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Laios A, Kalampokis E, Mamalis ME, Thangavelu A, Tan YS, Hutson R, Munot S, Broadhead T, Nugent D, Theophilou G, Jackson RE, De Jong D. Explaining the Elusive Nature of a Well-Defined Threshold for Blood Transfusion in Advanced Epithelial Ovarian Cancer Cytoreductive Surgery. Diagnostics (Basel) 2023; 14:94. [PMID: 38201403 PMCID: PMC10795734 DOI: 10.3390/diagnostics14010094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 12/18/2023] [Accepted: 12/29/2023] [Indexed: 01/12/2024] Open
Abstract
There is no well-defined threshold for intra-operative blood transfusion (BT) in advanced epithelial ovarian cancer (EOC) surgery. To address this, we devised a Machine Learning (ML)-driven prediction algorithm aimed at prompting and elucidating a communication alert for BT based on anticipated peri-operative events independent of existing BT policies. We analyzed data from 403 EOC patients who underwent cytoreductive surgery between 2014 and 2019. The estimated blood volume (EBV), calculated using the formula EBV = weight × 80, served for setting a 10% EBV threshold for individual intervention. Based on known estimated blood loss (EBL), we identified two distinct groups. The Receiver operating characteristic (ROC) curves revealed satisfactory results for predicting events above the established threshold (AUC 0.823, 95% CI 0.76-0.88). Operative time (OT) was the most significant factor influencing predictions. Intra-operative blood loss exceeding 10% EBV was associated with OT > 250 min, primary surgery, serous histology, performance status 0, R2 resection and surgical complexity score > 4. Certain sub-procedures including large bowel resection, stoma formation, ileocecal resection/right hemicolectomy, mesenteric resection, bladder and upper abdominal peritonectomy demonstrated clear associations with an elevated interventional risk. Our findings emphasize the importance of obtaining a rough estimate of OT in advance for precise prediction of blood requirements.
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Affiliation(s)
- Alexandros Laios
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (Y.S.T.); (R.H.); (S.M.); (T.B.); (D.N.); (G.T.); (D.D.J.)
| | - Evangelos Kalampokis
- Department of Business Administration, University of Macedonia, 54636 Thessaloniki, Greece; (E.K.); (M.-E.M.)
- Center for Research & Technology HELLAS (CERTH), 6th km Charilaou-Thermi Rd, 57001 Thessaloniki, Greece
| | - Marios-Evangelos Mamalis
- Department of Business Administration, University of Macedonia, 54636 Thessaloniki, Greece; (E.K.); (M.-E.M.)
| | - Amudha Thangavelu
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (Y.S.T.); (R.H.); (S.M.); (T.B.); (D.N.); (G.T.); (D.D.J.)
| | - Yong Sheng Tan
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (Y.S.T.); (R.H.); (S.M.); (T.B.); (D.N.); (G.T.); (D.D.J.)
| | - Richard Hutson
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (Y.S.T.); (R.H.); (S.M.); (T.B.); (D.N.); (G.T.); (D.D.J.)
| | - Sarika Munot
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (Y.S.T.); (R.H.); (S.M.); (T.B.); (D.N.); (G.T.); (D.D.J.)
| | - Tim Broadhead
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (Y.S.T.); (R.H.); (S.M.); (T.B.); (D.N.); (G.T.); (D.D.J.)
| | - David Nugent
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (Y.S.T.); (R.H.); (S.M.); (T.B.); (D.N.); (G.T.); (D.D.J.)
| | - Georgios Theophilou
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (Y.S.T.); (R.H.); (S.M.); (T.B.); (D.N.); (G.T.); (D.D.J.)
| | | | - Diederick De Jong
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (Y.S.T.); (R.H.); (S.M.); (T.B.); (D.N.); (G.T.); (D.D.J.)
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Laios A, Kalampokis E, Mamalis ME, Thangavelu A, Hutson R, Broadhead T, Nugent D, De Jong D. Exploring the Potential Role of Upper Abdominal Peritonectomy in Advanced Ovarian Cancer Cytoreductive Surgery Using Explainable Artificial Intelligence. Cancers (Basel) 2023; 15:5386. [PMID: 38001646 PMCID: PMC10670755 DOI: 10.3390/cancers15225386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Revised: 11/02/2023] [Accepted: 11/07/2023] [Indexed: 11/26/2023] Open
Abstract
The Surgical Complexity Score (SCS) has been widely used to describe the surgical effort during advanced stage epithelial ovarian cancer (EOC) cytoreduction. Referring to a variety of multi-visceral resections, it best combines the numbers with the complexity of the sub-procedures. Nevertheless, not all potential surgical procedures are described by this score. Lately, the European Society for Gynaecological Oncology (ESGO) has established standard outcome quality indicators pertinent to achieving complete cytoreduction (CC0). There is a need to define what weight all these surgical sub-procedures comprising CC0 would be given. Prospectively collected data from 560 surgically cytoreduced advanced stage EOC patients were analysed at a UK tertiary referral centre.We adapted the structured ESGO ovarian cancer report template. We employed the eXtreme Gradient Boosting (XGBoost) algorithm to model a long list of surgical sub-procedures. We applied the Shapley Additive explanations (SHAP) framework to provide global (cohort) explainability. We used Cox regression for survival analysis and constructed Kaplan-Meier curves. The XGBoost model predicted CC0 with an acceptable accuracy (area under curve [AUC] = 0.70; 95% confidence interval [CI] = 0.63-0.76). Visual quantification of the feature importance for the prediction of CC0 identified upper abdominal peritonectomy (UAP) as the most important feature, followed by regional lymphadenectomies. The UAP best correlated with bladder peritonectomy and diaphragmatic stripping (Pearson's correlations > 0.5). Clear inflection points were shown by pelvic and para-aortic lymph node dissection and ileocecal resection/right hemicolectomy, which increased the probability for CC0. When UAP was solely added to a composite model comprising of engineered features, it substantially enhanced its predictive value (AUC = 0.80, CI = 0.75-0.84). The UAP was predictive of poorer progression-free survival (HR = 1.76, CI 1.14-2.70, P: 0.01) but not overall survival (HR = 1.06, CI 0.56-1.99, P: 0.86). The SCS did not have significant survival impact. Machine Learning allows for operational feature selection by weighting the relative importance of those surgical sub-procedures that appear to be more predictive of CC0. Our study identifies UAP as the most important procedural predictor of CC0 in surgically cytoreduced advanced-stage EOC women. The classification model presented here can potentially be trained with a larger number of samples to generate a robust digital surgical reference in high output tertiary centres. The upper abdominal quadrants should be thoroughly inspected to ensure that CC0 is achievable.
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Affiliation(s)
- Alexandros Laios
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (R.H.); (T.B.); (D.N.); (D.D.J.)
| | - Evangelos Kalampokis
- Information Systems Lab, Department of Business Administration, University of Macedonia, 54636 Thessaloniki, Greece; (E.K.); (M.E.M.)
- Center for Research & Technology HELLAS (CERTH), 6th km Charilaou-Thermi Rd, 57001 Thessaloniki, Greece
| | - Marios Evangelos Mamalis
- Information Systems Lab, Department of Business Administration, University of Macedonia, 54636 Thessaloniki, Greece; (E.K.); (M.E.M.)
| | - Amudha Thangavelu
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (R.H.); (T.B.); (D.N.); (D.D.J.)
| | - Richard Hutson
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (R.H.); (T.B.); (D.N.); (D.D.J.)
| | - Tim Broadhead
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (R.H.); (T.B.); (D.N.); (D.D.J.)
| | - David Nugent
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (R.H.); (T.B.); (D.N.); (D.D.J.)
| | - Diederick De Jong
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (A.T.); (R.H.); (T.B.); (D.N.); (D.D.J.)
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de Jong D, Thangavelu A, Broadhead T, Chen I, Burke D, Hutson R, Johnson R, Kaufmann A, Lodge P, Nugent D, Quyn A, Theophilou G, Laios A. Prerequisites to improve surgical cytoreduction in FIGO stage III/IV epithelial ovarian cancer and subsequent clinical ramifications. J Ovarian Res 2023; 16:214. [PMID: 37951927 PMCID: PMC10638711 DOI: 10.1186/s13048-023-01303-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Accepted: 10/26/2023] [Indexed: 11/14/2023] Open
Abstract
BACKGROUND No residual disease (CC 0) following cytoreductive surgery is pivotal for the prognosis of women with advanced stage epithelial ovarian cancer (EOC). Improving CC 0 resection rates without increasing morbidity and no delay in subsequent chemotherapy favors a better outcome in these women. Prerequisites to facilitate this surgical paradigm shift and subsequent ramifications need to be addressed. This quality improvement study assessed 559 women with advanced EOC who had cytoreductive surgery between January 2014 and December 2019 in our tertiary referral centre. Following implementation of the Enhanced Recovery After Surgery (ERAS) pathway and prehabilitation protocols, the surgical management paradigm in advanced EOC patients shifted towards maximal surgical effort cytoreduction in 2016. Surgical outcome parameters before, during, and after this paradigm shift were compared. The primary outcome measure was residual disease (RD). The secondary outcome parameters were postoperative morbidity, operative time (OT), length of stay (LOS) and progression-free-survival (PFS). RESULTS R0 resection rate in patients with advanced EOC increased from 57.3% to 74.4% after the paradigm shift in surgical management whilst peri-operative morbidity and delays in adjuvant chemotherapy were unchanged. The mean OT increased from 133 + 55 min to 197 + 85 min, and postoperative high dependency/intensive care unit (HDU/ICU) admissions increased from 8.1% to 33.1%. The subsequent mean LOS increased from 7.0 + 2.6 to 8.4 + 4.9 days. The median PFS was 33 months. There was no difference for PFS in the three time frames but a trend towards improvement was observed. CONCLUSIONS Improved CC 0 surgical cytoreduction rates without compromising morbidity in advanced EOC is achievable owing to the right conditions. Maximal effort cytoreductive surgery should solely be carried out in high output tertiary referral centres due to the associated substantial prerequisites and ramifications.
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Affiliation(s)
- Diederick de Jong
- Department of Gynaecological Oncology, ESGO Centre of Excellence in advanced ovarian cancer surgery, St. James's University Hospital, LTHT, Beckett Street, Leeds, LS9 7TF, UK
| | - Amudha Thangavelu
- Department of Gynaecological Oncology, ESGO Centre of Excellence in advanced ovarian cancer surgery, St. James's University Hospital, LTHT, Beckett Street, Leeds, LS9 7TF, UK
| | - Timothy Broadhead
- Department of Gynaecological Oncology, ESGO Centre of Excellence in advanced ovarian cancer surgery, St. James's University Hospital, LTHT, Beckett Street, Leeds, LS9 7TF, UK
| | - Inga Chen
- Department of Gynaecological Oncology, ESGO Centre of Excellence in advanced ovarian cancer surgery, St. James's University Hospital, LTHT, Beckett Street, Leeds, LS9 7TF, UK
| | - Dermot Burke
- Department of Surgery, Colorectal Surgery Service, St. James's University Hospital LTHT, Leeds, UK
| | - Richard Hutson
- Department of Gynaecological Oncology, ESGO Centre of Excellence in advanced ovarian cancer surgery, St. James's University Hospital, LTHT, Beckett Street, Leeds, LS9 7TF, UK
| | - Racheal Johnson
- Department of Gynaecological Oncology, ESGO Centre of Excellence in advanced ovarian cancer surgery, St. James's University Hospital, LTHT, Beckett Street, Leeds, LS9 7TF, UK
| | - Angelika Kaufmann
- Department of Gynaecological Oncology, ESGO Centre of Excellence in advanced ovarian cancer surgery, St. James's University Hospital, LTHT, Beckett Street, Leeds, LS9 7TF, UK
| | - Peter Lodge
- Department of Surgery, Hepatobilliary Surgery and Liver Transplant Service, St. James's University Hospital LTHT, Leeds, UK
| | - David Nugent
- Department of Gynaecological Oncology, ESGO Centre of Excellence in advanced ovarian cancer surgery, St. James's University Hospital, LTHT, Beckett Street, Leeds, LS9 7TF, UK
| | - Aaron Quyn
- Department of Surgery, Hepatobilliary Surgery and Liver Transplant Service, St. James's University Hospital LTHT, Leeds, UK
| | - Georgios Theophilou
- Department of Gynaecological Oncology, ESGO Centre of Excellence in advanced ovarian cancer surgery, St. James's University Hospital, LTHT, Beckett Street, Leeds, LS9 7TF, UK
| | - Alexandros Laios
- Department of Gynaecological Oncology, ESGO Centre of Excellence in advanced ovarian cancer surgery, St. James's University Hospital, LTHT, Beckett Street, Leeds, LS9 7TF, UK.
