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Predictors of Post-operative Mycetoma Recurrence Using Machine-Learning Algorithms: The Mycetoma Research Center Experience

机译:使用机器学习算法预测术后菌丝瘤复发的方法:菌丝瘤研究中心的经验

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摘要

Post-operative recurrence in mycetoma after adequate medical and surgical treatment is common and a serious problem. It has health, socio-economic and psychological detrimental effects on patients and families. It is with this in mind, we set out to determine the predictors of post-operative recurrence in mycetoma. The study included 1013 patients with Madurella mycetomatis causing eumycetoma who underwent surgical excision at the Mycetoma Research Centre, Khartoum, Sudan in the period 1991–2015. The clinical records of these patients were reviewed and relevant information was collected using a pre-designed data collection sheet. The study showed, 276 patients (27.2%) of the studied population developed post-operative recurrence, 217 were males (78.6%) and 59 were females (21.4%). Their age ranged between 5 to 70 years with a mean of 32 years. The disease duration at presentation ranged between 2 months and 17 years. The majority of the patients 118 (42.8%) had mycetoma of 1 year duration. In this study, students were the most affected; 105 (38%) followed by workers 70 (25.4%), then farmers 48(17.3%). The majority of the patients were from the Central Sudan 207 (75%), Western Sudan 53 (19.2%) while 11 patients (4%) were from the Northern part. Past history of surgical intervention performed elsewhere was reported in 196 patients (71.1%). Family history of mycetoma was reported in 50 patients (18.1%). The foot was the most affected site, 245 (88.7%), followed by the hand seen in 19 (6.8%) patients and 44 (4.5%) had different sites involvement. Most of the patients 258 (93.5%) had wide local surgical excisions while 18 had major amputation. The model predicted that the certain groups have a high risk of recurrence, and these include patients with disease duration greater than 10 years and extra-pedal mycetoma. Patients with disease duration between [5–10] years, with pedal mycetoma, who had previous surgery, with positive family history and underwent wide local surgical excision. Patients with disease duration [5–10] years, with pedal mycetoma, had previous surgery, with no family history but presented with a disease size (> 10 cm), were non- farmers and underwent wide local surgical excision. Other groups are patients with disease duration (≤5 years), with pedal mycetoma, age <59 years, living in the Western /Eastern / Southern regions of the Sudan and with positive family history and had wide local surgical excision. Also included patients with disease duration (≤5 years), with pedal mycetoma, aged <59 years, living in the northern or central region, with no family history but presented with a disease size >10 cm, working as farmers or students and underwent wide local surgical excision. In conclusion, these groups of patients need special care to reduce the incidence of post-operative recurrence with its morbidity and detrimental consequences. In depth studies for the other predisposing factors for post-operative recurrence such as genetic, immunological and environmental factors are needed.
机译:经过充分的医学和外科手术治疗后,肌瘤的术后复发是常见且严重的问题。它对患者和家庭有健康,社会经济和心理方面的不利影响。鉴于此,我们着手确定肌瘤的术后复发的预测因素。这项研究纳入了1991-2015年间在苏丹喀土穆Mycetoma研究中心进行手术切除的1013例因真菌感染而引起的霉菌性马杜氏霉菌病患者。回顾了这些患者的临床记录,并使用预先设计的数据收集表收集了相关信息。研究表明,在研究的人群中有276例患者(占27.2%)术后复发,其中男性217例(78.6%),女性59例(21.4%)。他们的年龄介于5至70岁之间,平均32岁。就诊时的病程为2个月至17年。大多数患者118(42.8%)患有1年病历的肌瘤。在这项研究中,学生受到的影响最大。 105(38%),其次是工人70(25.4%),然后是农民48(17.3%)。大多数患者来自苏丹中部207名(75%),苏丹西部53名(19.2%),而北部则有11名患者(4%)。据报道有196例患者(71.1%)曾在其他地方进行过外科手术。据报道有50例(18.1%)的菌丝瘤家族史。脚是受影响最严重的部位,为245(88.7%),其次是19(6.8%)名患者的手和44(4.5%)名受累部位。大多数患者258位(93.5%)进行了广泛的局部手术切除,而18位进行了大截肢手术。该模型预测某些人群有较高的复发风险,其中包括病程大于10年的患者和足外肌瘤。病程在[5-10]年之间且患有脚踏肉瘤的患者,该患者曾接受过手术,并且家族史阳性并且接受了广泛的局部手术切除。病程[5-10]年,患有踏板肌瘤的患者曾接受过手术,无家族史,但疾病大小(> 10 cm),非农民,接受了广泛的局部手术切除。其他人群是疾病持续时间(≤5岁),脚踏肌瘤,年龄<59岁,居住在苏丹西部/东部/南部地区,家族病史阳性并且具有广泛的局部手术切除的患者。还包括疾病持续时间(≤5年),脚踏肌瘤的患者,年龄<59岁,居住在北部或中部地区,无家族史,但病情> 10 cm,曾在农民或学生中工作并接受过广泛的局部手术切除。总之,这些患者组需要特别护理,以降低其术后并发症和不良后果的发生率。需要深入研究术后复发的其他​​易患因素,例如遗传,免疫和环境因素。

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