patients’ Information
*
Corresponding author:
Rongqing Li,
Department of radiation oncology, The First
Affiliated Hospital of Kunming Medical
University, Kunming, Yunnan, 650032,
Tel: +8618083820723;
E-mail: Chinalirongqingmxl@163.com
Received: 22 Aug 2021
Accepted: 02 Sep 2021
Published: 07 Sep 2021
Copyright:
©2021 Li R. This is an open access article distributed
under the terms of the Creative Commons Attribution Li-
cense, which permits unrestricted use, distribution, and
build upon your work non-commercially.
Citation:
Li R, A Molecular Biomarker Prediction Model for Pre-
operative Radiosensitivity in Rectal Cancer: An Analysis
of 33 Patients’ Information. Clin Onco. 2021; 5(4): 1-5
clinicsofoncology.com 1
Keywords:
Rectal cancer; Preoperative radiotherapy; Molec-
ular bio-markers; Radio-sensitivity; Prediction
1. Abstract
1.1. Objective: Investigate the correlation between radio-sensi-
tivity related biomarkers and preoperative Radiotherapy (pRT)
in rectal cancer patients, and try to establish a logistic regression
model, which can predict the response of the pRT through the ex-
pression levels of the molecular markers.
1.2. Methods: A retrospective study was carried out. Patients with
rectal cancer receiving pRT were screened-- 33 in total. Patients'
information’s including the serum level of CEA, the Immune-His-
tochemical(IHC) expression levels of VEGF、EGFR、TS、-
Ki-67 and image data (MRI) before and after the radiotherapy
were collected. According to the image data before and after the
radiation, the treatment effects including response (CR + PR) and
non-response (PD+SD) were evaluated. The relationships between
the molecular markers and the effect of pRT were analyzed by lo-
gistic regression analysis by using SPSS v17.0 and a logistic re-
gression prediction model was established.
1.3. Results: As a result of the logistic regression analysis,
CEA、VEGF、Ki-67 were recognized as the relevant factors
for the radio-sensitivity predicting in patients with rectal cancer
that received pRT. Serum CEA level and the expression of VEGF
might be associated with radio-resistance and the expression of
Ki-67 might be associated with better response.
1.4. Conclusion: CEA, VEGF and Ki-67 were the predictors of ra-
dio-sensitivity in rectal cancer patients; high levels of serum CEA
and IHC expression of VEGF related to poor tumor regression and
Ki-67 has an opposite effect. Levels of EGFR and TS have little
correlation with tumor response. We conducted a prediction equa-
tion based on the data before.
2. Introduction
Rectal cancer is one of the most common cancers that threatens hu-
man health, the incidence of rectal cancer is rising in recent years
[1-2]. Surgery is the most common curative therapy and the Total
Mesorectal Excision(TME) can help improving the local control
of rectal cancer. However, the recurrence rate of locally advanced
lesions is still high. The pRT is usually applied to stage II/III rectal
cancer (T3-4N0 or N+) [3] and can decrease the recurrence rate
[2]. It can lead to tumor regression and its down- staging, then
improves the rate of definitive resection and local control, and im-
proves the rate of anal preservation from 40% to about 60%, so
that it provides the patients a better living quality [4-6]. More and
more researches in last decades proved that pRT can improve lo-
cal control and the rate of anal preservation. However, the overall
survival rate was not significantly improved [7-9]. Several clinical
researches reported that pRT has priority to postoperative radio-
therapy in improving local control and the rate of anal preservation
[10-12]. Based on the current evidences, the treatment mode of
locally advanced rectal cancer is pRT with sequential surgery and
adjuvant therapy, which was suggested by NCCN guidelines.
clinicsofoncology.com 2
Volume 5 Issue 4 -2021 Research Article
The pRT is beneficial in most situations. There are still some pa-
tients which are radio-resistant to the treatment. For these patient’s
radiotherapy was not beneficial but harmful because of the severe
adverse effects. And the preoperative treatment even make the pa-
tients lose the opportunity for definitive surgery because of tumor
progression during the long course of radiation. If we can find a
model which can predict the response rate of pRT, then we can dis-
tinguish patients that may benefit from pRT or not, and treat these
patients differently.
