Ejemplo de analisis de cluster jerarquico y cluster con kmeans en Python

Taller 5 Eco

We performed 16S rRNA gene sequencing to assess treatment effects on the mouse gut microbiome. H. pylori infection reduced Shannon diversity (Figure 5A), while standard care of control antibiotic (amoxicillin (1)+clarithromycin (10)+omeprazole (10) (mg/Kg)) treatment (AB) showed a trend of increased diversity, though still lower overall. A triple therapy of AZ (AZPA) treatment significantly increased bacterial richness and evenness (p<0.05) and DISPA also increased Shannon diversity compared to AB (p<0.05), indicating that antibiotics reduce diversity, but drug combinations with AB enhance it. Untreated H. pylori infection also reduced Shannon diversity (Figure 5A). PCoA analysis showed that H. pylori-infected mice clustered separately, while treatment groups exhibited similar microbiome profiles due to antibiotics (Figure 5B). The microbiome of DIS triple therapy (DISPA) resembled AB-treated mice, suggesting modulation by antibiotics and PPI (Figure 5C). AZ treatment also altered the microbiome, with AZPA-driven changes likely due to both antibiotics and AZ (Figure 5D).

- Statistical and Graphical Analysis of various factors that may influence student performance and final exam grades - DAT 301 Midterm Project - CSV: https://www.kaggle.com/datasets/adilshamim8/student-performance-and-learning-style/data