Text mining and word embedding for classification of decision making variables in breast cancer surgery.

INTRODUCTION: Decision making in surgical oncology of the breast has increased its complexity over the last twenty years. This Delphi survey investigates the opinion of an expert panel about the decision making process in surgical procedures on the breast for oncological purposes. METHODS: Twenty-seven experts were invited to partake into a Delphi Survey. At the first round they have been asked to provide a list of features involved in the decision making process (patient's characteristics; disease characteristics; surgical techniques, outcomes) and comment on it. Using text-mining techniques we extracted a list of mono-bi-trigrams potentially representative of decision drivers. A technique of "natural language processing" called Word2vec was used to validate changes to texts using synonyms and plesionyms. Word2Vec was also used to test the semantic relevance of n-grams within a corpus of knowledge made up of books edited by panel members. The final list of variables extracted was submitted to the judgement of the panel for final validation at the second round of the Delphi using closed ended questions. RESULTS: 52 features out of 59 have been approved by the panel. The overall consensus was 87.1% CONCLUSIONS: Text mining and natural language processing allowed the extraction of a number of decision drivers and outcomes as part of the decision making process in surgical oncology on the breast. This result was obtained transforming narrative texts into structured data. The high level of consensus among experts provided validation to this process.

International multidisciplinary expert panel consensus on breast reconstruction and radiotherapy.

BACKGROUND: Conflicting evidence challenges clinical decision-making when breast reconstruction is considered in the context of radiotherapy. Current literature was evaluated and key statements on topical issues were generated and discussed by an expert panel at the International Oncoplastic Breast Surgery Meeting in Milan 2017. METHODS: Studies on radiotherapy and breast reconstruction (1985 to September 2017) were screened using MEDLINE, Embase and CENTRAL. The literature review yielded 30 controversial key questions. A set of key statements was derived and the highest levels of clinical evidence (LoE) for each of these were summarized. Nineteen panellists convened for dedicated discussions at the International Oncoplastic Breast Surgery Meeting to express agreement, disagreement or abstention for the generated key statements. RESULTS: The literature review identified 1522 peer-reviewed publications. A list of 22 key statements was produced, with the highest LoE recorded for each statement. These ranged from II to IV, with most statements (11 of 22, 50 per cent) supported by LoE III. There was full consensus for nine (41 per cent) of the 22 key statements, and more than 75 per cent agreement was reached for half (11 of 22). CONCLUSION: Poor evidence exists on which to base patient-informed consent. Low-quality studies are conflicting with wide-ranging treatment options, precluding expert consensus regarding optimal type and timing of breast reconstruction in the context of radiotherapy. There is a need for high-quality evidence from prospective registries and randomized trials in this field.

ANTECEDENTES: El hecho de que la evidencia disponible sea conflictiva supone un reto para la toma de decisiones a la hora de considerar la reconstrucción mamaria en el contexto de radioterapia (radiotherapy, RT). En el seno de un panel de expertos reunidos durante el International Oncoplastic Breast Surgery Meeting celebrado en Milán en 2017, se revisó la literatura disponible y se generaron y discutieron los aspectos más relevantes. MÉTODOS: Se hizo una búsqueda bibliográfica de los estudios de RT y reconstrucción mamaria (1985-septiembre de 2017) en las bases MEDLINE, EMBASE y CENTRAL. La revisión de la literatura permitió identificar 30 cuestiones clave controvertidas. A partir de ellas, se construyeron una serie de afirmaciones, para las que se obtuvo el mayor nivel de evidencia (levels of clinical evidence, LoE) posible. El acuerdo, desacuerdo o abstención respecto a las cuestiones propuestas fueron el resultado de las discusiones de 19 expertos reunidos durante el International Oncoplastic Breast Surgery Meeting. RESULTADOS: Se identificaron 1.522 artículos publicados en revistas con peer review. Se elaboró una lista de 22 afirmaciones clave y se anotó el LoE más alto obtenido para cada una de ellas. El grado de variabilidad fue de II a IV, pero la mayoría de las afirmaciones (54,5%) obtuvieron un LoE III. Hubo un consenso total en el 41% (9/22) de las afirmaciones, mientras que se obtuvo más de un 75% de acuerdo en la mitad de las afirmaciones (11/22). CONCLUSIÓN: La evidencia en la que basar el consentimiento informado en estos pacientes es escasa. Se trata de estudios de baja calidad con gran variedad de opciones terapéuticas, que dificultan el consenso de los expertos acerca del tipo y momento óptimo para la reconstrucción mamaria en el contexto de RT. Para obtener datos de mayor calidad se precisan estudios prospectivos y ensayos clínicos en este campo.