Several retrospective researches indicated that serum level of CEA
and the expression of biomarkers like VEGF, EGFR, TS and Ki-67
may be relative to the response rate in preoperative radiation of lo-
cally advanced rectal cancer [13-19]. Also these markers may have
particular predictive values in some cases. However, the predictive
value of a single marker is only limited for the research of tumor
genesis, which is a multi-mechanism process. So, combined anal-
ysis of several biomarkers simultaneously, it may provide a better
prediction. In our research, we tried to predict the response of pRT
in rectal cancer patients via serum CEA, the immunohistochemical
expressions of VEGF, EGFR, TS and Ki-67.
3. Methods and Materials
3.1. Patients and Methods
From June 2009 to June 2014,’clinical information of 33 rectal
cancer patients in the First affiliated hospital of Kunming medical
university were collected for a retrospective analysis. All patients
had undergone pRT. Pathological specimens from colonoscopy
before the radiation were used to detect the expression level of
VEGF, EGFR, TS and Ki-67 of each patient via immunohisto-
chemical method. Serum CEA levels before the radiotherapy were
obtained from the hospital information system. The MRI images
before the radiotherapy and 8 weeks after radiotherapy of each
patient were obtained from picture archiving and communication
system(PACS). Of all selected patients, the age ranged from 29
to 81 years, the mean age was 59.3 years and the median age was
61 years. There were 22 males and 11 females. All patients were
diagnosed with rectal cancer through pathology。
3.2. Detection of the Molecular Bio-Markers
3.2.1. The level of serum CEA was detected by chemiluminescent
immunoassay and the expressions of VEGF, EGFR, TS and Ki-67
were detected by immunohistochemical method.
3.2.2. Each patients’ immunohistochemical expression level of
VEGF, EGFR, TS and Ki-67 were read out in five random x400
fields of microscope. 100 tumor cells were counted in every field.
The positive cells were stained yellow, brown or isabelline, and the
negative cells were stained mazarine. The average ratio of positive
cells of the five fields was taken as the expression level of each
bio-markes of each patients (Figure 1-4).
3.3. The effects of pRT were divided into response-group and non-
response-group. The response cases reached a complete respon-
se(CR) or partial response(PR) after pRT according to the response
evaluation criteria in solid tumors version 1.1(RECIST 1.1) by
MRI image. And the non-response cases were those that had a sta-
ble disease(SD) or progressed disease(PD) after radiation (table 1).
Figure 1: VEGF positive (SP, ×400); VEGF negative (SP, ×400)
Figure 2: EGFR positive (SP, ×400); EGFR negative (SP, ×400)
Volume 5 Issue 4 -2021 Research Article
clinicsofoncology.com 3
Figure 3: Ki-67 positive (SP, ×400); Ki-67 negative (SP, ×400)
Figure 4: TS positive (SP, ×400); TS negative (SP, ×400)
Table 1: The levels of bio-markers and the response of tumors to preoperative radiation
  Sex Age VEGF EGFR TS Ki-67 CEA Tumor Response
1 M 50 0 0 0 0 1.18 Y
2 F 45 5% 20% 0 0 2.3 N
3 M 75 10% 0 0 20% 2.24 Y
4 M 52 5% 0 0 50% 1.83 N
5 F 61 0 0 0 40% 0.66 Y
6 F 29 20% 0 0 40% 19.3 N
7 M 46 10% 0 0 50% 6.8 Y
8 F 66 10% 0 0 60% 15 N
9 F 58 0 0 0 5% 11.87 N
10 M 65 0% 2% 0 2% 14.06 Y
11 F 58 50% 0% 5% 10% 2.74 N
12 M 59 20% 5% 0 0% 1.38 N
13 M 69 0 0 0 60% 0.9 Y
14 M 64 0 0 2% 40% 19.424 Y
15 M 61 0 0 0 10% 0.93 Y
16 F 53 30% 3% 0 0 2.03 N
17 F 57 0 0 0 0 8.2 N
18 F 36 0 0 0 10% 2.95 N
19 M 41 0 10% 60% 0 2.7 Y
20 M 70 3% 0 0 40% 0.52 Y
21 M 62 0% 0 0 0% 18.48 N
22 M 60 10% 0% 0 0 2.73 N
23 M 71 5% 0 0 20% 3.79 Y
24 M 40 3% 2% 0 20% 0.2 Y
25 M 63 0 0 0 0 1.57 Y
26 F 53 0 0 0 0 2.35 N
27 M 63 0% 40% 0 0 0.63 N
28 M 81 0 0 0 0 1.66 Y
29 M 70 0% 0 0 0% 19.21 N
30 M 69 0 0 0 0 1.3 Y
31 M 75 0 10% 15% 0 2.8 Y
32 M 69 50% 0% 0 0 8.97 N
33 F 67 15% 0 0 60% 3 Y
Volume 5 Issue 4 -2021 Research Article
clinicsofoncology.com 4
3.4. Treatment
All patients, who received pRT and concurrent chemotherapy of
Xeloda or 5-Fu/Lv, got a local advanced rectal cancer. The radio-
therapy technology was three dimensional conformal radiation
therapy (3-D CRT) to the primary tumor and lymphatic drain-
age area. The dose of raidotherapy was 50Gy in 25 fractions in
5 weeks. Before the patients received the radiotherapy or chemo-
therapy, they were well informed and signed an informed consent.
