1.Construction of a predictive model for radiation proctitis after radiotherapy for female pelvic tumors based on machine learning.
Hui XIE ; Ming GONG ; Jianfang ZHANG ; Qing LI
Journal of Central South University(Medical Sciences) 2022;47(8):1065-1074
OBJECTIVES:
Radiation therapy is a main method for female pelvic malignancies, which can cause some adverse reactions, such as radiation proctitis (RP). The incidence of RP is highly positively correlated with radiation dose. There is an urgent need for a scientific method to accurately predict the occurrence of RP to help doctors make clinical decisions. In this study, based on the clinical data of female pelvic tumor patients and dosimetric parameters of radiotherapy, the random forest method was used to screen the hub features related to the occurrence of RP, and then a machine learning algorithm was used to construct a risk prediction model for the occurrence of RP, in order to provide technical support and theoretical basis for the prediction and prevention of RP.
METHODS:
A total of 100 female patients with pelvic tumors, who received static three-dimensional conformal intensity-modulated radiation therapy in the Department of Radiation Oncology of the Affiliated Hospital of Xiangnan University from January 2019 to December 2020, were retrospectively collected, and their clinically relevant data and radiotherapy planning system data were collected. During radiotherapy and 18 months after radiotherapy, 35 cases developed RP (RP group), and the remaining 65 cases had no RP (non-RP group). The clinical and dosimetric characteristics of patients were ranked by the importance of random forest algorithm, and the independent prognostic characteristics associated with the occurrence of RP were selected for machine learning modeling. A total of 6 machine learning algorithms including support vector machines, random forests, logistic regression, lightweight gradient boosting machines, Gaussian naïve Bayes, and adaptive enhancement were used to build models. The performance of the model was evaluated by the area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, specificity, positive predictive value, negative predictive value, and F1 score. Finally, the random forest model was determined as the prediction model, and the calibration curve and decision curve of the prediction model were drawn to evaluate the accuracy and clinical benefit of the model.
RESULTS:
The parameters for random forest prediction model in the training set were as follow: AUC, 1.000, accuracy, 0.988, sensitivity, 1.000, specificity, 1.000, positive predictive value, 1.000, negative predictive value, 0.981, and F1 score, 1.000. In validation set, AUC was 0.713, accuracy was 0.640, sensitivity was 0.618, specificity was 0.822, positive predictive value was 0.500, negative predictive value was 0.656, and F1 score was 0.440. Random forest showed high predictive performance. Moreover, the Brief of the calibration curve for the prediction model was 0.178, the prediction accuracy was high, and the decision curve showed that the prediction model could benefit clinically.
CONCLUSIONS
Based on the clinical and dosimetric parameters for the female pelvic tumor patients, the prediction model of radiation proctitis constructed by random forest algorithm has high predictive ability and strong clinical usability.
Bayes Theorem
;
Female
;
Humans
;
Machine Learning
;
Pelvic Neoplasms/radiotherapy*
;
Proctitis/etiology*
;
Radiation Oncology
;
Retrospective Studies
2.Interpretation of Chinese expert consensus on multidisciplinary diagnosis and treatment of radiation rectal injury (2021 edition).
Chinese Journal of Gastrointestinal Surgery 2021;24(11):956-961
Although pelvic radiotherapy has played an important role in the treatment of malignant tumors, it is still difficult to avoid radiation damage within a certain period of time. In 2021, under the joint promotion of Colorectal Surgery Group of Chinese Medical Association Surgery Branch, Colorectal Surgeons Committee of Chinese Medical Doctor Association Surgeons Branch, Colorectal Surgeons Committee of Chinese Medical Doctor Association, and Colorectal Cancer Professional Committee of Chinese Anti-Cancer Association, Expert Group on Diagnosis and Treatment of Radiation Intestinal Injury has updated and formulated the 2021 edition of the "Chinese expert consensus on the multidisciplinary diagnosis and treatment of radiation rectal injury" (hereinafter referred to as "Consensus"). This Consensus edition has major changes compared with the "Chinese consensus on the diagnosis and treatment of radiation proctitis (2018)", which mainly updates in the following aspects: (1) adjusting the name of radiation rectal injury: the term "radiation proctitis" was adjusted to "radiation rectal injury"; (2) advocating the concept of pelvic integral injury and the multidisciplinary diagnosis and treatment model; (3) putting forward the clinical classification of diseases: the classification of the chronic rectal injury includes telangiectasia, ulcer, stenosis and mixed type; (4) carrying out individualized treatment based on the characteristics of the above-mentioned disease classification, and adjusting the recommended level of non-surgical treatment; (5) proposing specific guiding principles and details of surgical treatment: "damage control" and "expanded resection" principles, etc. This new edition (2021) of Consensus further refines the disease analysis and treatment strategies, which not only improves the guiding value of clinical practice, but also provides an important reference for the standardized diagnosis and treatment of radiation rectal injury in China.
