Automatic inference of ICD-10 codes from German ophthalmologic physicians' letters using natural language processing

Physicians' letters are the optimal source of diagnoses for registries. However, most registries demand for diagnosis codes such as ICD-10. We herein describe an algorithm that infers ICD-10 codes from German ophthalmologic physicians' letters. We assess the method in three German eye hospitals. Our algorithm is based on the nearest-neighbor method as well as on a large thesaurus for ICD-10 codes. This thesaurus was embedded into a Word2Vec space created from anonymized physicians' reports of the first hospital. For evaluation, each of the three hospitals sent all diagnoses taken from 100 letters. The inferred ICD-10 codes were evaluated for correctness by the senders. A total of 3332 natural language terms had been sent in (812 hospital one, 1473 hospital two, 1047 hospital three). A total of 526 non-diagnoses were excluded upfront. 2806 ICD-10 codes were inferred (771 hospital one, 1226 hospital two, 809 hospital three). In the first hospital, 98% were fully correct and 99% correct at the level of the superordinate disease concept. The percentages in hospital two were 69% and 86%. The respective numbers for hospital three were 69% and 91%. Our simple method is capable of inferring ICD-10 codes for German natural language diagnoses, especially when the embedding space has been built with physicians' letters from the same hospital. The method may yield sufficient accuracy for many tasks in the multi-centric setting and can easily be adapted to other languages/specialities.

[Current situation of allocation of academic medical personnel in ophthalmology departments in Germany]

BACKGROUND

At present minimum nursing staff numbers have been defined and are being implemented. In December 2019 the German Medical Association asked the German professional associations about their general experience with planning of medical personnel in hospital departments. As no structured data were available on this subject, the German Ophthalmological Society (DOG) founded a working group in March 2020 to answer this request.

METHOD

In the course of several consensus meetings, the working group on personnel planning for physicians in hospitals of the DOG prepared a questionnaire on previous experiences in personnel planning of eye hospitals, which was sent to the heads of all university eye hospitals and departments of ophthalmology in Germany. The questionnaire consisted of individual items with fixed choices and free answers regarding the procedure and current situation of staffing as well as the range of tasks and organization of the medical service.

RESULTS

Out of 104 departments 53 (51%) responded, of which 25 were from university departments (64% response), 23 from departments of other public or non-profit ownership (46%) and 5 from departments with private hospital ownership (33%). Of these 49% stated that there was no transparent basis for calculation of the number of medical positions in their hospital. Of the surveyed departments, outpatient tasks, services and revenues were considered in the calculations in only 47%. There was a statistically significant higher ratio of full-time personnel to the numbers of beds in university departments compared to private and publicly owned non-profit institutions (p < 0.001, t‑test). All departments have to cope with multiple additional tasks in addition to clinical patient care, which are taken into account only to a limited extent in the staffing. Approximately 70% of the departments provide a 24 h/7 day (24/7) medical on-call service on site, 91% have a 24/7 surgery on-call service and 34% have a cooperation with emergency services run by the Association of Statutory Health Insurance Physicians.

CONCLUSION

The results show how heterogeneously and nontransparent German departments of ophthalmology are staffed in terms of medical doctors. On average, university departments have higher personnel resources per hospital bed to cope with additional tasks in research and teaching. Outpatient tasks, which contribute significantly to the revenues of an eye department, and multiple other tasks are often not taken into account in the personnel calculation. A transparent and uniform basis for calculation of the medical staff of the departments is desirable in order to achieve a sufficient personnel staffing for a patient and employee-oriented working environment.

[Significance of New Methods of Examining the Tear Film in Dry Eye Disease: Tear Film Osmolarity and Matrix Metalloproteinases (MMP-9)]

Dry eye disease is one of the most common diagnoses in ophthalmology. A variety of subjective and objective test methods with imprecise limits and highly different sensitivities and specificities complicate the diagnosis. Especially mild to moderate pathological findings can be misdiagnosed. In recent years, new options have opened, through the development of new, clinical practicable diagnostic equipment, for example, for the analysis of tear film osmolarity or matrix metalloproteinases (MMP-9). The value of tear film osmolarity and determination of MMP-9 levels in the diagnosis of dry eye and its subtypes will be discussed and evaluated objectively, on the basis of published study results.