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Johnson RL, Ganesan S, Thangavelu A, Theophilou G, de Jong D, Hutson R, Nugent D, Broadhead T, Laios A, Cummings M, Orsi NM. Immune Checkpoint Inhibitors Targeting the PD-1/PD-L1 Pathway in Advanced, Recurrent Endometrial Cancer: A Scoping Review with SWOT Analysis. Cancers (Basel) 2023; 15:4632. [PMID: 37760602 PMCID: PMC10527181 DOI: 10.3390/cancers15184632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Revised: 09/06/2023] [Accepted: 09/15/2023] [Indexed: 09/29/2023] Open
Abstract
Results of recent clinical trials using the immune check point inhibitors (ICI) pembrolizumab or dostarlimab with/without lenvatinib has led to their approval for specific molecular subgroups of advanced recurrent endometrial cancer (EC). Herein, we summarise the clinical data leading to this first tissue-agnostic approval. As this novel therapy is not yet available in the United Kingdom standard care setting, we explore the strengths, weaknesses, opportunities, and threats (SWOT) of ICI treatment in EC. Major databases were searched focusing on clinical trials using programmed cell death protein 1 (PD-1) and its ligand (PD-L1) ICI which ultimately contributed to anti-PD-1 approval in EC. We performed a data quality assessment, reviewing survival and safety analysis. We included 15 studies involving 1609 EC patients: 458 with mismatch repair deficiency (MMRd)/microsatellite instability-high (MSI-H) status and 1084 with mismatch repair proficiency/microsatellite stable (MMRp/MSS) status. Pembrolizumab/dostarlimab have been approved for MMRd ECs, with the addition of lenvatinib for MMRp cases in the recurrent setting. Future efforts will focus on the pathological assessment of biomarkers to determine molecular phenotypes that correlate with response or resistance to ICI in order to identify patients most likely to benefit from this treatment.
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Affiliation(s)
- Racheal Louise Johnson
- Department of Gynaecological Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Subhasheenee Ganesan
- Department of Gynaecological Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Amudha Thangavelu
- Department of Gynaecological Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Georgios Theophilou
- Department of Gynaecological Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Diederick de Jong
- Department of Gynaecological Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Richard Hutson
- Department of Gynaecological Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - David Nugent
- Department of Gynaecological Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Timothy Broadhead
- Department of Gynaecological Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Alexandros Laios
- Department of Gynaecological Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Michele Cummings
- Leeds Institute of Medical Research, St James’s University Hospital, The University of Leeds, Leeds LS9 7TF, UK
| | - Nicolas Michel Orsi
- Leeds Institute of Medical Research, St James’s University Hospital, The University of Leeds, Leeds LS9 7TF, UK
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Laios A, Kalampokis E, Johnson R, Munot S, Thangavelu A, Hutson R, Broadhead T, Theophilou G, Nugent D, De Jong D. Development of a Novel Intra-Operative Score to Record Diseases' Anatomic Fingerprints (ANAFI Score) for the Prediction of Complete Cytoreduction in Advanced-Stage Ovarian Cancer by Using Machine Learning and Explainable Artificial Intelligence. Cancers (Basel) 2023; 15:cancers15030966. [PMID: 36765924 PMCID: PMC9913185 DOI: 10.3390/cancers15030966] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Revised: 01/30/2023] [Accepted: 01/31/2023] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND The Peritoneal Carcinomatosis Index (PCI) and the Intra-operative Mapping for Ovarian Cancer (IMO), to a lesser extent, have been universally validated in advanced-stage epithelial ovarian cancer (EOC) to describe the extent of peritoneal dissemination and are proven to be powerful predictors of the surgical outcome with an added sensitivity of assessment at laparotomy of around 70%. This leaves room for improvement because the two-dimensional anatomic scoring model fails to reflect the patient's real anatomy, as seen by a surgeon. We hypothesized that tumor dissemination in specific anatomic locations can be more predictive of complete cytoreduction (CC0) and survival than PCI and IMO tools in EOC patients. (2) Methods: We analyzed prospectively data collected from 508 patients with FIGO-stage IIIB-IVB EOC who underwent cytoreductive surgery between January 2014 and December 2019 at a UK tertiary center. We adapted the structured ESGO ovarian cancer report to provide detailed information on the patterns of tumor dissemination (cancer anatomic fingerprints). We employed the extreme gradient boost (XGBoost) to model only the variables referring to the EOC disseminated patterns, to create an intra-operative score and judge the predictive power of the score alone for complete cytoreduction (CC0). Receiver operating characteristic (ROC) curves were then used for performance comparison between the new score and the existing PCI and IMO tools. We applied the Shapley additive explanations (SHAP) framework to support the feature selection of the narrated cancer fingerprints and provide global and local explainability. Survival analysis was performed using Kaplan-Meier curves and Cox regression. (3) Results: An intra-operative disease score was developed based on specific weights assigned to the cancer anatomic fingerprints. The scores range from 0 to 24. The XGBoost predicted CC0 resection (area under curve (AUC) = 0.88 CI = 0.854-0.913) with high accuracy. Organ-specific dissemination on the small bowel mesentery, large bowel serosa, and diaphragmatic peritoneum were the most crucial features globally. When added to the composite model, the novel score slightly enhanced its predictive value (AUC = 0.91, CI = 0.849-0.963). We identified a "turning point", ≤5, that increased the probability of CC0. Using conventional logistic regression, the new score was superior to the PCI and IMO scores for the prediction of CC0 (AUC = 0.81 vs. 0.73 and 0.67, respectively). In multivariate Cox analysis, a 1-point increase in the new intra-operative score was associated with poorer progression-free (HR: 1.06; 95% CI: 1.03-1.09, p < 0.005) and overall survival (HR: 1.04; 95% CI: 1.01-1.07), by 4% and 6%, respectively. (4) Conclusions: The presence of cancer disseminated in specific anatomical sites, including small bowel mesentery, large bowel serosa, and diaphragmatic peritoneum, can be more predictive of CC0 and survival than the entire PCI and IMO scores. Early intra-operative assessment of these areas only may reveal whether CC0 is achievable. In contrast to the PCI and IMO scores, the novel score remains predictive of adverse survival outcomes.
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Affiliation(s)
- Alexandros Laios
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
- Correspondence:
| | - Evangelos Kalampokis
- Information Systems Lab, Department of Business Administration, University of Macedonia, 54636 Thessaloniki, Greece
| | - Racheal Johnson
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Sarika Munot
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Amudha Thangavelu
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Richard Hutson
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Tim Broadhead
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Georgios Theophilou
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - David Nugent
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
| | - Diederick De Jong
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK
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Laios A, Kalampokis E, Johnson R, Munot S, Thangavelu A, Hutson R, Broadhead T, Theophilou G, Leach C, Nugent D, De Jong D. Factors Predicting Surgical Effort Using Explainable Artificial Intelligence in Advanced Stage Epithelial Ovarian Cancer. Cancers (Basel) 2022; 14:cancers14143447. [PMID: 35884506 PMCID: PMC9316555 DOI: 10.3390/cancers14143447] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 07/04/2022] [Accepted: 07/05/2022] [Indexed: 12/24/2022] Open
Abstract
(1) Background: Surgical cytoreduction for epithelial ovarian cancer (EOC) is a complex procedure. Encompassed within the performance skills to achieve surgical precision, intra-operative surgical decision-making remains a core feature. The use of eXplainable Artificial Intelligence (XAI) could potentially interpret the influence of human factors on the surgical effort for the cytoreductive outcome in question; (2) Methods: The retrospective cohort study evaluated 560 consecutive EOC patients who underwent cytoreductive surgery between January 2014 and December 2019 in a single public institution. The eXtreme Gradient Boosting (XGBoost) and Deep Neural Network (DNN) algorithms were employed to develop the predictive model, including patient- and operation-specific features, and novel features reflecting human factors in surgical heuristics. The precision, recall, F1 score, and area under curve (AUC) were compared between both training algorithms. The SHapley Additive exPlanations (SHAP) framework was used to provide global and local explainability for the predictive model; (3) Results: A surgical complexity score (SCS) cut-off value of five was calculated using a Receiver Operator Characteristic (ROC) curve, above which the probability of incomplete cytoreduction was more likely (area under the curve [AUC] = 0.644; 95% confidence interval [CI] = 0.598−0.69; sensitivity and specificity 34.1%, 86.5%, respectively; p = 0.000). The XGBoost outperformed the DNN assessment for the prediction of the above threshold surgical effort outcome (AUC = 0.77; 95% [CI] 0.69−0.85; p < 0.05 vs. AUC 0.739; 95% [CI] 0.655−0.823; p < 0.95). We identified “turning points” that demonstrated a clear preference towards above the given cut-off level of surgical effort; in consultant surgeons with <12 years of experience, age <53 years old, who, when attempting primary cytoreductive surgery, recorded the presence of ascites, an Intraoperative Mapping of Ovarian Cancer score >4, and a Peritoneal Carcinomatosis Index >7, in a surgical environment with the optimization of infrastructural support. (4) Conclusions: Using XAI, we explain how intra-operative decisions may consider human factors during EOC cytoreduction alongside factual knowledge, to maximize the magnitude of the selected trade-off in effort. XAI techniques are critical for a better understanding of Artificial Intelligence frameworks, and to enhance their incorporation in medical applications.
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Affiliation(s)
- Alexandros Laios
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (R.J.); (S.M.); (A.T.); (R.H.); (T.B.); (G.T.); (D.N.); (D.D.J.)
- Correspondence:
| | | | - Racheal Johnson
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (R.J.); (S.M.); (A.T.); (R.H.); (T.B.); (G.T.); (D.N.); (D.D.J.)
| | - Sarika Munot
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (R.J.); (S.M.); (A.T.); (R.H.); (T.B.); (G.T.); (D.N.); (D.D.J.)
| | - Amudha Thangavelu
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (R.J.); (S.M.); (A.T.); (R.H.); (T.B.); (G.T.); (D.N.); (D.D.J.)
| | - Richard Hutson
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (R.J.); (S.M.); (A.T.); (R.H.); (T.B.); (G.T.); (D.N.); (D.D.J.)
| | - Tim Broadhead
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (R.J.); (S.M.); (A.T.); (R.H.); (T.B.); (G.T.); (D.N.); (D.D.J.)
| | - Georgios Theophilou
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (R.J.); (S.M.); (A.T.); (R.H.); (T.B.); (G.T.); (D.N.); (D.D.J.)
| | - Chris Leach
- School of Human & Health Sciences, University of Huddersfield, Huddersfield HD1 3DH, UK;
- Department of Psychology Services, South West Yorkshire Mental Health NHS Foundation Trust, The Laura Mitchell Health & Wellbeing Centre, Halifax HX1 1YR, UK
| | - David Nugent
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (R.J.); (S.M.); (A.T.); (R.H.); (T.B.); (G.T.); (D.N.); (D.D.J.)
| | - Diederick De Jong
- Department of Gynaecologic Oncology, St James’s University Hospital, Leeds LS9 7TF, UK; (R.J.); (S.M.); (A.T.); (R.H.); (T.B.); (G.T.); (D.N.); (D.D.J.)
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Stamp E, Clarke G, Wright P, Velikova G, Crossfield SSR, Zucker K, McInerney C, Bojke C, Martin A, Baxter P, Woroncow B, Wilson D, Warrington L, Absolom K, Burke D, Stables GI, Mitra A, Hutson R, Glaser AW, Hall G. Collection of cancer Patient Reported Outcome Measures (PROMS) to link with primary and secondary electronic care records to understand and improve long term cancer outcomes: A protocol paper. PLoS One 2022; 17:e0266804. [PMID: 35427401 PMCID: PMC9012381 DOI: 10.1371/journal.pone.0266804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Accepted: 03/29/2022] [Indexed: 12/24/2022] Open
Abstract
Introduction More people are living with and beyond a cancer diagnosis. There is limited understanding of the long-term effects of cancer and cancer treatment on quality of life and personal and household finances when compared to people without cancer. In a separate protocol we have proposed to link de-identified data from electronic primary care and hospital records for a large population of cancer survivors and matched controls. In this current protocol, we propose the linkage of Patient Reported Outcomes Measures data to the above data for a subset of this population. The aim of this study is to investigate the full impact of living with and beyond a cancer diagnosis compared to age and gender matched controls. A secondary aim is to test the feasibility of the collection of Patient Reported Outcomes Measures (PROMS) data and the linkage procedures of the PROMs data to electronic health records data. Materials and methods This is a cross-sectional study, aiming to recruit participants treated at the Leeds Teaching Hospitals National Health Service Trust. Eligible patients will be cancer survivors at around 5 years post-diagnosis (breast, colorectal and ovarian cancer) and non-cancer patient matched controls attending dermatology out-patient clinics. They will be identified by running a query on the Leeds Teaching Hospitals Trust patient records system. Approximately 6000 patients (2000 cases and 4000 controls) will be invited to participate via post. Participants will be invited to complete PROMs assessing factors such as quality of life and finances, which can be completed on paper or online (surveys includes established instruments, and bespoke instruments (demographics, financial costs). This PROMs data will then be linked to routinely collected de-identified data from patient’s electronic primary care and hospital records. Discussion This innovative work aims to create a truly ‘comprehensive patient record’ to provide a broad picture of what happens to cancer patients across their cancer pathway, and the long-term impact of cancer treatment. Comparisons can be made between the cases and controls, to identify the aspects of life that has had the greatest impact following a cancer diagnosis. The feasibility of linking PROMs data to electronic health records can also be assessed. This work can inform future support offered to people living with and beyond a cancer diagnosis, clinical practice, and future research methodologies.
