Novel artificial intelligence machine learning approaches to precisely predict survival and site-specific recurrence in cervical cancer: A multi-institutional study

BackgroundMachine learning (ML) has been gradually integrated into oncologic research but seldom applied to predict cervical cancer (CC), and no model has been reported to predict survival and site-specific recurrence simultaneously. Thus, we aimed to develop ML models to predict survival and site-specific recurrence in CC and to guide individual surveillance.MethodsWe retrospectively collected data on CC patients from 2006 to 2017 in four hospitals. The survival or recurrence predictive value of the variables was analyzed using multivariate Cox, principal component, and K-means clustering analyses. The predictive performances of eight ML models were compared with logistic or Cox models. A novel web-based predictive calculator was developed based on the ML algorithms.ResultsThis study included 5112 women for analysis (268 deaths, 343 recurrences): (1) For site-specific recurrence, larger tumor size was associated with local recurrence, while positive lymph nodes were associated with distant recurrence. (2) The ML models exhibited better prognostic predictive performance than traditional models. (3) The ML models were superior to traditional models when multiple variables were used. (4) A novel predictive web-based calculator was developed and externally validated to predict survival and site-specific recurrence.ConclusionML models might be a better analytic approach in CC prognostic prediction than traditional models as they can predict survival and site-specific recurrence simultaneously, especially when using multiple variables. Moreover, our novel web-based calculator may provide clinicians with useful information and help them make individual postoperative follow-up plans and further treatment strategies.     

A study of oxidative stress in cervical cancer- an institutional study

Cervical cancer is the second most common cause of cancer-related death among women worldwide, especially in developing countries. Oxidative stress has been associated with cervical cancer. Many studies demonstrated that the low level of antioxidants induces the production of free radicals that cause lipid peroxidation, DNA, and protein damage leading to mutations that favors malignant transformation. This is a case-control institutional study conducted to evaluate the level of oxidative stress in cervical cancer patients and the age-matched healthy controls. We measured level of TBARS expressed as MDA, activity of SOD and GSH level by the spectrophotometric method, and level of 8-OHdG was estimated using a competitive sandwich ELISA assay. Our results showed a significant increase in the level of lipid peroxidation in group IV when compared to the control, group II and group III (p < 0.001). The activity of SOD was also significantly higher in group IV when compared to the control group (p < 0.001), group II (p < 0.001), and group III (p < 0.001). The level of GSH was also significantly lower in group IV when compared to the control group (p < 0.01), group II (p < 0.01), and group III (p < 0.01). The level of 8-OHdG was significantly higher in group IV than in the other groups (p < 0.01). The results suggest that oxidative stress is involved in the pathogenesis of cervical cancer, which is demonstrated by an increased level of lipid peroxidation and higher levels of 8-OHdG and an altered antioxidant defense system.     

Assessment of the association between the frequency of micronucleus and p16INK4a/Ki-67 co-expression in patients with cervical intraepithelial lesions

Human papilloma virus (HPV) infection is the main etiological factor for cervical intraepithelial lesions (CIN). An important characteristic of this process is the loss of genome stability. Therefore, it is imperative to use biomarkers of DNA damage caused by genomic instability to identify high risk individuals. We investigated the frequency of micronuclei (MN) in peripheral blood lymphocytes (PBL) of 20 patients, diagnosed as histologically CIN 1 and 10 healthy controls. We also examined the frequency of other nuclear anomalies including nucleoplasmic bridges (NPBs) and nuclear buds (NBUDs) in PBL of patients with CIN 1 and healthy controls, and evaluated the benefits of p16^INK4a and Ki-67 (p16^INK4a/Ki-67) immunohistochemical double staining for identifying cervical squamous cells that express HPV E6/E7 oncogenes. We analyzed the association between the frequency of MN in PBL and the amount of p16^INK4a/Ki-67 co-expression in CIN 1 patients to establish genomic instability. Among CIN 1 subjects, 15% exhibited diffuse p16^INK4a/Ki-67 co-expression and were considered high positive, 25% of the CIN 1 cases exhibited p16^INK4a/Ki-67 co-expression restricted to the lower part of the epithelium and were considered low positive and the remaining 60% of cases were negative. The frequency of MN, NPBs and NBUDs differed significantly among groups. We found a statistically significant positive correlation between p16^INK4a/Ki-67 co-expression and the frequency of MN, NPBs and NBUDs in PBL. Our findings demonstrate the efficacy of p16^INK4a/Ki-67 double immunostaining for histological samples with CIN 1. MN frequency in PBL might be useful for detecting genomic instability in cases of HPV infection and CIN.     