De-escalation of complexity in oncoplastic breast surgery: Case series from a specialized breast center.

INTRODUCTION: Oncoplastic breast surgery has evolved the surgical treatment of breast cancer over the past two decades. This practice still lacks validation and poses several dilemmas in terms of safety, local and systemic control, timing of adjuvant treatments and cost-effectiveness. Our case series investigates the effects of a reduced surgical complexity on cosmetic results and quality of life. METHODS: We treated 76 consecutive patients affected by early stage breast cancer from January 2016 to April 2017. We employed a decision support system to assist the final shared decision making. The communication process before surgery included new specific information on recent evidence about local control of disease and outcomes after multimodality treatment. In order to estimate the oncoplastic complexity, we created a new score based on scars, bilateral procedures and type and timing of reconstructions. We compared the outcomes of this series to that of a previous one from the same institution. RESULTS: The medium complexity score (CS) in the current series was significantly lower compared to that of the previous series (medium CS cohort 1 = 3.1 vs medium CS cohort 2 = 1.51; p = 0.001). Complications according to Clavien-Dindo classification did not vary significantly between the two series (p = 0.7). The increased use of primary systemic treatment did not translate into a significantly lower mastectomy rate (cohort 1 = 20% vs cohort 2 = 16%; p = n.s.). There was no significant difference in breast deformities after breast conserving surgery (p = 0.2). The BCCT.Core demonstrated a 67.1% occurrence of "good" results. Quality of life in patients who underwent breast-conserving surgery measured using the Breast-Q demonstrated similar results in the pre-post-op assessment. CONCLUSIONS: This study hypothesizes that a proper information may impact on patient's decisions and may reduce surgical complexity. This reduction likely has no effects on the main surgical outcomes estimated using standard tools. More investigations should be performed on a larger multi-institutional scale to confirm these conclusions.

Practical guidance for prescribing trazodone extended-release in major depression.

INTRODUCTION: Treatment of major depressive disorder aims for symptom remission and recovery of function, and involves a multifaceted approach including drug therapy, evidence-based psychotherapy, and electroconvulsive therapy, according to disease severity. Antidepressant monotherapy is generally the first-line approach for moderate to severe major depressive disorder (with or without psychotherapy). In some severe cases, patients may require the addition of antipsychotic therapy, electroconvulsive therapy, or antidepressant combination therapy. AREAS COVERED: This article examines the use of trazodone in major depressive disorder, with a focus on practical guidance regarding the use of trazodone extended-release (Contramid(®)). EXPERT OPINION: The extended-release once-a-day formulation of trazodone may provide a combination of efficacy and improved tolerability over other antidepressants and over the conventional immediate-release formulation.

Diagnosis, Epidemiology and Management of Mixed States in Bipolar Disorder.

Approximately 40% of patients with bipolar disorder experience mixed episodes, defined as a manic state with depressive features, or manic symptoms in a patient with bipolar depression. Compared with bipolar patients without mixed features, patients with bipolar mixed states generally have more severe symptomatology, more lifetime episodes of illness, worse clinical outcomes and higher rates of comorbidities, and thus present a significant clinical challenge. Most clinical trials have investigated second-generation neuroleptic monotherapy, monotherapy with anticonvulsants or lithium, combination therapy, and electroconvulsive therapy (ECT). Neuroleptic drugs are often used alone or in combination with anticonvulsants or lithium for preventive treatment, and ECT is an effective treatment for mixed manic episodes in situations where medication fails or cannot be used. Common antidepressants have been shown to worsen mania symptoms during mixed episodes without necessarily improving depressive symptoms; thus, they are not recommended during mixed episodes. A greater understanding of pathophysiological processes in bipolar disorder is now required to provide a more accurate diagnosis and new personalised treatment approaches. Targeted, specific treatments developed through a greater understanding of bipolar disorder pathophysiology, capable of affecting the underlying disease processes, could well prove to be more effective, faster acting, and better tolerated than existing therapies, therefore providing better outcomes for individuals affected by bipolar disorder. Until such time as targeted agents are available, second-generation neuroleptics are emerging as the treatment of choice in the management of mixed states in bipolar disorder.

Asenapine for the treatment of manic and mixed episodes associated with bipolar I disorder: from clinical research to clinical practice.

