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Related Concept Videos

Factors Affecting the Risk of Infection01:26

Factors Affecting the Risk of Infection

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The hosts' susceptibility to infection depends on several factors. The integrity of the skin and mucous membranes helps protect the body against microbial attacks. When the skin is altered, the chance of infection, limb loss, and even death increases.
The integrity and count of the white blood cells help the body resist pathogens and fight infection. When impaired, it reduces the body's resistance to pathogens. The acidic pH levels of the gastrointestinal, genitourinary tracts, and skin...
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Related Experiment Video

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Author Spotlight: Advancing Research on Candida albicans Biofilm-Associated Prosthetic Joint Infections
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Preoperative Risk Factors and Phenotypic Clustering in Periprosthetic Joint Infection: A Matched Case-Control Study.

Tarek Omar Pacha1, Sophia K Klett1, Gabi von Lewinski1

  • 1Department of Trauma and Orthopaedic Surgery, Hannover Medical School (Medizinische Hochschule Hannover), Carl-Neuberg-Straße 1, 30625 Hannover, Lower Saxony, Germany.

Life (Basel, Switzerland)
|November 27, 2025
PubMed
Summary
This summary is machine-generated.

Preoperative anemia, higher comorbidity scores, and surgical delays are key predictors of periprosthetic joint infection (PJI) after joint replacement surgery. Identifying patient phenotypes can improve risk stratification for preventing PJI.

Keywords:
machine learning in orthopedicsperiprosthetic joint infection (PJI)phenotypic clusteringpreoperative risk factorsrisk stratificationtotal joint arthroplasty

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Area of Science:

  • Orthopedic Surgery
  • Infectious Disease
  • Biostatistics

Background:

  • Periprosthetic joint infection (PJI) is a severe complication following total joint arthroplasty.
  • Effective preoperative risk stratification is crucial for PJI prevention.

Purpose of the Study:

  • To identify preoperative predictors of PJI.
  • To explore data-driven patient phenotypes associated with PJI using unsupervised learning.

Main Methods:

  • Retrospective case-control study of 182 patients undergoing hip or knee arthroplasty.
  • Multivariable logistic regression with LASSO regularization for risk factor identification.
  • K-means clustering for patient phenotype discovery.

Main Results:

  • Preoperative anemia (OR 5.91), higher ASA score (OR 1.77), and surgical delay (OR 1.67) independently predicted PJI.
  • A five-variable preoperative model achieved an AUC of 0.718.
  • Three distinct patient phenotypes were identified with varying PJI rates.

Conclusions:

  • Anemia, comorbidity burden, and surgical delay are significant, modifiable targets for PJI prevention.
  • An integrative approach combining prediction and phenotype discovery aids clinical risk stratification.
  • Findings highlight the need for preoperative optimization to reduce PJI risk.