diff --git a/README.md b/README.md
index 34ab1be..dd69030 100644
--- a/README.md
+++ b/README.md
@@ -40,28 +40,27 @@ data shows that this is not trivial.
| Kaiwen Deng | contributor |
| Louise Deconinck | author |
| Robrecht Cannoodt | author, maintainer |
-| Xueer Chen | contributor |
-| Jiwei Liu | contributor |
+| Christopher Lance | author |
## API
``` mermaid
-flowchart LR
- file_common_dataset_mod1("Raw dataset RNA")
- comp_process_datasets[/"Process Dataset"/]
- file_test_mod1("Test mod1")
- file_test_mod2("Test mod2")
- file_train_mod1("Train mod1")
- file_train_mod2("Train mod2")
- comp_control_method[/"Control method"/]
- comp_method_predict[/"Predict"/]
- comp_method_train[/"Train"/]
- comp_method[/"Method"/]
- comp_metric[/"Metric"/]
- file_prediction("Prediction")
- file_pretrained_model("Pretrained model")
- file_score("Score")
- file_common_dataset_mod2("Raw dataset mod2")
+flowchart TB
+ file_common_dataset_mod1("Raw dataset RNA")
+ comp_process_datasets[/"Process Dataset"/]
+ file_test_mod1("Test mod1")
+ file_test_mod2("Test mod2")
+ file_train_mod1("Train mod1")
+ file_train_mod2("Train mod2")
+ comp_control_method[/"Control method"/]
+ comp_method_predict[/"Predict"/]
+ comp_method_train[/"Train"/]
+ comp_method[/"Method"/]
+ comp_metric[/"Metric"/]
+ file_prediction("Prediction")
+ file_pretrained_model("Pretrained model")
+ file_score("Score")
+ file_common_dataset_mod2("Raw dataset mod2")
file_common_dataset_mod1---comp_process_datasets
comp_process_datasets-->file_test_mod1
comp_process_datasets-->file_test_mod2
@@ -69,16 +68,16 @@ flowchart LR
comp_process_datasets-->file_train_mod2
file_test_mod1---comp_control_method
file_test_mod1---comp_method_predict
- file_test_mod1---comp_method_train
+ file_test_mod1-.-comp_method_train
file_test_mod1---comp_method
file_test_mod2---comp_control_method
file_test_mod2---comp_metric
file_train_mod1---comp_control_method
- file_train_mod1---comp_method_predict
+ file_train_mod1-.-comp_method_predict
file_train_mod1---comp_method_train
file_train_mod1---comp_method
file_train_mod2---comp_control_method
- file_train_mod2---comp_method_predict
+ file_train_mod2-.-comp_method_predict
file_train_mod2---comp_method_train
file_train_mod2---comp_method
comp_control_method-->file_prediction