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Affiliation(s)
- Elizabeth Stamp
- Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, United Kingdom
- School of Sport, Exercise, and Health Sciences, Loughborough University, Loughborough, United Kingdom
- * E-mail:
| | - Gemma Clarke
- Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, United Kingdom
- Academic Unit of Palliative Care, University of Leeds School of Medicine, Leeds, United Kingdom
| | - Penny Wright
- Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, United Kingdom
| | - Galina Velikova
- Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, United Kingdom
| | | | - Kieran Zucker
- Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, United Kingdom
| | | | - Chris Bojke
- Academic Unit of Health Economics, School of Medicine, University of Leeds, Leeds, United Kingdom
| | - Adam Martin
- Academic Unit of Health Economics, School of Medicine, University of Leeds, Leeds, United Kingdom
| | - Paul Baxter
- Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, United Kingdom
| | - Barbara Woroncow
- PPI Member, Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, United Kingdom
| | - David Wilson
- PPI Member, Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, United Kingdom
| | - Lorraine Warrington
- Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, United Kingdom
| | - Kate Absolom
- Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, United Kingdom
| | - Dermot Burke
- Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom
| | | | - Angana Mitra
- Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom
| | - Richard Hutson
- Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom
| | - Adam W. Glaser
- Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, United Kingdom
- Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom
| | - Geoff Hall
- Leeds Institute of Medical Research at St James’s, University of Leeds, Leeds, United Kingdom
- Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom
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8
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Davies JM, Spencer A, Macdonald S, Dobson L, Haydock E, Burton H, Angelopoulos G, Martin-Hirsch P, Wood NJ, Thangavelu A, Hutson R, Munot S, Flynn M, Smith M, DeCruze B, Myriokefalitaki E, Sap K, Winter-Roach B, Macdonald R, Edmondson RJ. Cervical cancer and COVID-an assessment of the initial effect of the pandemic and subsequent projection of impact for women in England: A cohort study. BJOG 2022; 129:1133-1139. [PMID: 35015334 PMCID: PMC9303941 DOI: 10.1111/1471-0528.17098] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2021] [Revised: 11/26/2021] [Accepted: 12/01/2021] [Indexed: 12/18/2022]
Abstract
Objective To review the effect of the COVID‐19 pandemic on the diagnosis of cervical cancer and model the impact on workload over the next 3 years. Design A retrospective, control, cohort study. Setting Six cancer centres in the North of England representing a combined population of 11.5 million. Methods Data were collected retrospectively for all diagnoses of cervical cancer during May–October 2019 (Pre‐COVID cohort) and May–October 2020 (COVID cohort). Data were used to generate tools to forecast case numbers for the next 3 years. Main outcome measures Histology, stage, presentation, onset of symptoms, investigation and type of treatment. Patients with recurrent disease were excluded. Results 406 patients were registered across the study periods; 233 in 2019 and 173 in 2020, representing a 25.7% (n = 60) reduction in absolute numbers of diagnoses. This was accounted for by a reduction in the number of low stage cases (104 in 2019 to 77 in 2020). Adding these data to the additional cases associated with a temporary cessation in screening during the pandemic allowed development of forecasts, suggesting that over the next 3 years there would be 586, 228 and 105 extra cases of local, regional and distant disease, respectively, throughout England. Projection tools suggest that increasing surgical capacity by two or three cases per month per centre would eradicate this excess by 12 months and 7 months, respectively. Conclusions There is likely to be a significant increase in cervical cancer cases presenting over the next 3 years. Increased surgical capacity could mitigate this with little increase in morbidity or mortality. Tweetable Abstract Covid will result in 919 extra cases of cervical cancer in England alone. Effects can be mitigated by increasing surgical capacity. Covid will result in 919 extra cases of cervical cancer in England alone. Effects can be mitigated by increasing surgical capacity. Linked article This article is commented on by Leslie Stewart Massad, pp. 1140 in this issue. To view this minicommentary visit https://doi.org/10.1111/1471-0528.17100.
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Affiliation(s)
| | - Alice Spencer
- Liverpool Women's NHS Foundation Trust, Liverpool, UK
| | | | - Lucy Dobson
- Liverpool Women's NHS Foundation Trust, Liverpool, UK
| | - Emily Haydock
- Lancashire Teaching Hospitals NHS Trust, Preston, UK
| | - Holly Burton
- Lancashire Teaching Hospitals NHS Trust, Preston, UK
| | | | | | - Nick J Wood
- Lancashire Teaching Hospitals NHS Trust, Preston, UK
| | | | | | | | - Marina Flynn
- Hull University Teaching Hospitals NHS Trust, Hull, UK
| | | | | | | | | | | | | | - Richard J Edmondson
- Division of Cancer Sciences, Faculty of Biology, Medicine and Health, St Mary's Hospital, University of Manchester, Manchester, UK.,Department of Obstetrics and Gynaecology, Manchester Academic Health Science Centre, St Mary's Hospital, Manchester University NHS Foundation Trust, Manchester, UK
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9
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Singh N, Hutson R, Milton NGN, Javid FA. Ovarian cancer and KiSS-1 gene expression: A consideration of the use of Kisspeptin plus Kisspeptin aptamers in diagnostics and therapy. Eur J Pharmacol 2022; 917:174752. [PMID: 35026192 DOI: 10.1016/j.ejphar.2022.174752] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Revised: 12/22/2021] [Accepted: 01/06/2022] [Indexed: 12/24/2022]
Abstract
Gynaecological cancers continue to present a significant health burden upon the health of the global female population. This deficit is most prominent with ovarian cancer which possesses the lowest survival rate compared to all other cancers occurring within this anatomical region, with an annual UK-mortality of 7,300. The poor tolerability and selectively of the treatment options that are currently available is likely to have contributed to this high mortality rate thus, demonstrating the need for the development of enhanced therapeutic approaches. Aptamer technology would involve the engineering of specifically sequenced oligonucleotide chains, which bind to macromolecular targets with a high degree of affinity and selectively. Recent in-vitro studies conducted upon the clinical utility of this technique have supported its superiority in targeting individual therapeutic drug targets compared to various other targeting moieties currently within therapeutic use such as, monoclonal antibodies. For this reason, the employment of this technique is likely to be favourable in reducing the incidence of non-specific, chemotherapy-associated adverse effects. Kisspeptin is a naturally expressed polypeptide with an established role in the development of the reproductive system and other proposed roles in influencing the ability of ovarian cancer growths to exhibit the metastasis hallmark. This distinctive feature would indicate the potential for the manipulation of this pathway through the application of aptamer structures in developing a novel prophylactic strategy and improve the long-term outcome for ovarian cancer patients.
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Affiliation(s)
- Navinder Singh
- Department of Pharmacy, School of Applied Sciences, University of Huddersfield, Huddersfield, HD1 3DH, United Kingdom
| | - Richard Hutson
- St James's Leeds University Teaching Hospital, Beckett Street, Leeds, LS9 7TF, United Kingdom
| | - Nathaniel G N Milton
- Centre for Biomedical Science Research, School of Health, Leeds Beckett University, City Campus, Leeds, LS1 3HE, United Kingdom
| | - Farideh A Javid
- Department of Pharmacy, School of Applied Sciences, University of Huddersfield, Huddersfield, HD1 3DH, United Kingdom.
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10
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Laios A, Katsenou A, Tan YS, Johnson R, Otify M, Kaufmann A, Munot S, Thangavelu A, Hutson R, Broadhead T, Theophilou G, Nugent D, De Jong D. Feature Selection is Critical for 2-Year Prognosis in Advanced Stage High Grade Serous Ovarian Cancer by Using Machine Learning. Cancer Control 2021; 28:10732748211044678. [PMID: 34693730 PMCID: PMC8549478 DOI: 10.1177/10732748211044678] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Introduction Accurate prediction of patient prognosis can be especially useful for the selection of best treatment protocols. Machine Learning can serve this purpose by making predictions based upon generalizable clinical patterns embedded within learning datasets. We designed a study to support the feature selection for the 2-year prognostic period and compared the performance of several Machine Learning prediction algorithms for accurate 2-year prognosis estimation in advanced-stage high grade serous ovarian cancer (HGSOC) patients. Methods The prognosis estimation was formulated as a binary classification problem. Dataset was split into training and test cohorts with repeated random sampling until there was no significant difference (p = 0.20) between the two cohorts. A ten-fold cross-validation was applied. Various state-of-the-art supervised classifiers were used. For feature selection, in addition to the exhaustive search for the best combination of features, we used the-chi square test of independence and the MRMR method. Results Two hundred nine patients were identified. The model's mean prediction accuracy reached 73%. We demonstrated that Support-Vector-Machine and Ensemble Subspace Discriminant algorithms outperformed Logistic Regression in accuracy indices. The probability of achieving a cancer-free state was maximised with a combination of primary cytoreduction, good performance status and maximal surgical effort (AUC 0.63). Standard chemotherapy, performance status, tumour load and residual disease were consistently predictive of the mid-term overall survival (AUC 0.63–0.66). The model recall and precision were greater than 80%. Conclusion Machine Learning appears to be promising for accurate prognosis estimation. Appropriate feature selection is required when building an HGSOC model for 2-year prognosis prediction. We provide evidence as to what combination of prognosticators leads to the largest impact on the HGSOC 2-year prognosis.
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Affiliation(s)
- Alexandros Laios
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
| | - Angeliki Katsenou
- Department of Electrical and Electronic Engineering, Visual Information Lab, 1980University of Bristol, Bristol, UK
| | - Yong Sheng Tan
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
| | - Racheal Johnson
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
| | - Mohamed Otify
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
| | - Angelika Kaufmann
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
| | - Sarika Munot
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
| | - Amudha Thangavelu
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
| | - Richard Hutson
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
| | - Tim Broadhead
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
| | - Georgios Theophilou
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
| | - David Nugent
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
| | - Diederick De Jong
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, 98540St James's University Hospital, Leeds, UK
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11
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Portela S, Cunningham A, Laios A, Hutson R, Theophilou G. Breast Cancer Patients at Increased Risk of Developing Type II Endometrial Cancer: Relative and Absolute Risk Estimation and Implications for Counseling. Cureus 2021; 13:e12981. [PMID: 33659121 PMCID: PMC7920226 DOI: 10.7759/cureus.12981] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Introduction Breast cancer (BC) is a recognized risk factor for endometrial cancer (EC). Emerging literature indicates that it confers a higher risk of type II EC (T2EC) than type I EC (T1EC). Although some surgeons offer a prophylactic hysterectomy to BC patients referred for risk-reducing bilateral salpingo-oophorectomy, insufficient evidence prevents this from being the standard practice. We aimed to quantify their absolute risk and relative risk (RR) of developing both EC subtypes and identify a higher-risk group that could be considered for prophylactic hysterectomy. Methodology This retrospective service evaluation compared patients diagnosed with BC between 2008 and 2014, who subsequently developed EC within 10 years to those who did not. Absolute risk and RR were calculated using the numbers of regional BC and EC cases within this group, alongside 2009 UK female population and EC incidence statistics. Binary logistic regression generated adjusted odds ratios (ORs) for patient- and disease-specific variables. Results A total of 45 BC patients developed EC, 24 had T1EC and 21 had T2EC. Their RR of developing EC was greater than that of the general population (RR: 12.44, p < 0.0001). Notably, this was higher for T2EC (RR: 33.96, p < 0.001) than T1EC (RR: 8.63, p < 0.0001). Nonetheless, the absolute risk remained low. Tamoxifen exposure was significantly more prevalent among T2EC patients (adjusted OR: 79.61, p = 0.003). Increased age at BC diagnosis was associated with T1EC (adjusted OR: 1.10, p = 0.043) and T2EC (adjusted OR: 1.13, p = 0.03). Neither smoking status nor family history of BC was significantly associated with any outcome. Conclusion Women with BC were more likely to develop T2EC than T1EC, and although the absolute risk was low, the cumulative risk was substantial enough to warrant vigilance. Tamoxifen exposure was significantly predictive of EC, particularly T2EC, and might facilitate risk estimation. Older women at BC diagnosis who receive tamoxifen treatment should be screened and closely monitored for EC. However, given the limitations of normal screening methods for the detection of T2EC, counseling for a prophylactic hysterectomy should also be considered. Clarification of the menopausal status will help make more meaningful recommendations.
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Affiliation(s)
- Sara Portela
- Gynaecological Oncology, Leeds Teaching Hospitals NHS Trust, Leeds, GBR
| | - Aimee Cunningham
- Gynaecological Oncology, Leeds Teaching Hospitals NHS Trust, Leeds, GBR
| | - Alexandros Laios
- Gynaecological Oncology, Leeds Teaching Hospitals NHS Trust, Leeds, GBR
| | - Richard Hutson
- Gynaecological Oncology, Leeds Teaching Hospitals NHS Trust, Leeds, GBR
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12
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Laios A, Gryparis A, DeJong D, Hutson R, Theophilou G, Leach C. Predicting complete cytoreduction for advanced ovarian cancer patients using nearest-neighbor models. J Ovarian Res 2020; 13:117. [PMID: 32993745 PMCID: PMC7526140 DOI: 10.1186/s13048-020-00700-0] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Accepted: 08/04/2020] [Indexed: 12/12/2022] Open
Abstract
Background The foundation of modern ovarian cancer care is cytoreductive surgery to remove all macroscopic disease (R0). Identification of R0 resection patients may help individualise treatment. Machine learning and AI have been shown to be effective systems for classification and prediction. For a disease as heterogenous as ovarian cancer, they could potentially outperform conventional predictive algorithms for routine clinical use. We investigated the performance of an AI system, the k-nearest neighbor (k-NN) classifier, to predict R0, comparing it with logistic regression. Patients diagnosed with advanced stage, high grade serous ovarian, tubal and primary peritoneal cancer, undergoing surgical cytoreduction from 2015 to 2019, was selected from the ovarian database. Performance variables included age, BMI, Charlson Comorbidity Index, timing of surgery, surgical complexity and disease score. The k-NN algorithm classified R0 vs non-R0 patients using 3–20 nearest neighbors. Prediction accuracy was estimated as percentage of observations in the training set correctly classified. Results 154 patients were identified, with mean age of 64.4 + 10.5 yrs., BMI of 27.2 + 5.8 and mean SCS of 3 + 1 (1–8). Complete and optimal cytoreduction was achieved in 62 and 88% patients. The mean predictive accuracy was 66%. R0 resection prediction of true negatives was as high as 90% using k = 20 neighbors. Conclusions The k-NN algorithm is a promising and versatile tool for R0 resection prediction. It slightly outperforms logistic regression and is expected to improve accuracy with data expansion.