3.5. Statistic Analysis
The relationship between all the bio-markers above and the effects
of pRT were analyzed by univariate or multiple logistic analysis
via SPSS17.0. In univariate analysis, the value P<0.1 was taken as
statisticly significant. In multiple analysis the P factor used two-
tailed probability, and its value P<0.05 was taken as statisticly
significant. Then a logistic regression model was established to
predict the effect of pRT in rectal cancer patients.
4. Results
4.1 Univariate Logistic Regression Analysis
Based on the expression levels of the bio-markers of 33 patients,
univariate logistic regression analysis was done to identify the po-
tential factors that may be associated to the preoperative effect.
The results were as follows. The serum level of CEA (OR=0.889,
P=0.070) and the IHC expression level of VEGF (OR=0.911,
P=0.073) were negatively correlated to the response to radiation,
which indicated that rectal cancers with high levels of CEA or
VEGF may have a poor response to radiation. The levels of EGFR
(P=0.305>0.1) and TS (P=0.494>0.1) were not related to tumor re-
sponse. The level of Ki-67 was positively related to tumor regres-
sion (OR=1.038, P=0.066), which might mean that cancer with a
high level of Ki-67 has a better response to radiation (table 2).
4.2. Multiple Logistic Regression Analysis
According to the results of the multiple logistic regression anal-
ysis, high levels of serum CEA (OR=0.759, P=0.031) and VEGF
(OR=0.788, P=0.045) were related to worse tumor regression after
preoperative radiation, and levels of EGFR (P=0.334>0.05) and
TS (P=0.262>0.05) were not related to tumor response. On the
opposite, high levels of Ki-67 (OR=1.083, P=0.033) might have a
better tumor response (table 3).
Table 2: Univariate logistic regression analysis
  P-value OR 95%C.I. of OR
CEA 0.07 0.889 0.782-1.010
VEGF 0.073 0.911 0.823-1.009
EGFR 0.305 0.936 0.826-1.062
TS 0.494 1.116 0.815-1.529
Ki-67 0.066 1.038 0.998-1.080
Table 3: Multiple logistic regression analysis
 
Regression
coefficient
Standard
error
P-value OR 95%C.I. of OR
CEA -0.276 0.128 0.031 0. 759 0.591-0.975
VEGF -0.238 0.124 0.045 0.788 0.618-1.005
EGFR -0.135 0.14 0.334 0.873 0.664-1.149
TS 1.377 1.229 0.262 3.961 0.357-44.011
Ki-67 0.08 0.038 0.033 1.083 1.006-1.166
4.3 Prediction Model
Based on the logistic regression analysis, an equation was estab-
lished to try to predict the radiosensitivity of preoperative in rectal
cancer patients as below.
Log P=1.700-0.276×CEA-0.238×VEGF-0.135×EGFR+1.377×TS
+0.080×(Ki67)
Sig: [Unit of serum CEA is ug/L,the levels of VEGF,EGFR,TS and
Ki-67 were the ratio of positive cells in IHC (%)]
5. Discussion
More and more evidences support neoadjuvant radiotherapy/pRT
instead of postoperative/adjuvant radiotherapy because of the su-
periority in local control and PFS. Also there are so many advan-
tages, the cancer radioresistance bothered radiotherapy physicians.
As the researchers reported, about 35%-50% locally advanced rec-
tal cancers were radiosensitive, and nearly 50% were not [20-21].