[Management of suicidal orbital gunshot wounds to the temple]

BACKGROUND

Orbital gunshot wounds are rarely found after suicide. A gunshot fired at point blank range into the temple has devastating effects on all intraorbital and neighboring structures.

CASE REPORTS

This article reports on two cases of gunshot wounds to the lateral orbit in attempted suicides with different weapons from 2012 and 2013 and treated at the Ruhr University Eye Hospital in Bochum. In both cases treatment was carried out in cooperation with the department of oral and maxillofacial surgery, Ruhr University Hospital, Bochum. In the first case a 7.65 mm gun was used. The patient presented with a double penetration of both orbits with total destruction of both globes and a reconstruction was not possible. The second patient presented with multiple shots to the head from a small caliber gun (5.6 mm) where one bullet entered the right orbit behind the globe. The bullet could be localized using computed tomography (CT) and surgically removed with preservation of the globe and with a postoperative visual acuity of 20/60.

CONCLUSION

The preservation of visual function after orbital gunshot wounds depends on both the projectile channel and the characteristics of the gun and bullet. Close collaboration in surgical management between ophthalmologists, maxillofacial surgeons and neurosurgeons in specialized centers is necessary because patients often present with multiple trauma and prompt interdisciplinary treatment is needed.

[Unusual masquerade of an ocular carcinoma metastasis]

BACKGROUND

Idiopathic and therapy resistant uveitis especially of unclear origin, is a diagnostic challenge for ophthalmologists. Metastases to the anterior chamber or vitreous body can occasionally mimic the clinical picture of uveitis, a variant on the usual lymphomatous masquerade syndrome. The underlying pathological pathways leading to the metastatic spread of tumor cells within the fluid compartments of the eye remain unclear.

CASE REPORT

We present an unusual case of vitreous metastases to the right eye of a patient in whom an underlying primary malignancy was unknown. After recurrent episodes of cortisone-refractive panuveitis with pseudohypopyon, a diagnostic vitreous biopsy was performed. Cytopathological examination of the vitreous sample revealed carcinoma cells with an immune profile suggestive of lung cancer metastasis. Subsequent staging investigations revealed a primary lung adenocarcinoma as well as cerebral, adrenal and osseous metastases.

THERAPY

Due to the extent of dissemination of this non-small cell lung cancer (NSCLC), only palliative treatment including external beam irradiation and systemic chemotherapy was possible to reduce pain and to maintain vision as well as an attempt at systemic control of the disease.

[Avulsion of the Globe after Bicycle Accident--Clinical and Histopathological Evaluation]

BACKGROUND

Potential pathological mechanisms and complications of traumatic avulsio bulbi will be discussed based on the history, clinical, and histopathological findings of two patients.

HISTORY AND SIGNS

Both patients were heavily affected by alcohol and had a bicycle accident with subsequent perforation of the upper eyelid by the handlebar-mounted hand brake levers. The accident resulted in disruption of the optic nerve and anterior displacement of the globe.

THERAPY AND OUTCOME

In one patient, it was possible to reposition the globe into the orbit; however, the second patient's eye had to be enucleated. Functional testing demonstrated permanent loss of vision of the primary involved eyes, visual field defects, and visual impairment of one fellow eye.

CONCLUSION

Avulsio bulbi describes a severe trauma to the eye often induced by sport and traffic accidents. Special attention should be addressed to the primary non-affected fellow eye with regard to potential functional defects.