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Affiliation(s)
- Alexandros Laios
- Department of Gynaecological Oncology, St James's University Hospital, Leeds Teaching Hospitals, Leeds, LS9 7TF, UK.
| | - Alexandros Gryparis
- Unit of Endocrinology, Diabetes Mellitus and Metabolism, Aretaion Hospital, National and Kapodistrian University of Athens School of Medicine, Athens, Greece
| | - Diederick DeJong
- Department of Gynaecological Oncology, St James's University Hospital, Leeds Teaching Hospitals, Leeds, LS9 7TF, UK
| | - Richard Hutson
- Department of Gynaecological Oncology, St James's University Hospital, Leeds Teaching Hospitals, Leeds, LS9 7TF, UK
| | - Georgios Theophilou
- Department of Gynaecological Oncology, St James's University Hospital, Leeds Teaching Hospitals, Leeds, LS9 7TF, UK
| | - Chris Leach
- School of Human & Health Sciences, University of Huddersfield, Huddersfield, HD1 3DH, UK.,Department of Psychology Services, South West Yorkshire Mental Health NHS Foundation Trust, The Laura Mitchell Health & Wellbeing Centre, Halifax, HX1 1YR, UK
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13
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Natarajan P, Vinturache A, Hutson R, Nugent D, Broadhead T. The value of MRI in management of endometrial hyperplasia with atypia. World J Surg Oncol 2020; 18:34. [PMID: 32041614 PMCID: PMC7011375 DOI: 10.1186/s12957-020-1811-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2019] [Accepted: 01/29/2020] [Indexed: 11/21/2022] Open
Abstract
Background The value of the magnetic resonance imaging (MRI) in the assessment of women with endometrial hyperplasia and its role in diagnosis of myometrial invasion or coexistence of cancer is not known. This study aimed to evaluate the accuracy and usefulness of MRI in the management of patients diagnosed on endometrial biopsy with complex endometrial hyperplasia with atypia (CEHA). Methods A retrospective study of 86 cases diagnosed with endometrial hyperplasia with atypia on the initial endometrial biopsy in a tertiary university teaching hospital between 2010 and 2015 was carried out. The MRI accuracy in predicting malignant changes and influence the clinical management was compared among women who had either pelvic MRI, transvaginal ultrasound (TVUS), or no additional imagistic studies. Results MRI was performed in 24 (28%) and TVUS in 11 (13%)cases, while 51 (59%) women had no additional imagistic studies. In the group of women with no imaging studies, 26/51 (51%) were surgically treated and 8/26 (31%) were diagnosed with endometrial cancer (EEC) stage 1a. In the group of women who had TVUS, 5/11 (45%) were surgically treated and none was diagnosed with EEC. In the group of women who underwent an MRI examination, 20/24 (83%) were surgically treated. Among these, 11/20 (55%) were diagnosed with EEC, 7 had EEC stage 1a, and 4 had EEC stage 1b. Although MRI was able to identify malignant changes with a good sensitivity (91.7%), it had a low specificity in characterisation of malignant transformation (8%). MRI correctly identified 31% of the stage 1a and 33% of the stage 1b endometrial cancer. Conclusion In this study, we found a potential diagnostic value of MRI for identifying malignant transformation in patients with CEHA. However, pelvic MRI has a rather weak predictive value of myometrial invasion in women with CEHA and concurrent EEC. The diagnostic and therapeutic benefits of MRI assessment in patients with CEHA need further validation.
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Affiliation(s)
| | - Angela Vinturache
- Department of Obstetrics & Gynaecology, St George's Hospital, St George's University Hospitals NHS Foundation Trust, London, UK.
| | - Richard Hutson
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, Leeds, UK
| | - David Nugent
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, Leeds, UK
| | - Timothy Broadhead
- Department of Gynaecologic Oncology, Leeds Teaching Hospitals, Leeds, UK
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Ryan M, Laios A, Pathak D, Weston M, Hutson R. An Unusual Presentation of Endometrial Cancer with Bilateral Adrenal Metastases at the Time of Presentation and an Updated Descriptive Literature Review. Case Rep Obstet Gynecol 2019; 2019:3515869. [PMID: 31934474 PMCID: PMC6942745 DOI: 10.1155/2019/3515869] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2019] [Revised: 09/05/2019] [Accepted: 11/11/2019] [Indexed: 11/18/2022] Open
Abstract
In endometrial cancer (EC), adrenal metastases are rare indicating advanced disease. We report an unusual presentation of EC with solitary adrenal metastases at the time of diagnosis and provide with an updated literature review. A 68-year-old woman was referred with postmenopausal bleeding of several weeks' duration. Imaging revealed a heterogenous uterine mass and bilateral malignant adnexal masses. Hysteroscopy, endometrial biopsies, and radiological guided biopsies of the adrenal masses confirmed poorly differentiated EC. A PET-CT reported both adrenal metastases being hypermetabolic and suspicious for malignancy. The patient received six neoadjuvant chemotherapy cycles with Carboplatin and Paclitaxel. A repeated CT scan confirmed size reduction for both primary tumour and metastases. The adrenal metastases were no longer PET-avid on repeat PET-CT scan. The patient received a course of hormonal treatment and as per adrenal MDT, she underwent total laparoscopic hysterectomy and bilateral salpingo-oophorectomy followed by bilateral retroperitoneal laparoscopic adrenalectomy two months later. The patient remains asymptomatic on maintenance hydrocortisone 18 months post diagnosis. This is the first report of solitary synchronous adrenal metastases in a patient with EC. Central MDT review is key in providing individualised treatment recommendations of such rare entity.
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Affiliation(s)
- Maisie Ryan
- Department of Gynaecologic Oncology, St. James's University Hospital, Leeds, UK
| | - Alexandros Laios
- Department of Gynaecologic Oncology, St. James's University Hospital, Leeds, UK
| | - Darshana Pathak
- Department of Cellular Pathology, St. James's University Hospital, Leeds, UK
| | - Michael Weston
- Dapartment of Radiology, St. James's University Hospital, Leeds, UK
| | - Richard Hutson
- Department of Gynaecologic Oncology, St. James's University Hospital, Leeds, UK
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15
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O'Flaherty R, Muniyappa M, Walsh I, Stöckmann H, Hilliard M, Hutson R, Saldova R, Rudd PM. A Robust and Versatile Automated Glycoanalytical Technology for Serum Antibodies and Acute Phase Proteins: Ovarian Cancer Case Study. Mol Cell Proteomics 2019; 18:2191-2206. [PMID: 31471495 PMCID: PMC6823853 DOI: 10.1074/mcp.ra119.001531] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2019] [Revised: 07/11/2019] [Indexed: 11/06/2022] Open
Abstract
The direct association of the genome, transcriptome, metabolome, lipidome and proteome with the serum glycome has revealed systems of interconnected cellular pathways. The exact roles of individual glycoproteomes in the context of disease have yet to be elucidated. In a move toward personalized medicine, it is now becoming critical to understand disease pathogenesis, and the traits, stages, phenotypes and molecular features that accompany it, as the disruption of a whole system. To this end, we have developed an innovative technology on an automated platform, "GlycoSeqCap," which combines N-glycosylation data from six glycoproteins using a single source of human serum. Specifically, we multiplexed and optimized a successive serial capture and glycoanalysis of six purified glycoproteins, immunoglobulin G (IgG), immunoglobulin M (IgM), immunoglobulin A (IgA), transferrin (Trf), haptoglobin (Hpt) and alpha-1-antitrypsin (A1AT), from 50 μl of human serum. We provide the most comprehensive and in-depth glycan analysis of individual glycoproteins in a single source of human serum to date. To demonstrate the technological application in the context of a disease model, we performed a pilot study in an ovarian cancer cohort (n = 34) using discrimination and classification analyses to identify aberrant glycosylation. In our sample cohort, we exhibit improved selectivity and specificity over the currently used biomarker for ovarian cancer, CA125, for early stage ovarian cancer. This technology will establish a new state-of-the-art strategy for the characterization of individual serum glycoproteomes as a diagnostic and monitoring tool which represents a major step toward understanding the changes that take place during disease.
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Affiliation(s)
- Róisín O'Flaherty
- NIBRT GlycoScience Group, National Institute for Bioprocessing Research and Training, Fosters Avenue, Mount Merrion, Blackrock, Dublin 4, Ireland, A94X099
| | - Mohankumar Muniyappa
- NIBRT GlycoScience Group, National Institute for Bioprocessing Research and Training, Fosters Avenue, Mount Merrion, Blackrock, Dublin 4, Ireland, A94X099
| | - Ian Walsh
- Bioprocessing Technology Institute, Agency for Science, Technology and Research (ASTAR), 20 Biopolis Way, #06-01 Centros, Singapore 138668, Singapore
| | - Henning Stöckmann
- NIBRT GlycoScience Group, National Institute for Bioprocessing Research and Training, Fosters Avenue, Mount Merrion, Blackrock, Dublin 4, Ireland, A94X099
| | - Mark Hilliard
- NIBRT GlycoScience Group, National Institute for Bioprocessing Research and Training, Fosters Avenue, Mount Merrion, Blackrock, Dublin 4, Ireland, A94X099
| | - Richard Hutson
- Cancer Research UK Clinical Centre at Leeds, St James' University Hospital, Leeds LS9 7TF, UK.
| | - Radka Saldova
- NIBRT GlycoScience Group, National Institute for Bioprocessing Research and Training, Fosters Avenue, Mount Merrion, Blackrock, Dublin 4, Ireland, A94X099; UCD School of Medicine, College of Health and Agricultural Science, University College Dublin, Belfield, Dublin 4, Ireland
| | - Pauline M Rudd
- NIBRT GlycoScience Group, National Institute for Bioprocessing Research and Training, Fosters Avenue, Mount Merrion, Blackrock, Dublin 4, Ireland, A94X099
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Martin-Hirsch P, Wood N, Whitham NL, Macdonald R, Kirwan J, Anagnostopoulos A, Hutson R, Theophilou G, Otify M, Smith M, Myriokefalitaki E, Quinland W, Mahon-Daly F, Clayton RD, Nagar H, Harley I, Dobbs S, Ratnavelu N, Kucukmetin A, Fisher AD, Tailor A, Butler-Manuel S, Madhuri K, Edmondson RJ. Survival of women with early-stage cervical cancer in the UK treated with minimal access and open surgery. BJOG 2019; 126:956-959. [PMID: 30658010 DOI: 10.1111/1471-0528.15617] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/21/2018] [Indexed: 01/10/2023]
Affiliation(s)
- P Martin-Hirsch
- Sharoe Green Unit, Royal Preston Hospital, Lancashire Teaching Hospitals NHS Trust, Preston, UK
| | - N Wood
- Sharoe Green Unit, Royal Preston Hospital, Lancashire Teaching Hospitals NHS Trust, Preston, UK
| | - N L Whitham
- Sharoe Green Unit, Royal Preston Hospital, Lancashire Teaching Hospitals NHS Trust, Preston, UK
| | | | - J Kirwan
- Liverpool Women's Hospital, Liverpool, UK
| | | | - R Hutson
- Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | | | - M Otify
- Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - M Smith
- Christie NHS Foundation Trust, Manchester, UK
| | | | - W Quinland
- Christie NHS Foundation Trust, Manchester, UK
| | - F Mahon-Daly
- Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - R D Clayton
- St Mary's Hospital, Manchester University Foundation NHS Trust, Manchester, UK
| | - H Nagar
- Belfast City Hospital, Belfast, UK
| | - I Harley
- Belfast City Hospital, Belfast, UK
| | - S Dobbs
- Belfast City Hospital, Belfast, UK
| | - N Ratnavelu
- Northern Gynaecological Oncology Centre, Queen Elizabeth Hospital, Sheriff Hill, Gateshead, UK
| | - A Kucukmetin
- Northern Gynaecological Oncology Centre, Queen Elizabeth Hospital, Sheriff Hill, Gateshead, UK
| | - A D Fisher
- Northern Gynaecological Oncology Centre, Queen Elizabeth Hospital, Sheriff Hill, Gateshead, UK
| | - A Tailor
- Royal Surrey County Hospital NHS Trust, Guildford, UK
| | | | - K Madhuri
- Royal Surrey County Hospital NHS Trust, Guildford, UK
| | - R J Edmondson
- Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK.,St Mary's Hospital, Manchester University Foundation NHS Trust, Manchester, UK
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Cummings M, Massey KA, Mappa G, Wilkinson N, Hutson R, Munot S, Saidi S, Nugent D, Broadhead T, Wright AI, Barber S, Nicolaou A, Orsi NM. Integrated eicosanoid lipidomics and gene expression reveal decreased prostaglandin catabolism and increased 5-lipoxygenase expression in aggressive subtypes of endometrial cancer. J Pathol 2018; 247:21-34. [PMID: 30168128 DOI: 10.1002/path.5160] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2018] [Revised: 07/30/2018] [Accepted: 08/26/2018] [Indexed: 02/06/2023]
Abstract
Eicosanoids comprise a diverse group of bioactive lipids which orchestrate inflammation, immunity, and tissue homeostasis, and whose dysregulation has been implicated in carcinogenesis. Among the various eicosanoid metabolic pathways, studies of their role in endometrial cancer (EC) have very much been confined to the COX-2 pathway. This study aimed to determine changes in epithelial eicosanoid metabolic gene expression in endometrial carcinogenesis; to integrate these with eicosanoid profiles in matched clinical specimens; and, finally, to investigate the prognostic value of candidate eicosanoid metabolic enzymes. Eicosanoids and related mediators were profiled using liquid chromatography-tandem mass spectrometry in fresh frozen normal, hyperplastic, and cancerous (types I and II) endometrial specimens (n = 192). Sample-matched epithelia were isolated by laser capture microdissection and whole genome expression analysis was performed using microarrays. Integration of eicosanoid and gene expression data showed that the accepted paradigm of increased COX-2-mediated prostaglandin production does not apply in EC carcinogenesis. Instead, there was evidence for decreased PGE2 /PGF2α inactivation via 15-hydroxyprostaglandin dehydrogenase (HPGD) in type II ECs. Increased expression of 5-lipoxygenase (ALOX5) mRNA was also identified in type II ECs, together with proportional increases in its product, 5-hydroxyeicosatetraenoic acid (5-HETE). Decreased HPGD and elevated ALOX5 mRNA expression were associated with adverse outcome, which was confirmed by immunohistochemical tissue microarray analysis of an independent series of EC specimens (n = 419). While neither COX-1 nor COX-2 protein expression had prognostic value, low HPGD combined with high ALOX5 expression was associated with the worst overall and progression-free survival. These findings highlight HPGD and ALOX5 as potential therapeutic targets in aggressive EC subtypes. Copyright © 2018 Pathological Society of Great Britain and Ireland. Published by John Wiley & Sons, Ltd.