For these patients, radiotherapy may be harmful because of bad
tumor regression and radiation-related injury, lots of patients even
lost the chances to have the definitive surgery because of tumor
progression or metastasis during the radiotherapy. So finding a
way to predict the responses to radiotherapy may helpful.
In our research, we retrospectively analyzed the pathological sec-
tions and serum CEA of 33 rectal cancer patients who underwent
pRT. Based on the relationship between CEA, VEGF, EGFR, TS,
Ki-67 and tumor responses, we conducted an equation to try to
predict the radiosensitivity. According to the equation, the P value
is between 0-1. If the value gets more close to 1, then the cancer
may be more radiosensitive, and if it gets close to 0, it means the
cancer is almost radioresistent. The methods were firstly reported
by us, and they may be useful in clinical application.
However, there may be several limitations in our research. Firstly,
the statistical sample of our research is relatively small, so that
there may be some biases which may affect the accuracy of the
equation. Secondly, in our research, some macroscopical fac-
tors were not well considered, like the pathological pattern, the
pathological grading or the tumor size. These factors may have a
far-reaching influence on the effect of radiotherapy. Thirdly and
the lastly, because of the limited budget, we used IHC to detect
the levels of bio-markers, which was behindhand when compared
Volume 5 Issue 4 -2021 Research Article
clinicsofoncology.com 5
to PCR etc. Even though our attempt is encouraging because the
mechanism of tumor genesis is a multiple-factors attended pro-
cess. We will in the future consider more factors that may affect
the radio-sensitivity and provide a more compellent equation for
the predicting.
6. Conclusion
Our research indicated that CEA, VEGF and Ki-67 were the pre-
dictors of radio-sensitivity in rectal cancer patients; high levels of
serum CEA and IHC expression of VEGF was related to poor tu-
mor regression and Ki-67 has an opposite correlation. Levels of
EGFR and TS have little correlation with tumor response. Based
on the data before, we suggested a prediction equation as below:
Log P=1.700-0.276×CEA-0.238×VEGF-0.135×EGFR+1.377×TS
+0.080×(Ki67).
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A Molecular Biomarker Prediction Model for Preoperative Radiosensitivity in Rectal Cancer: An Analysis of 33 Patients’ Information

  • 1. Clinics of Oncology Research Article ISSN: 2640-1037 Volume 5 Wang Y1 , Ai Y2 , Li R1* , Wang F1 , Zhang J1 , Dai Y1 and Jian W1 1 Department of radiation oncology, The First Affiliated Hospital of Kunming Medical University, Kunming, China 2 Department of radiation oncology, The Third Affiliated Hospital of Kunming Medical University, Kunming, China A Molecular Biomarker Prediction Model for Preoperative Radiosensitivity in Rectal Cancer: An Analysis of 33 Patients’ Information * Corresponding author: Rongqing Li, Department of radiation oncology, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, 650032, Tel: +8618083820723; E-mail: Chinalirongqingmxl@163.com Received: 22 Aug 2021 Accepted: 02 Sep 2021 Published: 07 Sep 2021 Copyright: ©2021 Li R. This is an open access article distributed under the terms of the Creative Commons Attribution Li- cense, which permits unrestricted use, distribution, and build upon your work non-commercially. Citation: Li R, A Molecular Biomarker Prediction Model for Pre- operative Radiosensitivity in Rectal Cancer: An Analysis of 33 Patients’ Information. Clin Onco. 2021; 5(4): 1-5 clinicsofoncology.com 1 Keywords: Rectal cancer; Preoperative radiotherapy; Molec- ular bio-markers; Radio-sensitivity; Prediction 1. Abstract 1.1. Objective: Investigate the correlation between radio-sensi- tivity related biomarkers and preoperative Radiotherapy (pRT) in rectal cancer patients, and try to establish a logistic regression model, which can predict the response of the pRT through the ex- pression levels of the molecular markers. 