China
;
Consensus
;
Humans
;
Proctitis
;
Radiation Injuries/therapy*
;
Rectum
3.Preoperative short course radiotherapy with concurrent and consolidation chemotherapies followed by delayed surgery in locally advanced rectal cancer: preliminary results
Mahdi AGHILI ; Sarvazad SOTOUDEH ; Reza GHALEHTAKI ; Mohammad BABAEI ; Borna FARAZMAND ; Mohammad Sadegh FAZELI ; Amir KESHVARI ; Peiman HADDAD ; Farshid FARHAN
Radiation Oncology Journal 2018;36(1):17-24
PURPOSE: This study aimed to assess complications and outcomes of a new approach, that is, combining short course radiotherapy (SRT), concurrent and consolidative chemotherapies, and delayed surgery. MATERIALS AND METHODS: In this single arm phase II prospective clinical trial, patients with T3-4 or N+ M0 rectal adenocarcinoma were enrolled. Patients who received induction chemotherapy or previous pelvic radiotherapy were excluded. Study protocol consisted of three-dimensional conformal SRT (25 Gy in 5 fractions in 1 week) with concurrent and consolidation chemotherapies including capecitabine and oxaliplatin. Total mesorectal excision was done at least 8 weeks after the last fraction of radiotherapy. Primary outcome was complete pathologic response and secondary outcomes were treatment related complications. RESULTS: Thirty-three patients completed the planned preoperative chemoradiation and 26 of them underwent surgery (24 low anterior resection and 2 abdominoperineal resection). Acute proctitis grades 2 and 3 were seen in 11 (33.3%) and 7 (21.2%) patients, respectively. There were no grades 3 and 4 subacute hematologic and non-hematologic (genitourinary and peripheral neuropathy) toxicities and perioperative morbidities such as anastomose leakage. Grade 2 or higher late toxicities were observed among 29.6% of the patients. Complete pathologic response was achieved in 8 (30.8%) patients who underwent surgery. The 3-year overall survival and local control rates were 65% and 94%, respectively. CONCLUSION: This study showed that SRT combined with concurrent and consolidation chemotherapies followed by delayed surgery is not only feasible and tolerable without significant toxicity but also, associated with promising complete pathologic response rates.
Adenocarcinoma
;
Antineoplastic Combined Chemotherapy Protocols
;
Arm
;
Capecitabine
;
Combined Modality Therapy
;
Consolidation Chemotherapy
;
Drug Therapy
;
Humans
;
Induction Chemotherapy
;
Iran
;
Proctitis
;
Prospective Studies
;
Radiotherapy
;
Radiotherapy, Conformal
;
Rectal Neoplasms
4.Evaluation of prophylactic and therapeutic effects of ruscogenin on acute radiation proctitis: an experimental rat model.
Erkan YAVUZ ; Onur Olgac KARAGULLE ; Gulcin ERCAN ; Atilla CELIK ; Hakan YIGITBAS ; Busra Yaprak BAYRAK ; Rumeysa TARTAR ; Ramazan KUSASLAN ; Yuksel ALTINEL ; Osman Bilgin GULCICEK
Annals of Surgical Treatment and Research 2018;94(4):174-182
PURPOSE: Radiation proctitis (RP) is inflammation and damage to the rectum, manifested secondary to ionizing radiation utilized for treatment. In this study, we evaluated the anti-inflammatory therapeutical and protective effects of ruscogenin in a model of acute RP. METHODS: Thirty-two Sprague-Dawley rats were divided into 4 groups (n = 8) as sham, control, treatment, and prophylaxis groups. Prophylaxis group and treatment group were dosed ruscogenin by oral gavage for 14 days pre- and postradiation. At the end of the 28th day, all subjects were sacrificed. RESULTS: Histopathological analysis showed a significant increase in cryptitis abscess, cryptitis and reactive atypia, and depth of lymphocytic infiltration of the control group, compared to the other groups (P < 0.05), while treatment and prophylaxis groups showed significant decreases (P < 0.05). Immunohistochemical analysis indicated that immunoreactivity were significantly higher in control group (P < 0.05, P < 0.001, and P < 0.01, respectively), but vice versa for treatment and prophylaxis groups. There was not any significant difference for fibroblast growth factor 2 immunoreactivity. The epithelium of control rectums indicated an increase in TNF-α immunoreactivity while other groups had significant decrease (P < 0.01). Electron microscopical findings were parallel to light microscopy. CONCLUSION: In this study, ruscogenin was observed to be effective on prophylaxis or treatment of acute RP. Although there are various reports on the treatment of the rectum damaged by acute RP in the literature, this could be the first study since there is no research indicating the ultrastructural effect of ruscogenin.