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Affiliation(s)
- Michele Cummings
- Department of Pathology and Tumour Biology, Leeds Institute of Cancer & Pathology, St James's University Hospital, Leeds, UK
| | - Karen A Massey
- School of Pharmacy and Centre for Skin Sciences, Bradford School of Pharmacy, School of Life Sciences, University of Bradford, Bradford, UK
| | - Georgia Mappa
- Department of Pathology and Tumour Biology, Leeds Institute of Cancer & Pathology, St James's University Hospital, Leeds, UK
| | - Nafisa Wilkinson
- Department of Cellular Pathology, University College London Hospital NHS Trust, London, UK
| | - Richard Hutson
- Department of Gynaecological Oncology, St James's Institute of Oncology, St James's University Hospital, Leeds, UK
| | - Sarika Munot
- Department of Gynaecological Oncology, St James's Institute of Oncology, St James's University Hospital, Leeds, UK
| | - Sam Saidi
- Department of Obstetrics and Gynaecology, Central Clinical School, University of Sydney, Camperdown, Australia
| | - David Nugent
- Department of Gynaecological Oncology, St James's Institute of Oncology, St James's University Hospital, Leeds, UK
| | - Timothy Broadhead
- Department of Gynaecological Oncology, St James's Institute of Oncology, St James's University Hospital, Leeds, UK
| | - Alexander I Wright
- Department of Pathology and Tumour Biology, Leeds Institute of Cancer & Pathology, St James's University Hospital, Leeds, UK
| | - Stuart Barber
- Department of Statistics, University of Leeds, Leeds, UK
| | - Anna Nicolaou
- Laboratory for Lipidomics and Lipid Biology, Division of Pharmacy and Optometry, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, Manchester, UK
| | - Nicolas M Orsi
- Department of Pathology and Tumour Biology, Leeds Institute of Cancer & Pathology, St James's University Hospital, Leeds, UK
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18
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Morgan R, Jayson G, Banerjee S, Clamp A, Lyon A, Ryder W, Hutson R, Mescallado N, Orbegoso Aguilar C, Taylor S, Tugwood J, Hall M, Dive C, Rustin G. A phase Ib and randomised phase II trial of pazopanib with or without fosbretabulin in advanced recurrent ovarian cancer. Ann Oncol 2018. [DOI: 10.1093/annonc/mdy285.164] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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19
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Alsiary R, Brownhill SC, Brüning-Richardson A, Hutson R, Griffin N, Morrison EE, Bond J, Burchill SA, Bell SM. Expression analysis of the MCPH1/BRIT1 and BRCA1 tumor suppressor genes and telomerase splice variants in epithelial ovarian cancer. Gene 2018; 672:34-44. [PMID: 29860064 DOI: 10.1016/j.gene.2018.05.113] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2018] [Revised: 05/27/2018] [Accepted: 05/30/2018] [Indexed: 10/14/2022]
Abstract
AIMS The aim of this study was to explore the correlation of hTERT splice variant expression with MCPH1/BRIT1 and BRCA1 expression in epithelial ovarian cancer (EOC) samples. BACKGROUND Telomerase activation can contribute to the progression of tumors and the development of cancer. However, the regulation of telomerase activity remains unclear. MCPH1 (also known as BRIT1, BRCT-repeat inhibitor of hTERT expression) and BRCA1 are tumor suppressor genes that have been linked to telomerase expression. METHODS qPCR was used to investigate telomerase splice variants, MCPH1/BRIT1 and BRCA1 expression in EOC tissue and primary cultures. RESULTS The wild type α+/β+ hTERT variant was the most common splice variant in the EOC samples, followed by α+/β- hTERT, a dominant negative regulator of telomerase activity. EOC samples expressing high total hTERT demonstrated significantly lower MCPH1/BRIT1 expression in both tissue (p = 0.05) and primary cultures (p = 0.03). We identified a negative correlation between MCPH1/BRIT1 and α+/β+ hTERT (p = 0.04), and a strong positive association between MCPH1/BRIT1 and both α-/β+ hTERT and α-/β- hTERT (both p = 0.02). A positive association was observed between BRCA1 and α-/β+ hTERT and α-/β- hTERT expression (p = 0.003 and p = 0.04, respectively). CONCLUSIONS These findings support a regulatory effect of MCPH1/BRIT1 and BRCA1 on telomerase activity, particularly the negative association between MCPH1/BRIT1 and the functional form of hTERT (α+/β+).
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Affiliation(s)
- Rawiah Alsiary
- Leeds Institute of Biomedical and Clinical Sciences, University of Leeds, St. James's University Hospital, Leeds LS9 7TF, UK
| | - Samantha C Brownhill
- Leeds Institute of Cancer and Pathology, University of Leeds, St. James's University Hospital Leeds, LS9 7TF, UK
| | - Anke Brüning-Richardson
- Leeds Institute of Cancer and Pathology, University of Leeds, St. James's University Hospital Leeds, LS9 7TF, UK
| | - Richard Hutson
- Institute of Oncology, Leeds Teaching Hospitals NHS Trust, Leeds LS9 7TF, UK
| | - Nicholas Griffin
- Department of Histopathology, Leeds Teaching Hospitals NHS Trust, Leeds LS9 7TF, UK
| | - Ewan E Morrison
- Leeds Institute of Biomedical and Clinical Sciences, University of Leeds, St. James's University Hospital, Leeds LS9 7TF, UK
| | - Jacquelyn Bond
- Leeds Institute of Biomedical and Clinical Sciences, University of Leeds, St. James's University Hospital, Leeds LS9 7TF, UK
| | - Susan A Burchill
- Leeds Institute of Cancer and Pathology, University of Leeds, St. James's University Hospital Leeds, LS9 7TF, UK
| | - Sandra M Bell
- Leeds Institute of Biomedical and Clinical Sciences, University of Leeds, St. James's University Hospital, Leeds LS9 7TF, UK.
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20
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Khoja L, Nolan K, Mekki R, Milani A, Mescallado N, Ashcroft L, Hasan J, Edmondson R, Winter-Roach B, Kitchener HC, Mould T, Hutson R, Hall G, Clamp AR, Perren T, Ledermann J, Jayson GC. Improved Survival from Ovarian Cancer in Patients Treated in Phase III Trial Active Cancer Centres in the UK. Clin Oncol (R Coll Radiol) 2016; 28:760-765. [PMID: 27401967 DOI: 10.1016/j.clon.2016.06.011] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2016] [Revised: 05/31/2016] [Accepted: 06/01/2016] [Indexed: 11/22/2022]
Abstract
AIMS Ovarian cancer is the principal cause of gynaecological cancer death in developed countries, yet overall survival in the UK has been reported as being inferior to that in some Western countries. As there is a range of survival across the UK we hypothesised that in major regional centres, outcomes are equivalent to the best internationally. MATERIALS AND METHODS Data from patients treated in multicentre international and UK-based trials were obtained from three regional cancer centres in the UK; Manchester, University College London and Leeds (MUL). The median progression-free survival (PFS) and overall survival were calculated for each trial and compared with the published trial data. Normalised median survival values and the respective 95% confidence intervals (ratio of pooled MUL data to trial median survival) were calculated to allow inter-trial survival comparisons. This strategy then allowed a comparison of median survival across the UK, in three regional UK centres and in international centres. RESULTS The analysis showed that the trial-reported PFS was the same in the UK, in the MUL centres and in international centres for each of the trials included in the study. Overall survival was, however, 45% better in major regional centre-treated patients (95% confidence interval 9-73%) than the median overall survival reported in UK trials, whereas the median overall survival in MUL centres equated with that achieved in international centres. CONCLUSION The data suggest that international survival statistics are achieved in UK regional cancer centres.
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Affiliation(s)
- L Khoja
- The Christie NHS Foundation Trust and Institute of Cancer Sciences, University of Manchester, Manchester, UK
| | - K Nolan
- St James's Institute of Oncology and Leeds Institute of Cancer Medicine and Pathology, Leeds Teaching Hospitals Trust, Leeds, UK
| | - R Mekki
- St James's Institute of Oncology and Leeds Institute of Cancer Medicine and Pathology, Leeds Teaching Hospitals Trust, Leeds, UK
| | - A Milani
- UCL Hospitals NHS Foundation Trust and UCL Cancer Institute, London, UK
| | - N Mescallado
- The Christie NHS Foundation Trust and Institute of Cancer Sciences, University of Manchester, Manchester, UK
| | - L Ashcroft
- Medical Statistics, Manchester Academic Health Sciences Clinical Trials Unit, Manchester, UK
| | - J Hasan
- The Christie NHS Foundation Trust and Institute of Cancer Sciences, University of Manchester, Manchester, UK
| | - R Edmondson
- Department of Gynaecological Oncology and Institute of Cancer Sciences, St Marys Hospital and University of Manchester, Manchester, UK
| | - B Winter-Roach
- The Christie NHS Foundation Trust and Institute of Cancer Sciences, University of Manchester, Manchester, UK
| | - H C Kitchener
- Department of Gynaecological Oncology and Institute of Cancer Sciences, St Marys Hospital and University of Manchester, Manchester, UK
| | - T Mould
- UCL Hospitals NHS Foundation Trust and UCL Cancer Institute, London, UK
| | - R Hutson
- St James's Institute of Oncology and Leeds Institute of Cancer Medicine and Pathology, Leeds Teaching Hospitals Trust, Leeds, UK
| | - G Hall
- St James's Institute of Oncology and Leeds Institute of Cancer Medicine and Pathology, Leeds Teaching Hospitals Trust, Leeds, UK
| | - A R Clamp
- The Christie NHS Foundation Trust and Institute of Cancer Sciences, University of Manchester, Manchester, UK
| | - T Perren
- St James's Institute of Oncology and Leeds Institute of Cancer Medicine and Pathology, Leeds Teaching Hospitals Trust, Leeds, UK
| | - J Ledermann
- UCL Hospitals NHS Foundation Trust and UCL Cancer Institute, London, UK
| | - G C Jayson
- The Christie NHS Foundation Trust and Institute of Cancer Sciences, University of Manchester, Manchester, UK.