1.2. Methods: A retrospective study was carried out. Patients with rectal cancer receiving pRT were screened-- 33 in total. Patients' information’s including the serum level of CEA, the Immune-His- tochemical(IHC) expression levels of VEGF、EGFR、TS、- Ki-67 and image data (MRI) before and after the radiotherapy were collected. According to the image data before and after the radiation, the treatment effects including response (CR + PR) and non-response (PD+SD) were evaluated. The relationships between the molecular markers and the effect of pRT were analyzed by lo- gistic regression analysis by using SPSS v17.0 and a logistic re- gression prediction model was established. 1.3. Results: As a result of the logistic regression analysis, CEA、VEGF、Ki-67 were recognized as the relevant factors for the radio-sensitivity predicting in patients with rectal cancer that received pRT. Serum CEA level and the expression of VEGF might be associated with radio-resistance and the expression of Ki-67 might be associated with better response. 1.4. Conclusion: CEA, VEGF and Ki-67 were the predictors of ra- dio-sensitivity in rectal cancer patients; high levels of serum CEA and IHC expression of VEGF related to poor tumor regression and Ki-67 has an opposite effect. Levels of EGFR and TS have little correlation with tumor response. We conducted a prediction equa- tion based on the data before. 2. Introduction Rectal cancer is one of the most common cancers that threatens hu- man health, the incidence of rectal cancer is rising in recent years [1-2]. Surgery is the most common curative therapy and the Total Mesorectal Excision(TME) can help improving the local control of rectal cancer. However, the recurrence rate of locally advanced lesions is still high. The pRT is usually applied to stage II/III rectal cancer (T3-4N0 or N+) [3] and can decrease the recurrence rate [2]. It can lead to tumor regression and its down- staging, then improves the rate of definitive resection and local control, and im- proves the rate of anal preservation from 40% to about 60%, so that it provides the patients a better living quality [4-6]. More and more researches in last decades proved that pRT can improve lo- cal control and the rate of anal preservation. However, the overall survival rate was not significantly improved [7-9]. Several clinical researches reported that pRT has priority to postoperative radio- therapy in improving local control and the rate of anal preservation [10-12]. Based on the current evidences, the treatment mode of locally advanced rectal cancer is pRT with sequential surgery and adjuvant therapy, which was suggested by NCCN guidelines.
  • 2. clinicsofoncology.com 2 Volume 5 Issue 4 -2021 Research Article The pRT is beneficial in most situations. There are still some pa- tients which are radio-resistant to the treatment. For these patient’s radiotherapy was not beneficial but harmful because of the severe adverse effects. And the preoperative treatment even make the pa- tients lose the opportunity for definitive surgery because of tumor progression during the long course of radiation. If we can find a model which can predict the response rate of pRT, then we can dis- tinguish patients that may benefit from pRT or not, and treat these patients differently. Several retrospective researches indicated that serum level of CEA and the expression of biomarkers like VEGF, EGFR, TS and Ki-67 may be relative to the response rate in preoperative radiation of lo- cally advanced rectal cancer [13-19]. Also these markers may have particular predictive values in some cases. However, the predictive value of a single marker is only limited for the research of tumor genesis, which is a multi-mechanism process. So, combined anal- ysis of several biomarkers simultaneously, it may provide a better prediction. In our research, we tried to predict the response of pRT in rectal cancer patients via serum CEA, the immunohistochemical expressions of VEGF, EGFR, TS and Ki-67. 3. Methods and Materials 3.1. Patients and Methods From June 2009 to June 2014,’clinical information of 33 rectal cancer patients in the First affiliated hospital of Kunming medical university were collected for a retrospective analysis. All patients had undergone pRT. Pathological specimens from colonoscopy before the radiation were used to detect the expression level of VEGF, EGFR, TS and Ki-67 of each patient via immunohisto- chemical method. Serum CEA levels before the radiotherapy were obtained from the hospital information system. The MRI images before the radiotherapy and 8 weeks after radiotherapy of each patient were obtained from picture archiving and communication system(PACS). Of all selected patients, the age ranged from 29 to 81 years, the mean age was 59.3 years and the median age was 61 years. There were 22 males and 11 females. All patients were diagnosed with rectal cancer through pathology。 