[Forms of age-related macular degeneration]

Age-related macular degeneration (AMD) is the major reason for blindness affecting about 50 % of blind people in Germany. Early forms of AMD with drusen and pigment epithelium changes can be detected in 20 % of patients over 65 years old. The dry form of AMD causes slow deterioration of visual acuity, which cannot currently be adequately treated. In contrast development of a choroidal neovascularization (CNV) membrane results in rapid visual loss which will become permanent if treatment is not started immediately. Using anti-vascular endothelial growth factor (VEGF) agents stabilization and improvement of visual acuity is possible. Special types of AMD, such as retinal angiomatous proliferation and polypoidal choroidal vasculopathy are much less common. The natural course of the diseases can be very different, end stages often result in scarring and anti-VEGF agents are only weakly effective.

Peripheral hypertrophic subepithelial corneal degeneration presenting with bilateral nasal and temporal corneal changes

PURPOSE

To characterise the history, clinical and histopathological features of patients with bilateral nasal and temporal peripheral hypertrophic subepithelial corneal degeneration in a German population.

METHODS

A detailed ophthalmological and dermatological history and clinical findings were recorded of nine patients with bilateral simultaneous nasal and temporal peripheral corneal degeneration from two centers in Germany. Excised tissues were studied by histopathology, immunohistochemistry, and transmission electron microscopy.

RESULTS

Foreign body sensation and need of artificial tear substitutes were the only symptoms reported regularly. Schirmer's and Jones-test were normal in all, but fluorescein break-up time of >10 s was found in five eyes of four patients. Best corrected visual acuity was reduced only under glare conditions. Corneal topography revealed irregular astigmatism in 13 of 14 eyes. Follow-up median time was 35 months. Most cases were stable within the follow-up period. Light and electron microscopy revealed the findings of superficial vascularised corneal hypertrophic scars, oxytatlan fibers, and discontinued Bowmans layer.

CONCLUSION

In this series of German patients with peripheral hypertrophic subepithelial corneal degeneration, the changes were predominantly located in the palpebral aperture and often present in both eyes. No associated surface disease could be established in this study. Light and transmission electron microscopy showed histological features that are similar to Salzmann's corneal changes without any inflammation. We hypothesise that light exposure and a localised limbal insufficiency could be involved in the pathogenesis.

[Choroidal neovascularisation in pathological myopia: epidemiological data from a health services research study conducted in Germany]

BACKGROUND

Pathological myopia (PM) or high myopia is defined as excessive short-sightedness (more than -6 dioptres) caused by a strong dilation of the bulbus oculi, that can induce the development of new and unstable vessel structures [choroidal neovascularisation (CNV)]. Since there are only limited epidemiological data available on PM, this health services research study was conducted.

PATIENTS AND METHODS

A health services survey with ophthalmologists throughout Germany was undertaken. Physicians were asked to complete a 51-item questionnaire on CNV in PM as well as on its early stages in their daily practice, diagnosis, control and treatment, patient numbers and evaluation of health care situation. Statistical analyses were entirely descriptive.

RESULTS

Of 7,500 ophthalmologists, a representative sample of 800 was randomly selected; 340 physicians took part. The mean prevalence rates/year/practice were 1,765.5 ± 1,218.1 with myopia, 230.7 ± 278.6 patients with high myopia, subdivided into 129.3 ± 242.8 patients with PM without macular degeneration (MD), 39.6 ± 64.8 patients with PM and MD, and 13.3 ± 30.3 patients with PM and CNV. Data on diagnosis and control show a lack of clearly defined standardisation. With regard to treatment of CNV in PM the data show the current discrepancy of guideline recommendations and approved treatment options.

CONCLUSION

The prevalence and incidence data collected in this study vary considerably between physicians. This may be explained by the various grades of specialisation as well as to possibly existing uncertainties regarding the definition and nomenclature of PM/high myopia and their different stages of the disease that should be harmonised. A generally accepted definition of severity grades, recommendations on diagnosis as well as detailed information and continuous training programmes on this disease is necessary.