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21
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Panayiotou H, Orsi NM, Thygesen HH, Wright AI, Winder M, Hutson R, Cummings M. The prognostic significance of tumour-stroma ratio in endometrial carcinoma. BMC Cancer 2015; 15:955. [PMID: 26674153 PMCID: PMC4682261 DOI: 10.1186/s12885-015-1981-7] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2015] [Accepted: 12/05/2015] [Indexed: 11/28/2022] Open
Abstract
Background High tumour stromal content has been found to predict adverse clinical outcome in a range of epithelial tumours. The aim of this study was to assess the prognostic significance of tumour-stroma ratio (TSR) in endometrial adenocarcinomas and investigate its relationship with other clinicopathological parameters. Methods Clinicopathological and 5-year follow-up data were obtained for a retrospective series of endometrial adenocarcinoma patients (n = 400). TSR was measured using a morphometric approach (point counting) on digitised histologic hysterectomy specimens. Inter-observer agreement was determined using Cohen’s Kappa statistic. TSR cut-offs were optimised using log-rank functions and prognostic significance of TSR on overall survival (OS) and disease-free survival (DFS) were determined using Cox Proportional Hazards regression analysis and Kaplan-Meier curves generated. Associations of TSR with other clinicopathological parameters were determined using non-parametric tests followed by Holm-Bonferroni correction for multiple comparisons. Results TSR as a continuous variable associated with worse OS (P = 0.034) in univariable Cox-regression analysis. Using the optimal cut-off TSR value of 1.3, TSR-high (i.e. low stroma) was associated with worse OS (HR = 2.51; 95 % CI = 1.22–5.12; P = 0.021) and DFS (HR = 2.19; 95 % CI = 1.15–4.17; P = 0.017) in univariable analysis. However, TSR did not have independent prognostic significance in multivariable analysis, when adjusted for known prognostic variables. A highly significant association was found between TSR and tumour grade (P < 0.001) and lymphovascular space invasion (P < 0.001), both of which had independent prognostic significance in this study population. Conclusions Low tumour stromal content associates with both poor outcome and with other adverse prognostic indicators in endometrial cancer, although it is not independently prognostic. These findings contrast with studies on many - although not all - cancers and suggest that the biology of tumour-stroma interactions may differ amongst cancer types.
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Affiliation(s)
- Hannah Panayiotou
- Section of Pathology and Tumour Biology, Leeds Institute of Cancer & Pathology, University of Leeds, St James's University Hospital, Leeds, LS9 7TF, UK.
| | - Nicolas M Orsi
- Section of Pathology and Tumour Biology, Leeds Institute of Cancer & Pathology, University of Leeds, St James's University Hospital, Leeds, LS9 7TF, UK.
| | - Helene H Thygesen
- Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX, Amsterdam, Netherlands.
| | - Alexander I Wright
- Section of Pathology and Tumour Biology, Leeds Institute of Cancer & Pathology, University of Leeds, St James's University Hospital, Leeds, LS9 7TF, UK.
| | - Matthew Winder
- Section of Pathology and Tumour Biology, Leeds Institute of Cancer & Pathology, University of Leeds, St James's University Hospital, Leeds, LS9 7TF, UK.
| | - Richard Hutson
- Section of Pathology and Tumour Biology, Leeds Institute of Cancer & Pathology, University of Leeds, St James's University Hospital, Leeds, LS9 7TF, UK.
| | - Michele Cummings
- Section of Pathology and Tumour Biology, Leeds Institute of Cancer & Pathology, University of Leeds, St James's University Hospital, Leeds, LS9 7TF, UK.
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22
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Cummings M, Merone L, Keeble C, Burland L, Grzelinski M, Sutton K, Begum N, Thacoor A, Green B, Sarveswaran J, Hutson R, Orsi NM. Preoperative neutrophil:lymphocyte and platelet:lymphocyte ratios predict endometrial cancer survival. Br J Cancer 2015; 113:311-20. [PMID: 26079303 PMCID: PMC4506386 DOI: 10.1038/bjc.2015.200] [Citation(s) in RCA: 93] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2015] [Revised: 04/16/2015] [Accepted: 05/06/2015] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND Variations in systemic inflammatory response biomarker levels have been associated with adverse clinical outcome in various malignancies. This study determined the prognostic significance of preoperative neutrophil:lymphocyte (NLR), platelet:lymphocyte (PLR) and monocyte:lymphocyte (MLR) ratios in endometrial cancer. METHODS Clinicopathological and 5-year follow-up data were obtained for a retrospective series of surgically treated endometrial cancer patients (n=605). Prognostic significance was determined for overall (OS) and cancer-specific survival (CSS) using Cox proportional hazards models and Kaplan-Meier analysis. Receiver-operator characteristic and log-rank functions were used to optimise cut-offs. NLR, PLR and MLR associations with clinicopathological variables were determined using non-parametric tests. RESULTS Applying cut-offs of ⩾2.4 (NLR), ⩾240 (PLR) and ⩾0.19 (MLR), NLR and PLR (but not MLR) had independent prognostic significance. Combining NLR and PLR scores stratified patients into low (NLR-low and PLR-low), intermediate (NLR-high or PLR-high) and high risk (NLR-high and PLR-high) groups: multivariable hazard ratio (HR) 2.51; P<0.001 (OS); HR 2.26; P<0.01 (CSS) for high vs low risk patients. Increased NLR and PLR were most strongly associated with advanced stage (P<0.001), whereas increased MLR was strongly associated with older age (P<0.001). CONCLUSION Both NLR and PLR are independent prognostic indicators for endometrial cancer, which can be combined to provide additional patient stratification.
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Affiliation(s)
- M Cummings
- Women's Health Research Group, Leeds Institute of Cancer and Pathology, Wellcome Trust Brenner Building, St James's University Hospital, Beckett Street, Leeds LS9 7TF, UK
| | - L Merone
- Women's Health Research Group, Leeds Institute of Cancer and Pathology, Wellcome Trust Brenner Building, St James's University Hospital, Beckett Street, Leeds LS9 7TF, UK
| | - C Keeble
- Leeds Institute of Cardiovascular and Metabolic Medicine, Division of Epidemiology and Biostatistics, University of Leeds, Leeds LS2 9JT, UK
| | - L Burland
- Women's Health Research Group, Leeds Institute of Cancer and Pathology, Wellcome Trust Brenner Building, St James's University Hospital, Beckett Street, Leeds LS9 7TF, UK
| | - M Grzelinski
- Women's Health Research Group, Leeds Institute of Cancer and Pathology, Wellcome Trust Brenner Building, St James's University Hospital, Beckett Street, Leeds LS9 7TF, UK
| | - K Sutton
- Women's Health Research Group, Leeds Institute of Cancer and Pathology, Wellcome Trust Brenner Building, St James's University Hospital, Beckett Street, Leeds LS9 7TF, UK
| | - N Begum
- Women's Health Research Group, Leeds Institute of Cancer and Pathology, Wellcome Trust Brenner Building, St James's University Hospital, Beckett Street, Leeds LS9 7TF, UK
| | - A Thacoor
- Women's Health Research Group, Leeds Institute of Cancer and Pathology, Wellcome Trust Brenner Building, St James's University Hospital, Beckett Street, Leeds LS9 7TF, UK
| | - B Green
- Women's Health Research Group, Leeds Institute of Cancer and Pathology, Wellcome Trust Brenner Building, St James's University Hospital, Beckett Street, Leeds LS9 7TF, UK
| | - J Sarveswaran
- Women's Health Research Group, Leeds Institute of Cancer and Pathology, Wellcome Trust Brenner Building, St James's University Hospital, Beckett Street, Leeds LS9 7TF, UK
| | - R Hutson
- Women's Health Research Group, Leeds Institute of Cancer and Pathology, Wellcome Trust Brenner Building, St James's University Hospital, Beckett Street, Leeds LS9 7TF, UK
| | - N M Orsi
- Women's Health Research Group, Leeds Institute of Cancer and Pathology, Wellcome Trust Brenner Building, St James's University Hospital, Beckett Street, Leeds LS9 7TF, UK
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23
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Edwards R, Hutson R, Johnson J, Sherwin R, Gordon-Strachan G, Frankson M, Levy P. Severe sepsis in the emergency department - an observational cohort study from the university hospital of the West Indies. W INDIAN MED J 2013; 62:224-229. [PMID: 24564044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
OBJECTIVE To describe the incidence, treatment and outcomes of patients with severe sepsis and septic shock in a setting where early goal directed therapy (EGDT) is not routinely performed. METHOD An observational study of all adult patients admitted from the emergency department (ED) of the University Hospital of the West Indies (UHWI) with a diagnosis of severe sepsis and septic shock from July 5, 2007 to September 1, 2008 was conducted. Baseline parameters, treatment patterns and in-hospital outcomes were evaluated. RESULTS A total of 58 011 patients were seen and 762 (1.3%) had sepsis, 117 (15.4%) of whom were classified as severe sepsis or septic shock. Mean (SD) age was 59.2 (23.3) years and 49% were female. Medical history included hypertension (29%), diabetes mellitus (26%), stroke (8%), heart failure (6%) and HIV (6%). The most common sources of sepsis were pneumonia (67%) and urinary tract infection (46%). Median, interquartile range (IQR) time from triage to antibiotic administration was 126 (88, 220) minutes and antibiotics were given to 65.7% within three hours. Overall, organisms were sensitive to empirical antibiotics in 69%. Median (IQR) lactate was 5.3 (4.5, 7.5) mmol/L. Most patients (95%) were admitted to the ward; 1% went to the intensive care unit (ICU) and 2% died in the ED. Mean (SD) length of hospital stay was 9.5 (10.3) days. In-hospital mortality was 25% and survival correlated inversely with age (rpb = -0.25; p = 0.006). CONCLUSION Despite a lack of EGDT, sepsis treatment patterns were consistent with "best-practice" and mortality was lower than international comparators.
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Affiliation(s)
- R Edwards
- Division of Emergency Medicine, Department of Surgery, Radiology, Anaesthesia and Intensive Care, The University of the West Indies, Kingston 7, Jamaica.
| | - R Hutson
- Division of Emergency Medicine, Department of Surgery, Radiology, Anaesthesia and Intensive Care, The University of the West Indies, Kingston 7, Jamaica
| | - J Johnson
- Division of Emergency Medicine, Department of Surgery, Radiology, Anaesthesia and Intensive Care, The University of the West Indies, Kingston 7, Jamaica
| | - R Sherwin
- Departmnent of Emergency Medicine, Wayne State University School of Medicine, Michigan, USA
| | - G Gordon-Strachan
- Health Research Resource Unit, Faculty of Medical Sciences, The University of the West Indies, Kingston 7, Jamaica
| | - M Frankson
- Health Research Resource Unit, Faculty of Medical Sciences, The University of the West Indies, Kingston 7, Jamaica
| | - P Levy
- Departmnent of Emergency Medicine, Wayne State University School of Medicine, Michigan, USA
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Brüning-Richardson A, Bond J, Alsiary R, Richardson J, Cairns DA, McCormac L, Hutson R, Burns PA, Wilkinson N, Hall GD, Morrison EE, Bell SM. NuMA overexpression in epithelial ovarian cancer. PLoS One 2012; 7:e38945. [PMID: 22719996 PMCID: PMC3375276 DOI: 10.1371/journal.pone.0038945] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2012] [Accepted: 05/14/2012] [Indexed: 11/18/2022] Open
Abstract
Highly aneuploid tumours are common in epithelial ovarian cancers (EOC). We investigated whether NuMA expression was associated with this phenomenon.NuMA protein levels in normal and tumour tissues, ovarian cell lines and primary cultures of malignant cells derived from ovarian ascitic fluids were analysed by Affymetrix microarray analysis, immunoblotting, immunohistochemistry (IHC) and immunofluorescence (IF), with results correlated to associated clinical data. Aneuploidy status in primary cultures was determined by FACS analysis.Affymetrix microarray data indicated that NuMA was overexpressed in tumour tissue, primary cultures and cell lines compared to normal ovarian tissue. IHC revealed low to weak NuMA expression in normal tissues. Expression was upregulated in tumours, with a significant association with disease stage in mucinous EOC subtypes (p = 0.009), lymph node involvement (p = 0.03) and patient age (p = 0.04). Additional discontinuous data analysis revealed that high NuMA levels in tumours decreased with grade (p = 0.02) but increased with disease stage (p = 0.04) in serous EOC. NuMA expression decreased in late disease stage 4 endometrioid EOCs. High NuMA levels decreased with increased tumour invasion in all subtypes (p = 0.03). IF of primary cultures revealed that high NuMA levels at mitotic spindle poles were significantly associated with a decreased proportion of cells in cytokinesis (p = 0.05), increased binucleation (p = 0.021) and multinucleation (p = 0.007), and aneuploidy (p = 0.008).NuMA is highly expressed in EOC tumours and high NuMA levels correlate with increases in mitotic defects and aneuploidy in primary cultures.
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Affiliation(s)
- Anke Brüning-Richardson
- Section of Ophthalmology and Neuroscience, Leeds Institute of Molecular Medicine, St James's University Hospital, Leeds, United Kingdom.
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25
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Brüning-Richardson A, Bond J, Alsiary R, Richardson J, Cairns DA, McCormack L, Hutson R, Burns P, Wilkinson N, Hall GD, Morrison EE, Bell SM. ASPM and microcephalin expression in epithelial ovarian cancer correlates with tumour grade and survival. Br J Cancer 2011; 104:1602-10. [PMID: 21505456 PMCID: PMC3101901 DOI: 10.1038/bjc.2011.117] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2010] [Revised: 03/09/2011] [Accepted: 03/13/2011] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND The clinico-pathological and molecular heterogeneity of epithelial ovarian cancer (EOC) complicates its early diagnosis and successful treatment. Highly aneuploid tumours and the presence of ascitic fluids are hallmarks of EOC. Two microcephaly-associated proteins, abnormal spindle-like microcephaly-associated protein (ASPM) and microcephalin, are involved in mitosis and DNA damage repair. Their expression is deregulated at the RNA level in EOC. Here, ASPM and microcephalin protein expression in primary cultures established from the ascites of patients with EOC was determined and correlated with clinical data to assess their suitability as biomarkers. METHODS Five established ovarian cancer cell lines, cells derived from two benign ovarian ascites samples and 40 primary cultures of EOC derived from ovarian ascites samples were analysed by protein slot blotting and/or immunofluorescence to determine ASPM and microcephalin protein levels and their cellular localisation. Results were correlated with clinico-pathological data. RESULTS A statistically significant correlation was identified for ASPM localisation and tumour grade, with high levels of cytoplasmic ASPM correlating with grade 1 tumours. Conversely, cytoplasmic microcephalin was only identified in high-grade tumours. Furthermore, low levels of nuclear microcephalin correlated with reduced patient survival. CONCLUSION Our results suggest that ASPM and microcephalin have the potential to be biomarkers in ovarian cancer.
