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Not yet recruitingNCT07019532PRISMUpdated Jun 13, 2025

Machine Learning-Based Risk Stratification for Fistula Formation After Perianal Abscess Drainage

An observational study in Perianal Abscess and Anal Fistula, sponsored by Gumushane State Hospital. Not yet recruiting. Open to participants aged 18 Years and older. Per ClinicalTrials.gov, last updated 2025-06-13.

Sponsored by Gumushane State Hospital · Observational

From the registry’s dates

  • Primary completion was expected by Dec 2025, 11 months ago, but the record still lists the study as not yet recruiting.
Study type
Observational
Model
Cohort
Time perspective
Prospective
Enrollment
450
Ages
18 Years and older
Sex
All
01

Study summary

This prospective cohort study investigates the influence of provider experience and drainage location on fistula formation within 6 months following perianal abscess drainage. Additionally, the study explores the role of artificial intelligence (AI)-based interpretation of magnetic resonance (MR) images in early identification of fistula development.

Read the detailed description

Perianal abscess drainage is a common surgical procedure. However, subsequent fistula formation remains a significant complication. This study aims to determine whether the procedure setting (operating room, emergency department, or outpatient clinic) and the experience level of the performing clinician affect fistula development rates.

Furthermore, the study evaluates the use of AI-assisted analysis of selected MR images to identify early signs of fistula formation. Selected image slices will be labeled based on radiological reports, and a machine learning model will be trained to predict fistula risk. The study will also compare AI-generated interpretations with expert radiologist assessments to validate performance.

The ultimate goal is to create a risk stratification tool to support clinical decision-making in surgical management of perianal abscesses.

02

Conditions studied

  • Perianal Abscess
  • Anal Fistula

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Keywords

  • Artificial Intelligence
  • MR Imaging
  • Colorectal Surgery
  • Surgical Outcomes
  • Drainage
  • Fistula Prediction
03

In context

Rectal Fistula

169 studies on the registry are indexed under Rectal Fistula; 45 are open to participants now.

This study's planned enrollment of 450 is above the median of 85 across 46 observational studies indexed under Rectal Fistula.

Browse Rectal Fistula studies →

Lead sponsor

This is the only study on the registry with Gumushane State Hospital as lead sponsor.

Counted across the registry records on this site, refreshed daily.

04

Who can participate

Ages eligible
18 Years and older
Sexes eligible
All
Accepts healthy volunteers
No
Sampling method
Non-probability sample

Study population

Adult patients (≥18 years old) undergoing surgical drainage for their first perianal abscess at a university or state hospital. Participants must not have a history of anal fistula, Crohn's disease, or be under immunosuppressive therapy. Follow-up duration is 6 months after drainage.

Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.

Inclusion criteria

  • Age ≥ 18
  • First-time perianal abscess
  • Surgical drainage performed

Exclusion criteria

Exclusion Criteria:

  • Existing anal fistula history
  • Crohn's disease
  • treatment
  • Incomplete 6-month follow-up
Terms in these criteria, in plain language(1)

Underlined terms in the criteria open these too. Explained by clinicaltrials.gg, not part of the registry record. The study team decides who can take part.

Immunosuppression

A weakened immune system. It can come from an illness, such as HIV or some blood cancers, or from medicines that turn the immune system down, for example after an organ transplant or for an autoimmune disease; steroids at higher doses count.

Read whether the line is about a condition or about medicines, and which medicines and doses it means.

05

Study design

Observational model
Cohort
Time perspective
Prospective
Enrollment
450 participants (estimated)
Target follow-up
6 Months
Patient registry
Yes
06

What researchers measure

Primary outcomes

  1. Fistula formation within 6 months

    Confirmed by clinical exam, surgical findings, or MR imaging

    Time frame: 6 months

Secondary outcomes

  1. Correlation between drainage location and fistula rate

    Time frame: 6 months

  2. Correlation between provider experience and fistula complexity

    Time frame: 6 months

  3. Diagnostic accuracy of AI-based MR analysis vs radiologist

    Time frame: 6 months

07

Study locations

No study locations are listed for this record.

08

References and documents

Individual participant data

Plan to share: Yes — De-identified MR images and anonymized patient-level data will be available for collaborative analysis upon request.

Supporting information: Study protocol, Informed consent form, Clinical study report

No publications or documents are linked to this record.

09

Timeline

Tracking since Sep 25, 2026
ElapsedEstimatedEstimated, not yet reached

Start is estimated for Jul 2025; primary completion for Dec 2025, 5 months later.

How these figures are worked out, and which studies are left out of them.

Registered
Jun 5, 2025
First posted
Jun 13, 2025
StartEst.
Jul 1, 2025
Primary completionEst.
Dec 1, 2025
CompletionEst.
Jun 1, 2026
Last update
Jun 13, 2025
What these dates mean
Start.
When the first participant enrolled; while estimated, when the study expects to open to recruitment.
Primary completion.
When the last participant was examined or treated to collect data for the study's main question, its primary outcome. A study that stopped early gives the date its data collection stopped.
Completion.
When the last participant's last visit took place, for every outcome, secondary ones and side effects included: the end of the study. Often later than primary completion, sometimes the same day.
Actual and Est.
Actual means the registry says the date has happened. Est. (estimated) is a date the sponsor plans or expects. It can still move, and the sponsor is expected to change it to actual once it has passed.
No changes since tracking began. The registry record was last updated on Jun 13, 2025, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
10

Registry details

Key details

Study ID
NCT07019532
Lead sponsor
Gumushane State Hospital
Responsible party
Kayahan Eyüboğlu (General Surgery Specialist, Gumushane State Hospital) — Principal investigator
First posted
Jun 13, 2025
Start date
Jul 1, 2025 (estimated)
Primary completion
Dec 1, 2025 (estimated)
Completion
Jun 1, 2026 (estimated)
Last update
Jun 13, 2025

Study contacts

Kayahan Eyüboğlu, MD
Contact
kayahaneyuboglu@gmail.com
+905546813327

Oversight

Data monitoring committee
Yes
FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

Not currently enrolling

This study is not yet recruiting, as verified in Jun 2025. You cannot join it, but the record below documents what was studied.

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Discussion

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