[Electronic patient records and teleophthalmology : part 1: introduction to the various systems and standards]

Electronic storage of patient-related data will replace paper-based patient records in the near future. Some steps in medical practice can even now not be achieved without electronic data processing. Both systems, conventional paper-based and electronic-based records, have advantages and disadvantages which have to be taken into consideration. The advantages of electronic-based records are e.g. good availability of data, structured storage of data, scientific analysis of long-term data and possible data exchange with colleagues in the context of teleconsultation systems. Problems have to be solved in the field of data security, initial high investment costs and time consumption in learning to use the system as well as in incompatibility of existing IT systems.

Endophthalmitis as primary clinical manifestation of fatal fusariosis in an allogeneic stem cell recipient

The occurrence of infections due to previously rare opportunistic pathogens is increasing despite the use of novel treatment strategies for immunocompromised patients. Here, we report the case of a patient presenting with fever, muscle pain, and bilateral endophthalmitis after allogeneic hematopoietic stem cell transplantation. Fusarium solani was isolated from peripheral blood samples and identified as the cause of gradual bilateral vision loss, despite appropriate antifungal prophylaxis, and therapy including vitrectomy and intraocular instillation of antifungal agents. The patient became comatose; basal meningitis involving both optic nerves was suspected based on magnetic resonance tomography. The patient died 8 days later due to septic multi-organ failure. Autopsy revealed that both kidneys, but no other organs, were infiltrated by Fusarium. No fungus was found in cerebral tissues or cerebrospinal fluid. Our case demonstrates some of the typical clinical features of systemic fusariosis and its potentially fatal outcome. The clinical observations reported here may help clinicians caring for immunocompromised patients to accelerate diagnosis and initiate treatment early at the onset of this fatal complication, and highlight the urgent need for interdisciplinary management of invasive fusariosis.

[The "wet" dry eye]

Dry eye is a multifactorial disease of the tears and ocular surface that results in symptoms of discomfort, visual disturbance, and tear film instability, with potential damage to the ocular surface. The two main causes are reduced production of aqueous tears and increased evaporation of tears. The evaporative form of dry eye results in ocular surface irritation with a secondary increase in tear production; this presents to the examiner and patient as a wet eye or epiphora. Knowledge and understanding of the basic pathologies and differential diagnoses of dry eye disease are essential to differentiate this very common form of dry eye from disorders of the lacrimal drainage system and to initiate adequate management.

Photodynamische Therapie mit Verteporfin bei klassischer chorioidaler Neovaskularisation bei Patienten mit Angioid Streaks

BACKGROUND

The development of subfoveal or juxtafoveal choroidal neovascularisation (CNV) secondary to angioid streaks poses a great therapeutic challenge. The relevance of the photodynamic therapy (PDT) with verteporfin is still unclear. We present the functional and anatomic outcome of 5 patients with CNV due to angioid streaks treated by PDT.

METHODS

We reviewed 4 eyes with subfoveal and 1 eye with juxtafoveal CNV in angioid streaks of 5 patients (4 male, 1 female) treated by PDT between 2000 and 2005. The age ranged from 20 to 74 years (median 63 years). PDT was performed according to the TAP criteria. Best corrected visual acuity was measured using ETDRS charts.

RESULTS

Visual acuity (VA) ranged between 20/63 and 20/32 (median 20/32) at first presentation and between 20/2000 (counting fingers) and 20/20 (median 20/400) at last presentation. Median follow-up time was 13 months with a range of 5 to 45 months. The visual acuity in one patient decreased by 1 line, in 3 patients by more than 6 lines whereas VA of one patient (juxtafoveal CNV) increased by 2 lines. PDT was repeated in 4 patients once because of persistent leakage and in one patient twice. At the end of the follow-up period a fibrous disciform lesion was seen in 4 patients, in one patient subfoveal membranectomy was performed due to a recurrence.

CONCLUSIONS

In general, PDT of CNV is less favourable in angioid streaks than in AMD. However, in the natural course final VA is counting fingers. Therefore the good results of individual cases justify the PDT under a critical indication.