INTRODUCTION: Asenapine is a sublingually administered second-generation antipsychotic with proven efficacy for the treatment of moderate to severe manic episodes associated with bipolar I disorder in adults. Its relatively favorable weight and metabolic profile, as well as the lack of appreciable activity at muscarinic cholinergic receptors and the sublingual administration are of clinical interest. AREAS COVERED: This paper comprises a review and commentary regarding the use of sublingual asenapine in the treatment of acute manic and mixed episodes of bipolar disorder. Basic principles in dosing, switching, management of side effects and co-administration with other medications are provided. EXPERT OPINION: Asenapine displays quick and reliable effects on manic symptoms, very low risk of depressive switches, efficacy on depressive symptoms during manic and mixed episodes, usually good tolerability and continued longer-term efficacy on residual and subthreshold symptoms. The fast-dissolving sublingual route of administration may favor those who have difficulties in swallowing medications. Also, the sublingual administration reduces the risk of overdose when more than the prescribed tablets are swallowed. The relatively low metabolic risk and the lack of anticholinergic side effects contribute to making this medication a useful tool for the treatment of patients with bipolar disorder.

Surgical margins of resection for breast cancer: current evidence.

Breast cancer is the most common form of cancer and second main cause of death in women in western countries. Breast-conserving therapy, consisting of lumpectomy and radiation therapy, has become the standard local treatment for T1-T2 breast tumors. There is general agreement that successful breast conservation requires complete tumor excision with a "tumor-free" or "negative" margin of resection, but the definition of a negative margin is controversial. A commonly accepted definition of adequate margins requires a 2-mm distance between ink and tumor but opinions range from the original National Surgical Adjuvant Breast and Bowel Project definition of "no ink on tumor", to a recommended width of 10 mm or more. The ability to perform real-time molecular imaging analysis of margins during surgery would clearly be a significant advance; several groups have engaged in this effort, with encouraging reports of preliminary data. Further development of such techniques promises to lead to a point at which accurate intraoperative margin evaluation may be possible and may even be combined with therapeutic interventions, using techniques such as photodynamic therapy.

Aripiprazole for the treatment of bipolar disorder: a review of current evidence.

INTRODUCTION: several medications are available for the treatment of different phases of bipolar disorder, yet many of the drugs that are currently approved carry a substantial burden of side effects or do not lead all treated patients to remission. AREAS COVERED: this paper comprises a review and commentary regarding the use of oral and intramuscular aripiprazole in the acute and maintenance phases of bipolar disorder. Basic principles in dosing, switching, management of side effects and co-administration of aripiprazole with other medications are provided. This paper presents practical strategies to translate the data from clinical research into clinical practice. EXPERT OPINION: aripiprazole has proven to be an effective medication for the acute treatment of manic and mixed episodes, as well as for the prophylactic-maintenance phase of bipolar disorder in patients recovering from a manic/mixed episode. Choosing the appropriate dosing and tapering strategy, addressing the side effects, controlling withdrawal symptoms from previous medications and using adjunctive medications when necessary are key to successful treatment with aripiprazole.

Usefulness of ultrasound-guided fine-needle aspiration cytology in the diagnosis of non-palpable small thyroid nodules: our growing experience.

AIMS AND BACKGROUND: Contradictory approaches have been suggested for the management of non-palpable thyroid nodules. The aim of our study is to evaluate indications and limits of ultrasound-guided fine-needle aspiration cytology (US-FNAC) in the management of non-palpable infracentimetric thyroid nodules. METHODS AND STUDY DESIGN: From September 2003 to June 2007 we studied 1043 patients with non-palpable thyroid nodules. We divided our series into three groups according to the diameter of the lesion in order to verify the effectiveness of US-FNAC for lesions <1 cm. RESULTS: We assessed the cases with satisfactory and unsatisfactory results in the 3 groups into which the sample was divided. Our statistical analysis using the z-test showed there was no significant (p=0.05) difference in the percentage distribution of the unsatisfactory results in the 3 groups. CONCLUSIONS: FNAC appears to be a useful diagnostic tool also for nodules <1 cm because the percentage of unsatisfactory results is not related to the size of the nodule.

[The concomitant presence of prohemorrhagic and thrombophilic changes in coagulation factor V: a severe defect of coagulant activity and homozygote resistance to activated protein C]. / Presenza concomitante di alterazioni proemorragiche e trombofiliche del fattore V della coagulazione: difetto grave di attività coagulante e resistenza omozigote alla proteina C attivata.