3.2. Detection of the Molecular Bio-Markers 3.2.1. The level of serum CEA was detected by chemiluminescent immunoassay and the expressions of VEGF, EGFR, TS and Ki-67 were detected by immunohistochemical method. 3.2.2. Each patients’ immunohistochemical expression level of VEGF, EGFR, TS and Ki-67 were read out in five random x400 fields of microscope. 100 tumor cells were counted in every field. The positive cells were stained yellow, brown or isabelline, and the negative cells were stained mazarine. The average ratio of positive cells of the five fields was taken as the expression level of each bio-markes of each patients (Figure 1-4). 3.3. The effects of pRT were divided into response-group and non- response-group. The response cases reached a complete respon- se(CR) or partial response(PR) after pRT according to the response evaluation criteria in solid tumors version 1.1(RECIST 1.1) by MRI image. And the non-response cases were those that had a sta- ble disease(SD) or progressed disease(PD) after radiation (table 1). Figure 1: VEGF positive (SP, ×400); VEGF negative (SP, ×400) Figure 2: EGFR positive (SP, ×400); EGFR negative (SP, ×400)
  • 3. Volume 5 Issue 4 -2021 Research Article clinicsofoncology.com 3 Figure 3: Ki-67 positive (SP, ×400); Ki-67 negative (SP, ×400) Figure 4: TS positive (SP, ×400); TS negative (SP, ×400) Table 1: The levels of bio-markers and the response of tumors to preoperative radiation   Sex Age VEGF EGFR TS Ki-67 CEA Tumor Response 1 M 50 0 0 0 0 1.18 Y 2 F 45 5% 20% 0 0 2.3 N 3 M 75 10% 0 0 20% 2.24 Y 4 M 52 5% 0 0 50% 1.83 N 5 F 61 0 0 0 40% 0.66 Y 6 F 29 20% 0 0 40% 19.3 N 7 M 46 10% 0 0 50% 6.8 Y 8 F 66 10% 0 0 60% 15 N 9 F 58 0 0 0 5% 11.87 N 10 M 65 0% 2% 0 2% 14.06 Y 11 F 58 50% 0% 5% 10% 2.74 N 12 M 59 20% 5% 0 0% 1.38 N 13 M 69 0 0 0 60% 0.9 Y 14 M 64 0 0 2% 40% 19.424 Y 15 M 61 0 0 0 10% 0.93 Y 16 F 53 30% 3% 0 0 2.03 N 17 F 57 0 0 0 0 8.2 N 18 F 36 0 0 0 10% 2.95 N 19 M 41 0 10% 60% 0 2.7 Y 20 M 70 3% 0 0 40% 0.52 Y 21 M 62 0% 0 0 0% 18.48 N 22 M 60 10% 0% 0 0 2.73 N 23 M 71 5% 0 0 20% 3.79 Y 24 M 40 3% 2% 0 20% 0.2 Y 25 M 63 0 0 0 0 1.57 Y 26 F 53 0 0 0 0 2.35 N 27 M 63 0% 40% 0 0 0.63 N 28 M 81 0 0 0 0 1.66 Y 29 M 70 0% 0 0 0% 19.21 N 30 M 69 0 0 0 0 1.3 Y 31 M 75 0 10% 15% 0 2.8 Y 32 M 69 50% 0% 0 0 8.97 N 33 F 67 15% 0 0 60% 3 Y
  • 4. Volume 5 Issue 4 -2021 Research Article clinicsofoncology.com 4 3.4. Treatment All patients, who received pRT and concurrent chemotherapy of Xeloda or 5-Fu/Lv, got a local advanced rectal cancer. The radio- therapy technology was three dimensional conformal radiation therapy (3-D CRT) to the primary tumor and lymphatic drain- age area. The dose of raidotherapy was 50Gy in 25 fractions in 5 weeks. Before the patients received the radiotherapy or chemo- therapy, they were well informed and signed an informed consent. 3.5. Statistic Analysis The relationship between all the bio-markers above and the effects of pRT were analyzed by univariate or multiple logistic analysis via SPSS17.0. In univariate analysis, the value P<0.1 was taken as statisticly significant. In multiple analysis the P factor used two- tailed probability, and its value P<0.05 was taken as statisticly significant. Then a logistic regression model was established to predict the effect of pRT in rectal cancer patients. 4. Results 4.1 Univariate Logistic Regression Analysis Based on the expression levels of the bio-markers of 33 patients, univariate logistic regression analysis was done to identify the po- tential factors that may be associated to the preoperative effect. The results were as follows. The serum level of CEA (OR=0.889, P=0.070) and the IHC expression level of VEGF (OR=0.911, P=0.073) were negatively correlated to the response to radiation, which indicated that rectal cancers with high levels of CEA or VEGF may have a poor response to radiation. The levels of EGFR (P=0.305>0.1) and TS (P=0.494>0.1) were not related to tumor re- sponse. The level of Ki-67 was positively related to tumor regres- sion (OR=1.038, P=0.066), which might mean that cancer with a high level of Ki-67 has a better response to radiation (table 2). 