Abscess
;
Animals
;
Epithelium
;
Fibroblast Growth Factor 2
;
Inflammation
;
Microscopy
;
Models, Animal*
;
Proctitis*
;
Radiation, Ionizing
;
Rats*
;
Rats, Sprague-Dawley
;
Rectum
;
Therapeutic Uses*
5.Usefulness of fecal calprotectin by monoclonal antibody testing in adult Japanese with inflammatory bowel diseases: a prospective multicenter study.
Shiro NAKAMURA ; Hirotsugu IMAEDA ; Hiroki NISHIKAWA ; Masaki IIMURO ; Minoru MATSUURA ; Hideo OKA ; Junsuke OKU ; Takako MIYAZAKI ; Hirohito HONDA ; Kenji WATANABE ; Hiroshi NAKASE ; Akira ANDOH
Intestinal Research 2018;16(4):554-562
BACKGROUND/AIMS: Noninvasive objective monitoring is advantageous for optimizing treatment strategies in patients inflammatory bowel disease (IBD). Fecal calprotectin (FCP) is superior to traditional biomarkers in terms of assessing the activity in patients with IBD. However, there are the differences among several FCP assays in the dynamics of FCP. In this prospective multicenter trial, we investigated the usefulness of FCP measurements in adult Japanese patients with IBD by reliable enzyme immunoassay using a monoclonal antibody. METHODS: We assessed the relationship between FCP levels and disease or endoscopic activity in patients with ulcerative colitis (UC, n=64) or Crohn’s disease (CD, n=46) compared with healthy controls (HCs, n=64). RESULTS: FCP levels in UC patients strongly correlated with the Disease Activity Index (rs =0.676, P < 0.0001) and Mayo endoscopic subscore (MES; rs =0.677, P < 0.0001). FCP levels were significantly higher even in patients with inactive UC or CD compared with HCs (P=0.0068, P < 0.0001). The optimal cutoff value between MES 1 and 2 exhibited higher sensitivity (94.1%). FCP levels were significantly higher in active UC patients than in inactive patients (P < 0.001), except those with proctitis. The Crohn’s Disease Activity Index tended to correlate with the FCP level (rs =0.283, P=0.0565). CONCLUSIONS: Our testing method using a monoclonal antibody for FCP was well-validated and differentiated IBD patients from HCs. FCP may be a useful biomarker for objective assessment of disease activity in adult Japanese IBD patients, especially those with UC.
Adult*
;
Antibodies, Monoclonal
;
Asian Continental Ancestry Group*
;
Biomarkers
;
Colitis, Ulcerative
;
Crohn Disease
;
Humans
;
Immunoenzyme Techniques
;
Inflammatory Bowel Diseases*
;
Leukocyte L1 Antigen Complex*
;
Methods
;
Multicenter Studies as Topic
;
Proctitis
;
Prospective Studies*
6.Chinese consensus on diagnosis and treatment of radiation proctitis (2018).
Chinese Journal of Gastrointestinal Surgery 2018;21(12):1321-1336
Radiation proctitis denotes the radiation damage of rectum caused by radiotherapy to pelvic malignancy. The clinical practices of radiation proctitis should be fully considered from diagnosis, treatment and prevention. In order to determine appropriate treatment strategies, the diagnosis of radiation proctitis should be based on clinical symptoms, endoscopic findings, imaging and histopathology to assess severity of symptoms and stage of disease. In terms of treatment decisions, non-surgical interventions are generally applied to relieve major symptoms and avoid serious complications. Diverting colostomy and restorative resection are the main surgical treatments for patients with recurrent symptoms. In terms of prevention, radiation proctitis should be prevented by improvement of radiotherapy technology, physical protection and prophylactic medication. This guide aims to provide guidance for the clinical practices of radiation proctitis in China.