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Affiliation(s)
- A Brüning-Richardson
- Section of Ophthalmology and Neurosciences, Leeds Institute of Molecular Medicine, Welcome Trust Brenner Building, St James's University Hospital, Leeds LS9 7TF, UK
| | - J Bond
- Section of Ophthalmology and Neurosciences, Leeds Institute of Molecular Medicine, Welcome Trust Brenner Building, St James's University Hospital, Leeds LS9 7TF, UK
| | - R Alsiary
- Section of Ophthalmology and Neurosciences, Leeds Institute of Molecular Medicine, Welcome Trust Brenner Building, St James's University Hospital, Leeds LS9 7TF, UK
| | - J Richardson
- Section of Ophthalmology and Neurosciences, Leeds Institute of Molecular Medicine, Welcome Trust Brenner Building, St James's University Hospital, Leeds LS9 7TF, UK
| | - D A Cairns
- Section of Oncology and Clinical Research, Leeds Institute of Molecular Medicine, St James's University Hospital, Leeds LS9 7TF, UK
| | - L McCormack
- Section of Ophthalmology and Neurosciences, Leeds Institute of Molecular Medicine, Welcome Trust Brenner Building, St James's University Hospital, Leeds LS9 7TF, UK
| | - R Hutson
- St James's Institute of Oncology, St James's University Hospital, Leeds LS9 7TF, UK
| | - P Burns
- Section of Ophthalmology and Neurosciences, Leeds Institute of Molecular Medicine, Welcome Trust Brenner Building, St James's University Hospital, Leeds LS9 7TF, UK
| | - N Wilkinson
- St James's Institute of Oncology, St James's University Hospital, Leeds LS9 7TF, UK
| | - G D Hall
- St James's Institute of Oncology, St James's University Hospital, Leeds LS9 7TF, UK
| | - E E Morrison
- Section of Ophthalmology and Neurosciences, Leeds Institute of Molecular Medicine, Welcome Trust Brenner Building, St James's University Hospital, Leeds LS9 7TF, UK
| | - S M Bell
- Section of Ophthalmology and Neurosciences, Leeds Institute of Molecular Medicine, Welcome Trust Brenner Building, St James's University Hospital, Leeds LS9 7TF, UK
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Vasudev NS, Trigonis I, Cairns DA, Hall GD, Jackson DP, Broadhead T, Buxton J, Hutson R, Nugent D, Perren TJ. The prognostic and predictive value of CA-125 regression during neoadjuvant chemotherapy for advanced ovarian or primary peritoneal carcinoma. Arch Gynecol Obstet 2010; 284:221-7. [PMID: 20803207 DOI: 10.1007/s00404-010-1655-2] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2010] [Accepted: 08/16/2010] [Indexed: 12/17/2022]
Abstract
PURPOSE To assess the significance of CA-125 regression as a prognostic indicator and predictor of optimal cytoreduction at interval debulking surgery (IDS) in women with ovarian or primary peritoneal carcinoma receiving neoadjuvant chemotherapy (NAC). METHODS 63 women treated between 2004 and 2007 with neoadjuvant platinum-based chemotherapy followed by IDS were studied retrospectively. Pre-operative CA-125 values were used to calculate a regression coefficient (CA-125r) using exponential regression analysis. Outcome endpoints were overall survival (OS), time to CA-125 progression (TTC) by Rustin criteria and time to second-line treatment (TTS). RESULTS Women with a CA-125 half-life greater than 18 days had a significantly worse OS compared to those with a half-life less than 12 days on univariate testing (HR 3.34, 95% CI 1.25-8.94, p = 0.017). On multivariable analysis, CA-125r was an independent predictor of OS [HR 1.18 (per 0.01 increase in CA-125r), 95% CI 1.01-1.40, p = 0.043]. CA-125r was independently predictive of TTC and TTS (HR 1.17, p ≈ 0.03 for each). CA-125r was also predictive of achieving optimal cytoreduction at IDS (AUC 0.756, p < 0.001). CONCLUSIONS CA-125 regression rate during pre-operative NAC is of independent prognostic value. CA-125 regression rate strongly predicts for optimal cytoreduction.
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Affiliation(s)
- Naveen S Vasudev
- St. James's Institute of Oncology, St. James's University Hospital, Leeds, LS9 7TF, UK.
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Williams EW, Cawich SO, Shah S, Hendricks SJ, Edwards I, Gordon-Strachan G, Williams-Johnson J, Bruce CAR, Singh P, French S, Hutson R, Reid M, Crandon IW. Delays in presentations of stroke patients at the University Hospital of the West Indies. W INDIAN MED J 2009; 58:341-346. [PMID: 20099774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Thrombolytic therapy has been proven to be beneficial in selected patients with ischaemic strokes. Early diagnosis is paramount because there is a narrow therapeutic window for these patients to derive benefit from thrombolytics. We sought to evaluate the timing of stroke presentations at the University Hospital of the West Indies (UHWI) in order to assess the potential eligibility for definitive therapy A retrospective audit of all consecutive patients who had emergent computed tomographic (CT) scans for suspected ischaemic stroke at the UHWI was performed over a six-month period between February 2006 and July 2006. Data were extracted from the hospital records and analysed using SPSS version 12. There were 331 patients evaluated with brain CT for a clinically suspected stroke during the study period. Complete time documentation and CT scans were available for analysis in 171 patients with ischaemic strokes. The average age was 64.5 years (range +/- SD: 3-98 +/- 19.9 years) with a slight male preponderance (58% vs. 42%). There was considerable pre-hospital delay with 63% of patients presenting more than 12 hours after the onset of symptoms. There were also long inhospital delays. Only 52% of patients were assessed by a physician within an hour of presentation to hospital and only 55% of patients had CT scans completed within three hours of a physician s request. Although thrombolysis is not routinely performed for ischaemic strokes at our institution, sensitization of physicians and the general public in our setting to symptoms and signs of this disease is urgently needed to improve stroke management, whereby definitive treatment can be considered for selected patients.
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Affiliation(s)
- E W Williams
- Emergency Medicine Division, The University of the West Indies, Kingston 7, Jamaica.
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Williams EW, Williams-Johnson J, McDonald AH, French S, Hutson R, Singh P, Sadock J, Butchey R, Ellis M, Thompson C, Espinosa K. The evolution of emergency medicine in Jamaica. W INDIAN MED J 2008; 57:161-165. [PMID: 19565961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Emergency Medicine in Jamaica has evolved rapidly over the past 20 years and has gained recognition as a specialty. A residency training programme has been established, trademark life support courses are now available, moves to develop areas of sub-specialization have begun and an emergency medicine association has been formed. There has been an increase in the diagnostic modalities in the main teaching institution, the University Hospital of the West Indies (UHWI). There is an urgent need for improvements in pre-hospital care. This will require the development of an efficient Emergency Medical Service (EMS). More emphasis and attention is required on disaster medicine, toxicology and trauma. Increased training of emergency physicians and nurses, advances in academia and research, and greater advocacy by local emergency physicians will further advance the specialty.
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Affiliation(s)
- E W Williams
- Emergency Medicine Division, Department of Surgery, Radiology, Anaesthesia and Intensive Care, The University of the West Indies, Kingston 7, Jamaica, West Indies.
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Saldova R, Royle L, Radcliffe CM, Abd Hamid UM, Evans R, Arnold JN, Banks RE, Hutson R, Harvey DJ, Antrobus R, Petrescu SM, Dwek RA, Rudd PM. Ovarian cancer is associated with changes in glycosylation in both acute-phase proteins and IgG. Glycobiology 2007; 17:1344-56. [PMID: 17884841 DOI: 10.1093/glycob/cwm100] [Citation(s) in RCA: 315] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Ovarian cancer is the fourth most common cancer in women in the Western world. In a pilot scale study, we highlight changes in the total serum glycome of patients with advanced ovarian cancer that might shed insight into disease pathogenesis. These changes include increases in levels of core fucosylated, agalactosyl biantennary glycans (FA2) and sialyl Lewis x (SLe(x)). To investigate further which proteins contribute to these alterations, we developed technology to analyze simultaneously the glycosylation of protein glycoforms contained in single spots excised from a 2D gel (<1 ng protein). The acute-phase proteins, haptoglobin, alpha1-acid glycoprotein, and alpha1-antichymotrypsin from patients contained elevated levels of subsets of glycoforms containing SLe(x). We also established that IgG heavy chains from patients contained twice the level of FA2 compared with healthy controls. Serum CA125 is the only biomarker that is used routinely, and there is a need for complementary markers that will improve both sensitivity and specificity. There was some preliminary indication that combinations of changes in the serum glycome might improve the separation of ovarian cancer and benign tumors; however, a larger study using data receiver operating characteristic curves will be required to draw any firm conclusions.
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Affiliation(s)
- Radka Saldova
- Department of Biochemistry, Oxford Glycobiology Institute, University of Oxford, Oxford, UK
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Hewitt MJ, Anderson K, Hall GD, Weston M, Hutson R, Wilkinson N, Perren TJ, Lane G, Spencer JA. Women with peritoneal carcinomatosis of unknown origin: efficacy of image-guided biopsy to determine site-specific diagnosis. BJOG 2006; 114:46-50. [PMID: 17233859 DOI: 10.1111/j.1471-0528.2006.01176.x] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
OBJECTIVES To evaluate the use of image-guided biopsy (IGB) in routine clinical practice to obtain site-specific diagnoses in women presenting with peritoneal carcinomatosis (PC). STUDY DESIGN Retrospective case study. SETTING Tertiary referral centre. POPULATION A total of 149 consecutive women with PC who underwent IGB. METHODS Biopsy was performed in women considered unsuitable for primary surgery because of poor performance status or disease unlikely to be optimally debulked, with a prior history of malignancy or where there was clinicoradiological uncertainty about primary tumour site. Standard haematoxylin-eosin histological analysis was supplemented with immunohistochemistry. MAIN OUTCOME MEASURES The rate of site-specific diagnosis. RESULTS A total of 149 women underwent IGB using computed tomography or ultrasound over a 6-year period. The only complication was one rectus sheath haematoma. In 138 (93%) women, a site-specific cancer diagnosis was made on the IGB (including 111 müllerian tract, 8 gastrointestinal tract, 4 breast and 3 lymphoma); in ten women, a repeat biopsy was necessary, giving an overall failure rate of 7%. In a further six women, malignancy was confirmed but a site-specific diagnosis could not be made, and in four women, biopsy showed benign tissue. A site-specific diagnosis was obtained in 29 of the 32 women (94%) with previous malignancy, of which 18/32 (56%) showed a new primary cancer. CONCLUSIONS IGB is a safe and accurate technique for providing site-specific diagnoses in women with PC in routine clinical practice, including those with a previous relevant malignancy. IGB can replace laparoscopic or open biopsy in defining primary therapeutic options. The data would suggest that the biopsy should be performed with ultrasound where feasible.
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Affiliation(s)
- M J Hewitt
- Department of Obstetrics and Gynaecology UCC, BUPA Ireland Research Centre, Cork University Maternity Hospital, Cork, Ireland
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31
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Ferguson RE, Jackson DH, Hutson R, Wilkinson N, Harnden P, Selby P, Banks RE. Detection of glycosylation changes in serum and tissue proteins in cancer by lectin blotting. Adv Exp Med Biol 2006; 564:113-4. [PMID: 16400815 DOI: 10.1007/0-387-25515-x_19] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Affiliation(s)
- R E Ferguson
- Cancer Research UK Clinical Centre, St. James's University Hospital, Leeds L59 7TF, UK
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32
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Stuart R, Graham J, Worsfold J, Hutson R. Preliminary study assessing the risk of bleeding complications in relation to platelet threshold prior to insertion of tunnelled central venous catheters in haematology patients. Biol Blood Marrow Transplant 2006. [DOI: 10.1016/j.bbmt.2005.11.469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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Chen Y, Knezevic V, Ervin V, Hutson R, Ward Y, Mackem S. Direct interaction with Hoxd proteins reverses Gli3-repressor function to promote digit formation downstream of Shh. Development 2004; 131:2339-47. [PMID: 15102708 DOI: 10.1242/dev.01115] [Citation(s) in RCA: 113] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Sonic hedgehog (Shh) signaling regulates both digit number and identity, but how different distinct digit types (identities) are specified remains unclear. Shh regulates digit formation largely by preventing cleavage of the Gli3 transcription factor to a repressor form that shuts off expression of Shh target genes. The functionally redundant 5'Hoxd genes regulate digit pattern downstream of Shh and Gli3, through as yet unknown targets. Enforced expression of any of several 5'Hoxd genes causes polydactyly of different distinct digit types with posterior transformations in a Gli3(+) background, whereas, in Gli3 null limbs, polydactylous digits are all similar, short and dysmorphic, even though endogenous 5'Hoxd genes are broadly misexpressed. We show that Hoxd12 interacts genetically and physically with Gli3, and can convert the Gli3 repressor into an activator of Shh target genes. Several 5'Hoxd genes, expressed differentially across the limb bud, interact physically with Gli3. We propose that a varying [Gli3]:[total Hoxd] ratio across the limb bud leads to differential activation of Gli3 target genes and contributes to the regulation of digit pattern. The resulting altered balance between 'effective' Gli3 activating and repressing functions may also serve to extend the Shh activity gradient spatially or temporally.