We describe the peculiar and concomitant presence of a severe coagulation defect predisposing to bleeding and a mutation associated with inherited thrombophilia. A 6-year-old boy had a severe deficiency in factor V procoagulant activity and antigen and yet remained asymptomatic. This paradox might be explained by the hypothesis of the simultaneous presence of a thrombophilic disorder that might have restored hemostatic balance. The boy was a homozygous carrier of the Arg506Gln mutation of coagulation factor V, that renders this factor resistant to inactivation by its naturally occurring inhibitor, activated protein C. The family members, none of whom had bleeding or thrombotic symptoms, were heterozygotes for either the bleeding or the thrombophilic defect. Despite the severity of the bleeding defect, the absence of bleeding symptoms in the boy can be explained by the hypothesis that any residual amount of factor V present in his plasma is resistant to inactivation by activated protein C.

A type 2b von Willebrand disease mutation (Ile546-->Val) associated with an unusual phenotype.

Type 2B von Willebrand disease (vWD) is typically characterized by enhanced ristocetin-induced platelet aggregation (RIPA) caused by increased von Willebrand factor (vWF) affinity for platelets. Furthermore, absence of larger vWF multimers in plasma is characteristic of the originally described type IIB patients, now considered a subgroup of type 2B. We describe here three affected members of a family presenting with prolonged bleeding time, thrombocytopenia, markedly enhanced RIPA and spontaneous platelet aggregation, but normal plasma vWF antigen and ristocetin cofactor activity. Larger plasma vWF multimers, albeit decreased, were present in relatively greater proportion than in other type IIB patients. Genetic studies performed in two of these patients resulted in the identification of a previously unreported A-->G transition at nucleotide 4175 in the sequence of the pre-pro-vWF cDNA, corresponding to the substitution Ile546-->Val in the mature vWF subunit. This mutation appears to be responsible for an unusual type 2B phenotype, with greater enhancement of the vWF-platelet interaction than in typical cases but partial preservation of the larger vWF multimers in plasma.

Clinical manifestations in 28 Italian and Iranian patients with severe factor VII deficiency.

There has been wide variation in the reported haemorrhagic manifestations of factor VII deficiency. We examined type and frequency of clinical manifestations in 28 Iranian and Italian patients with severe deficiency (factor VII coagulant activity 2% or less). The most frequent symptoms were epistaxis and menorrhagia, whereas soft tissue bleeding such as haemarthrosis and muscle haematoma was less frequent. Only 5 of 9 patient who underwent surgery without factor VII replacement therapy had postoperative bleeding severe enough to require blood transfusion. No thrombotic manifestation occurred. A factor VII functional assay based on the use of human thromboplastin was a better predictor of the bleeding tendency of these patients than a rabbit thromboplastin-based functional assay or immunoassay. On the whole, this study shows that in severe factor VII deficiency bleeding in mucosal tracts is not uncommon. Surgery can sometimes be performed without replacement therapy and without haemorrhagic complications.

Proteolysis of von Willebrand factor is decreased in acute promyelocytic leukaemia by treatment with all-trans-retinoic acid.

Plasma von Willebrand factor (VWF) was investigated in five patients with acute promyelocytic leukaemia (APL) before and after administration of the differentiating agent all-trans-retinoic acid (ATRA). The purpose of this study was to see how the proteolytic state associated with APL affects VWF structure and function and whether ATRA reverses any abnormality. At the onset of APL, multimeric analysis of plasma VWF revealed a lack of the largest multimers. After ATRA, there was a progressive correction of the multimeric pattern in all cases, with transient appearance of ultralarge multimers in two cases. Proteolysis was investigated with immunopurified and reduced VWF from each patient's plasma. This was electrophoresed and probed with two monoclonal antibodies that identify the 225 kD native subunit and the three native fragments of 189, 176 and 140 kD and differentiate novel proteolytic fragments produced by different proteinases. At the onset of APL, the 225 kD native subunit was relatively decreased, with the appearance of an array of novel VWF proteolytic fragments, ranging in size from <140 to <225 kD. These novel fragments observed in patients were similar to those produced in vitro by digestion of purified VWF with plasmin or elastase. After ATRA therapy, proteolysis diminished progressively in parallel with the improvement of other haemostatic measurements, but persisted to some extent. We conclude that VWF proteolysis in APL is produced by plasmin and elastase. Changes of VWF structure and function might adversely affect haemostasis in APL. Therefore, improvement of VWF after ATRA administration might explain in part the effectiveness of this drug in reducing haemorrhagic complications.