4.2. Multiple Logistic Regression Analysis According to the results of the multiple logistic regression anal- ysis, high levels of serum CEA (OR=0.759, P=0.031) and VEGF (OR=0.788, P=0.045) were related to worse tumor regression after preoperative radiation, and levels of EGFR (P=0.334>0.05) and TS (P=0.262>0.05) were not related to tumor response. On the opposite, high levels of Ki-67 (OR=1.083, P=0.033) might have a better tumor response (table 3). Table 2: Univariate logistic regression analysis   P-value OR 95%C.I. of OR CEA 0.07 0.889 0.782-1.010 VEGF 0.073 0.911 0.823-1.009 EGFR 0.305 0.936 0.826-1.062 TS 0.494 1.116 0.815-1.529 Ki-67 0.066 1.038 0.998-1.080 Table 3: Multiple logistic regression analysis   Regression coefficient Standard error P-value OR 95%C.I. of OR CEA -0.276 0.128 0.031 0. 759 0.591-0.975 VEGF -0.238 0.124 0.045 0.788 0.618-1.005 EGFR -0.135 0.14 0.334 0.873 0.664-1.149 TS 1.377 1.229 0.262 3.961 0.357-44.011 Ki-67 0.08 0.038 0.033 1.083 1.006-1.166 4.3 Prediction Model Based on the logistic regression analysis, an equation was estab- lished to try to predict the radiosensitivity of preoperative in rectal cancer patients as below. Log P=1.700-0.276×CEA-0.238×VEGF-0.135×EGFR+1.377×TS +0.080×(Ki67) Sig: [Unit of serum CEA is ug/L,the levels of VEGF,EGFR,TS and Ki-67 were the ratio of positive cells in IHC (%)] 5. Discussion More and more evidences support neoadjuvant radiotherapy/pRT instead of postoperative/adjuvant radiotherapy because of the su- periority in local control and PFS. Also there are so many advan- tages, the cancer radioresistance bothered radiotherapy physicians. As the researchers reported, about 35%-50% locally advanced rec- tal cancers were radiosensitive, and nearly 50% were not [20-21]. For these patients, radiotherapy may be harmful because of bad tumor regression and radiation-related injury, lots of patients even lost the chances to have the definitive surgery because of tumor progression or metastasis during the radiotherapy. So finding a way to predict the responses to radiotherapy may helpful. In our research, we retrospectively analyzed the pathological sec- tions and serum CEA of 33 rectal cancer patients who underwent pRT. Based on the relationship between CEA, VEGF, EGFR, TS, Ki-67 and tumor responses, we conducted an equation to try to predict the radiosensitivity. According to the equation, the P value is between 0-1. If the value gets more close to 1, then the cancer may be more radiosensitive, and if it gets close to 0, it means the cancer is almost radioresistent. The methods were firstly reported by us, and they may be useful in clinical application. However, there may be several limitations in our research. Firstly, the statistical sample of our research is relatively small, so that there may be some biases which may affect the accuracy of the equation. Secondly, in our research, some macroscopical fac- tors were not well considered, like the pathological pattern, the pathological grading or the tumor size. These factors may have a far-reaching influence on the effect of radiotherapy. Thirdly and the lastly, because of the limited budget, we used IHC to detect the levels of bio-markers, which was behindhand when compared
  • 5. Volume 5 Issue 4 -2021 Research Article clinicsofoncology.com 5 to PCR etc. Even though our attempt is encouraging because the mechanism of tumor genesis is a multiple-factors attended pro- cess. We will in the future consider more factors that may affect the radio-sensitivity and provide a more compellent equation for the predicting. 6. Conclusion Our research indicated that CEA, VEGF and Ki-67 were the pre- dictors of radio-sensitivity in rectal cancer patients; high levels of serum CEA and IHC expression of VEGF was related to poor tu- mor regression and Ki-67 has an opposite correlation. Levels of EGFR and TS have little correlation with tumor response. Based on the data before, we suggested a prediction equation as below: Log P=1.700-0.276×CEA-0.238×VEGF-0.135×EGFR+1.377×TS +0.080×(Ki67). Reference 1. Yin W, Yu Z, Xu G, Hu Y. Radiation Oncology Edition 4. Peking union medical college press. 2008; 636-56. 2. 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