China
;
Consensus
;
Humans
;
Proctitis
;
diagnosis
;
therapy
;
Radiation Injuries
;
diagnosis
;
prevention & control
;
therapy
;
Rectum
;
pathology
;
radiation effects
7.Bisacodyl Induced Severe Rectal Ulcer with Proctitis.
Hye Jin CHO ; Jae Uk SHIN ; Su Sin JIN ; Hyeon Jeong KANG ; Ho Wook JEON ; Joon Yub LEE
The Ewha Medical Journal 2017;40(1):50-54
Constipation is a prevalent, often chronic, gastrointestinal motility disorder. Bisacodyl, a stimulant laxative, is widely used to treat constipation in adults and children. This drug is usually safe, but it has some side effects including diarrhea, abdominal pain, colitis, and proctitis. There have been reports that rectal administration of bisacodyl could cause injury to the rectal mucosa by mechanical and chemical mechanisms. However, there has been no report of severe proctitis with rectal ulcers in patients taking oral bisacodyl. In this report, we describe the case of an 80-year-old woman with severe rectal ulcers and proctitis after taking oral bisacodyl for several days, and review the literature.
Abdominal Pain
;
Administration, Rectal
;
Adult
;
Aged, 80 and over
;
Bisacodyl*
;
Child
;
Colitis
;
Constipation
;
Diarrhea
;
Female
;
Gastrointestinal Motility
;
Humans
;
Mucous Membrane
;
Proctitis*
;
Rectum
;
Ulcer*
8.Lymphoid follicular proctitis resembling rectal carcinoid tumor, confirmed by endoscopic resection.
Seungjun GIM ; Kang Nyeong LEE ; Donghoon LEE ; Hye Young LEE ; Ki Sul CHANG ; Oh Young LEE ; Ho Soon CHOI
The Korean Journal of Internal Medicine 2017;32(3):548-551
No abstract available.
Carcinoid Tumor*
;
Proctitis*
9.Lymphoid follicular proctitis resembling rectal carcinoid tumor, confirmed by endoscopic resection.
Seungjun GIM ; Kang Nyeong LEE ; Donghoon LEE ; Hye Young LEE ; Ki Sul CHANG ; Oh Young LEE ; Ho Soon CHOI
The Korean Journal of Internal Medicine 2017;32(3):548-551
No abstract available.
Carcinoid Tumor*
;
Proctitis*
10.Nursing care of prostate cancer patients against radiative proctitisinduced by CyberKnife treatment.
Ao-Mei LI ; Jie GAO ; Kai-Yu LU ; Sheng-Yuan ZHANG
National Journal of Andrology 2017;23(1):69-72
Objective:
To investigate the nursing care of prostate cancer (PCa) patients againstradioactive proctitisinduced byCyberKnifetreatment.
METHODS:
Sixty-eightPCapatients undergoingCyberKnife treatment in the observation group receivedspecialnursing care againstradioactive proctitis. The nursing measures includedthoserelevant toCyberKnife treatment, prevention ofradioactive proctitis, skin care, and discharge guidance. Meanwhile, another 54 prostate cancer patients received traditional nursing care as controls. We compared the incidence rate and severity of radioactive proctitis between the two groups of patients.
RESULTS:
The incidence rate of radioactive proctitiswas markedly lower in the observation group than in the control (2.9% vs 13.0%, P<0.05), but no statistically significant difference was observed in the severity of radioactive proctitis between the two groups of patients.
CONCLUSIONS
The special nursing care againstCyberKnife-induced radioactiveproctitiscan significantlyreduce the incidence of radioactive proctitis andimprove the effect of CyberKnife treatment of prostate cancer, which therefore deserves wide clinical application.
Case-Control Studies
;
Humans
;
Male
;
Proctitis
;
etiology
;
nursing
;
prevention & control
;
Prostatic Neoplasms
;
radiotherapy
;
Radiation Injuries
;
nursing
;
prevention & control
;
Radiosurgery
;
adverse effects

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