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Affiliation(s)
- Yuting Chen
- Laboratory of Pathology, Center for Cancer Research, NCI, NIH, Bethesda, MD 20892, USA
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35
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Vela AI, Collins MD, Latre MV, Mateos A, Moreno MA, Hutson R, Domínguez L, Fernández-Garayzábal JF. Psychrobacter pulmonis sp. nov., isolated from the lungs of lambs. Int J Syst Evol Microbiol 2003; 53:415-419. [PMID: 12710606 DOI: 10.1099/ijs.0.02413-0] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Unusual Gram-negative, catalase- and oxidase-positive, coccus-shaped bacteria isolated from the lungs of two lambs were characterized by phenotypic and molecular-genetic methods. Comparative 16S rRNA gene sequencing studies demonstrated that the unknown isolates were genealogically highly related to each other (99.8% sequence similarity) and represent a novel subline within the genus Psychrobacter. The unknown bacterium was phylogenetically closely related to, but distinct from, Psychrobacter phenylpyruvicus, Psychrobacter immobilis, Psychrobacter glacincola and Psychrobacter urativorans. The novel Psychrobacter isolates were readily distinguished from all other Psychrobacter species and other Gram-negative, oxidase-positive bacteria usually responsible for lung infections in sheep by physiological and biochemical tests. Based on molecular-genetic and phenotypic evidence, it is proposed that the unknown Psychrobacter isolates from lambs be classified as Psychrobacter pulmonis sp. nov. The type strain is strain S-606T (=CECT 5989T =CCUG 46240T).
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Affiliation(s)
- A I Vela
- Departamento de Patología, Animal I (Sanidad Animal), Facultad de Veterinaria, Universidad Complutense, Avda. Puerta de Hierro s/n, 28040 Madrid, Spain
| | - M D Collins
- School of Food Biosciences, University of Reading, Reading RG6 6AP, UK
| | - M V Latre
- Departamento de Patología Animal, Facultad de Veterinaria, Universidad de Zaragoza, Zaragoza, Spain
| | - A Mateos
- Departamento de Patología, Animal I (Sanidad Animal), Facultad de Veterinaria, Universidad Complutense, Avda. Puerta de Hierro s/n, 28040 Madrid, Spain
| | - M A Moreno
- Departamento de Patología, Animal I (Sanidad Animal), Facultad de Veterinaria, Universidad Complutense, Avda. Puerta de Hierro s/n, 28040 Madrid, Spain
| | - R Hutson
- School of Food Biosciences, University of Reading, Reading RG6 6AP, UK
| | - L Domínguez
- Departamento de Patología, Animal I (Sanidad Animal), Facultad de Veterinaria, Universidad Complutense, Avda. Puerta de Hierro s/n, 28040 Madrid, Spain
| | - J F Fernández-Garayzábal
- Departamento de Patología, Animal I (Sanidad Animal), Facultad de Veterinaria, Universidad Complutense, Avda. Puerta de Hierro s/n, 28040 Madrid, Spain
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Goyache J, Vela AI, Collins MD, Ballesteros C, Briones V, Moreno J, Yorio P, Domínguez L, Hutson R, Fernández-Garayzábal JF. Corynebacterium spheniscorum sp. nov., isolated from the cloacae of wild penguins. Int J Syst Evol Microbiol 2003; 53:43-46. [PMID: 12656150 DOI: 10.1099/ijs.0.02343-0] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Twenty unidentified Gram-positive, rod-shaped organisms were recovered from the cloacae of apparently healthy wild penguins (Spheniscus magellanicus) and subjected to a polyphasic taxonomic analysis. On the basis of cellular morphology and biochemical criteria, the isolates were tentatively assigned to the genus Corynebacterium, although the organisms did not appear to correspond to any recognized species. Lipid studies confirmed this generic placement, and comparative 16S rRNA gene sequencing showed that the unidentified organisms represent a hitherto unknown subline, associated with a small subcluster of species that includes Corynebacterium diphtheriae and its close relatives. On the basis of phenotypic and phylogenetic evidence, it is proposed that the unknown isolates from penguins be classified in the genus Corynebacterium, as Corynebacterium spheniscorum sp. nov. The type strain is strain PG 39T (=CCUG 45512T =CECT 5986T).
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Affiliation(s)
- J Goyache
- Departamento de Patología Animal I (Sanidad Animal), Facultad de Veterinaria, Universidad Complutense, 28040 Madrid, Spain
| | - A I Vela
- Departamento de Patología Animal I (Sanidad Animal), Facultad de Veterinaria, Universidad Complutense, 28040 Madrid, Spain
| | - M D Collins
- School of Food Biosciences, University of Reading, Reading RG6 6AP, UK
| | - C Ballesteros
- Departamento de Patología Animal I (Sanidad Animal), Facultad de Veterinaria, Universidad Complutense, 28040 Madrid, Spain
| | - V Briones
- Departamento de Patología Animal I (Sanidad Animal), Facultad de Veterinaria, Universidad Complutense, 28040 Madrid, Spain
| | - J Moreno
- Museo Nacional de Ciencias Naturales, Departamento de Ecología Evolutiva, C/José Gutiérrez Abascal 2, 28006 Madrid, Spain
| | - P Yorio
- CENPAT-CONICET, Bv. Brown s/n, Puerto Madryn, Chubut, Argentina
| | - L Domínguez
- Departamento de Patología Animal I (Sanidad Animal), Facultad de Veterinaria, Universidad Complutense, 28040 Madrid, Spain
| | - R Hutson
- School of Food Biosciences, University of Reading, Reading RG6 6AP, UK
| | - J F Fernández-Garayzábal
- Departamento de Patología Animal I (Sanidad Animal), Facultad de Veterinaria, Universidad Complutense, 28040 Madrid, Spain
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MacDonald AB, Stewart SH, Hutson R, Rhyno E, Loughlin HL. The roles of alcohol and alcohol expectancy in the dampening of responses to hyperventilation among high anxiety sensitive young adults. Addict Behav 2001; 26:841-67. [PMID: 11768548 DOI: 10.1016/s0306-4603(01)00239-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Previous research suggests that high anxiety sensitivity (AS) young adults are particularly sensitive to alcohol's dampening effects on their responses to arousal-induction challenge [Alcohol.: Clin. Exp. Res. 24 (2000) 1656.]. This sensitivity to alcohol reward may place high AS individuals at increased risk for alcohol abuse. Over-and-above alcohol's pharmacological effects, tension-reduction expectancies might contribute to alcohol's reactivity-dampening effects in high-AS individuals. The present study examined the role of alcohol and alcohol expectancy factors by activating expectancies experimentally. Forty-eight high-AS young adults were randomly assigned to one of three beverage conditions: alcohol (pharmacology plus expectancy), placebo (expectancy only), and control (no pharmacology and no expectancy). Following beverage consumption and absorption, participants underwent a 3-min voluntary hyperventilation challenge. Replicating and extending previous findings, participants in the alcohol condition showed dampened affective and somatic responses to the challenge, and marginally dampened cognitive responses to the challenge, compared to both placebo and control participants. However, placebo participants did not display dampened responses to the challenge relative to control beverage condition participants. Additional analyses suggested that activation of tension-reduction expectancies might have contributed to an "inverse placebo" effect among high-AS participants administered placebo. Implications of the results for future research and for the prevention and treatment of alcohol problems among high-AS individuals are discussed.
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Affiliation(s)
- A B MacDonald
- Department of Psychology, Dalhousie University, Halifax, Nova Scotia, Canada.
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Gerritse J, Drzyzga O, Kloetstra G, Keijmel M, Wiersum LP, Hutson R, Collins MD, Gottschal JC. Influence of different electron donors and acceptors on dehalorespiration of tetrachloroethene by Desulfitobacterium frappieri TCE1. Appl Environ Microbiol 1999; 65:5212-21. [PMID: 10583967 PMCID: PMC91707 DOI: 10.1128/aem.65.12.5212-5221.1999] [Citation(s) in RCA: 134] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Strain TCE1, a strictly anaerobic bacterium that can grow by reductive dechlorination of tetrachloroethene (PCE) and trichloroethene (TCE), was isolated by selective enrichment from a PCE-dechlorinating chemostat mixed culture. Strain TCE1 is a gram-positive, motile, curved rod-shaped organism that is 2 to 4 by 0.6 to 0.8 microm and has approximately six lateral flagella. The pH and temperature optima for growth are 7.2 and 35 degrees C, respectively. On the basis of a comparative 16S rRNA sequence analysis, this bacterium was identified as a new strain of Desulfitobacterium frappieri, because it exhibited 99.7% relatedness to the D. frappieri type strain, strain PCP-1. Growth with H(2), formate, L-lactate, butyrate, crotonate, or ethanol as the electron donor depends on the availability of an external electron acceptor. Pyruvate and serine can also be used fermentatively. Electron donors (except formate and H(2)) are oxidized to acetate and CO(2). When L-lactate is the growth substrate, strain TCE1 can use the following electron acceptors: PCE and TCE (to produce cis-1,2-dichloroethene), sulfite and thiosulfate (to produce sulfide), nitrate (to produce nitrite), and fumarate (to produce succinate). Strain TCE1 is not able to reductively dechlorinate 3-chloro-4-hydroxyphenylacetate. The growth yields of the newly isolated bacterium when PCE is the electron acceptor are similar to those obtained for other dehalorespiring anaerobes (e.g., Desulfitobacterium sp. strain PCE1 and Desulfitobacterium hafniense) and the maximum specific reductive dechlorination rates are 4 to 16 times higher (up to 1.4 micromol of chloride released. min(-1). mg of protein(-1)). Dechlorination of PCE and TCE is an inducible process. In PCE-limited chemostat cultures of strain TCE1, dechlorination is strongly inhibited by sulfite but not by other alternative electron acceptors, such as fumarate or nitrate.
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Affiliation(s)
- J Gerritse
- TNO Institute of Environmental Sciences, Energy Research and Process Innovation, Department of Environmental Biotechnology, 7300 AH Apeldoorn, The Netherlands
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Hutson R. Back-to-school health fair for homeless children. Colo Nurse 1997; 97:25. [PMID: 9444157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Affiliation(s)
- R Hutson
- Colorado Coalition for the Homeless, USA
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Abstract
p53 protein expression has been studied in epithelial inclusion cysts adjacent to and contralateral to serous carcinoma of the ovary and compared to epithelial inclusion cysts associated with borderline tumours and in normal ovaries. Atypia was found in epithelial inclusion cysts in eight of the thirteen advanced (stage III) serous ovarian carcinomas. Of these eight with atypical epithelial inclusion cysts, five showed immunoreactivity for p53. In the borderline tumours and normal ovaries no atypia in such cysts was found. p53 expression was also seen more frequently in surface epithelium associated with ovarian serous adenocarcinoma (ten of 13) than in normal ovaries (one of 13). We postulate that focal areas of atypia (ovarian intra-epithelial neoplasia) in epithelial inclusion cysts are the precursors of ovarian malignancy. In some cases, at least, p53 protein expression may precede overt cytological abnormalities.
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Affiliation(s)
- R Hutson
- Department of Pathology, St James's University Hospital, Leeds, UK
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Stubbs S, Hutson R, James S, Collins MD. Differentiation of the spoilage yeast Zygosaccharomyces bailii from other Zygosaccharomyces species using 18S rDNA as target for a non-radioactive ligase detection reaction. Lett Appl Microbiol 1994; 19:268-72. [PMID: 7765401 DOI: 10.1111/j.1472-765x.1994.tb00961.x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
A non-radioactive PCR coupled ligase detection reaction was developed to discriminate the food spoilage yeasts Zygosaccharomyces bailii and Z. bisporus from each other and from other members of the genus. A short region of the 18S rRNA gene was amplified from boiled cell lysates and polymerase chain reaction (PCR) products used as target in the template directed ligation of two adjacent oligonucleotides. Ligated products were captured using biotin-streptavidin chemistry and detected using digoxigenin immuno-chemiluminescence. The ligase detection reaction was able to discriminate to the species level, targeting a single base deletion. The specificity of the reaction was assessed using seven species of the genus Zygosaccharomyces. Only strains of Z. bailii and Z. bisporus gave positive results with their respective primer sets. The lower detection limit of the strategy was 10pg (3 x 10(7) targets) of amplified product.
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Affiliation(s)
- S Stubbs
- Department of Microbiology, Reading Laboratory, UK
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Daniel H, Reidy J, Hutson R, Bradbury J, Helland J. Two-dimensional visualization of stopping pion distributions. Radiat Res 1976; 68:171-6. [PMID: 823593] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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