兰州市门诊病人人乳头瘤病毒（HPV）感染与宫颈病变相关性分析

目的：了解兰州市门诊病人人乳头瘤病毒（HPV）感染情况、年龄分布及与宫颈病变相关性,免疫组化法测不同宫颈病变组中P16表达,了解P16在筛查宫颈癌及其癌前病变中的作用。方法：收集兰州市2009年10月至2011年3月782例门诊女病人,核酸分子快速导流杂交基因芯片技术（HyBrimax）对宫颈脱落细胞行HPV分型检测,分析门诊病人中HPV感染状况及年龄分布。部分细胞学异常或高危HPV阳性者阴道镜下宫颈活检,病理检查宫颈病变程度及与HPV感染相关性,免疫组化法检测宫颈组织中P16蛋白表达情况。结果：兰州市门诊782例病人中,HPV阳性率28.64%（224/782）,21种亚型检测出17种,排在前5位亚型分别为HPV16、HPV58、HPV68、HPV52、HPV33,各年龄组间HPV感染差异有统计学意义（P〈0.05）,21-30岁之间感染占37.42%。117例病检组织中,HPV在正常/炎症、CINⅠ、CINⅡ-Ⅲ、ICC组中阳性率分别为35.55%、65.60%、88.46%、100%,各组间HPV感染差异有统计学意义（P〈0.01）,同时P16表达依次增高,阳性率分别为22.22%、56.25%、84.61%、100%,组间差异有统计学意义（X2=36.124,P=0.001）。结论：兰州市门诊病人HPV感染阳性率为28.64%,各年龄组间感染差异有统计学意义,随宫颈病变加重,HPV检出率及P16蛋白表达均增高,二者联合检测有助于早期诊断及治疗。     

SIRT1在宫颈癌细胞耐药中的作用及其机制研究

摘要目的：探讨沉默交配型信息调节因子2同源蛋白1（silentmatingtypeinformationregulation2homologyl,SIRTl）在宫颈癌化疗耐药中的作用及其机制。方法：体外培养人宫颈癌Hela细胞系和宫颈癌Hela／MMC耐药细胞亚系,westernblotting检测MMC对Hela和Hela／MMC细胞内SIRTl蛋白表达的影响;MTT法检测MMC及Nicotinamide对Hela和Hela／MMC细胞增殖的影响;AnnexinV-PI试验检测Hela／MMC细胞凋亡的亡的情况;RT—PCR方法检测耐药相关蛋白P—gP的mRNA表达情况。结果：正常情况下,Hela／MMC细胞中SIRTl的表达显著高于Hela细胞（P〈0．05）,MMC处理的Hela／MMC细胞中SIRTl的表达显著高于未经MMC处理（P〈0．05）。Nicotinamide对Hela和Hela／MMC细胞具有相似的生长抑制作用,Nicotinamide可使MMC诱导的Hela／MMC细胞凋亡增加,同时降低细胞内P-gP的mRNA表达（P〈0．05）。结论：SIRTl表达下调能显著减轻Hela／MMC细胞对MMC的耐药性,其作用可能与P—gp有关。     

Characterization of C2C12 cells in simulated microgravity: Possible use for myoblast regeneration

Muscle loss is a major problem for many in lifetime. Muscle and bone degeneration has also been observed in individuals exposed to microgravity and in unloading conditions. C2C12 myoblst cells are able to form myotubes, and myofibers and these cells have been employed for muscle regeneration purposes and in myogenic regeneration and transplantation studies. We exposed C2C12 cells in an random position machine to simulate microgravity and study the energy and the biochemical challenges associated with this treatment. Simulated microgravity exposed C2C12 cells maintain positive proliferation indices and delay the differentiation process for several days. On the other hand this treatment significantly alters many of the biochemical and the metabolic characteristics of the cell cultures including calcium homeostasis. Recent data have shown that these perturbations are due to the inhibition of the ryanodine receptors on the membranes of intracellular calcium stores. We were able to reverse this perturbations treating cells with thapsigargin which prevents the segregation of intracellular calcium ions in the mitochondria and in the sarco/endoplasmic reticula. Calcium homeostasis appear a key target of microgravity exposure. In conclusion, in this study we reported some of the effects induced by the exposure of C2C12 cell cultures to simulated microgravity. The promising information obtained is of fundamental importance in the hope to employ this protocol in the field of regenerative medicine     

Seasonality in the Incidence of Cervical Carcinoma in Teenagers and Young Adults in Northern England, 1968–2005

Infection with human papillomavirus is an established risk factor for cervical carcinoma. However, the role of other environmental factors is less well established. To further investigate whether other agents may be involved, the authors have analyzed seasonal variation in cervical cancer with respect to month of birth and separately month of diagnosis. All 85 cases diagnosed in 15–24-yr-olds during the period 1968–2005 were extracted from the specialist population-based Northern Region Young Persons' Malignant Disease Registry. The chi-square heterogeneity test was used to assess overall nonuniform variation in month of birth and separately month of diagnosis. Poisson regression analysis was used to fit sinusoidal (harmonic) models to the data using month of birth and month of diagnosis in separate models. Based on month of birth, there was statistically significant heterogeneity (p?=?.03) and a significant sinusoidal pattern, with an incidence peak involving births in the autumn months (p?=?.03). Based on month of diagnosis, there was marginally significant heterogeneity (p?=?.06). The evidence of seasonal variation around time of birth for cervical carcinoma is highly novel and suggests possible early etiological involvement of environmental factors. (Author correspondence: Richard.McNally@ncl.ac.uk)     

Interaction studies of muts and mutl with DNA containing the major cisplatin lesion and its mismatched counterpart under equilibrium and nonequilibrium conditions

The DNA mismatch repair (MMR) system participates in cis‐diamminedichloroplatinum (II) (cisplatin) cytotoxicity through signaling of cisplatin DNA lesions by yet unknown molecular mechanisms. It is thus of great interest to determine whether specialized function of MMR proteins could be associated with cisplatin DNA damage. The major cisplatin 1,2‐d(GpG) intrastrand crosslink and compound lesions arising from misincorporation of a mispaired base opposite either platinated guanine of the 1,2‐d(GpG) adduct are thought to be critical lesions for MMR signaling. Previously, we have shown that cisplatin compound lesion with a mispaired thymine opposite the 3′ platinated guanine triggers new Escherichia coli MutS ATP‐dependent biochemical activities distinguishable from those encountered with DNA mismatch consistent with a role of this lesion in MMR‐dependent signaling mechanism. In this report, we show that the major cisplatin 1,2‐d(GpG) intrastrand crosslink does not confer novel MutS postrecognition biochemical activity as studied by surface plasmon resonance spectroscopy. A fast rate of MutS ATP‐dependent dissociation prevents MutL recruitment to the major cisplatin lesion in contrast to cisplatin compound lesion which authorized MutS‐dependent recruitment of MutL with a dynamic of ternary complex formation distinguishable from that encountered with DNA mismatch substrate. We conclude that the mode of cisplatin DNA damage recognition by MutS and the nature of MMR post‐recognition events are lesion‐dependent and suggest that MMR signaling through the major cisplatin lesion is unlikely to occur. © 2013 Wiley Periodicals, Inc. Biopolymers 99: 636–647, 2013.     

Synergistic antitumor activity of reversine combined with aspirin in cervical carcinoma in vitro and in vivo

A recent report showed that reversine treatment could induce murine myoblasts dedifferentiation into multipotent progenitor cells and inhibit proliferation of some tumors, and other reports showed that apoptosis of lung adenocarcinoma cells could be induced by aspirin. The aim of the present study was to evaluate the synergistic antitumor effects of reversine and aspirin on cervical cancer. The inhibition rate of reversine and aspirin on cervical cancer cell lines’ (HeLa and U14) was determined by MTT method, cell cycle of HeLa and U14 cells was analyzed by FACS, mitochondrial membrane potential of HeLa and U14 was detected using a JC-1 kit. HeLa and U14 colony formation was analyzed by soft agar colony formation assay. The expression of caspase-3, Bcl-2/Bax, cyclin D1 and p21 was detected by qRT-PCR and Western Blotting. Moreover, tumor weight and tumor volume was assessed using a murine model of cervical cancer with U14 cells subcutaneously (s.c.) administered into the neck, separately or combined with drug administration via the intraperitoneal (i.p.) route. The inhibition rate of cells in the combination group (10 μmol/L reversine, 10 mmol/L aspirin) increased significantly in comparison to that when the drugs were used alone (P < 0.05); moreover, this combination could synergistically inhibit the proliferation of five cervical cancer cell lines (HeLa, U14, Siha, Caski and C33A). In the therapeutic mouse model, tumor weight and tumor volume of cervical cancer bearing mice was more reduced when compared with the control agents (P < 0.05) in tumor-bearing mice. The combination of reversine and aspirin exerts synergistic growth inhibition and apoptosis induction on cervical cancers cells.