diff --git a/ippisite/ippidb/templates/compound_t_list.html b/ippisite/ippidb/templates/compound_t_list.html
index 85dfaa087ac50a418169d1839cc914282ffa6b1b..81a0e9695731f2b01b4cf2d59e1133047243b847 100644
--- a/ippisite/ippidb/templates/compound_t_list.html
+++ b/ippisite/ippidb/templates/compound_t_list.html
@@ -8,7 +8,7 @@
       {% include "compound_t_colhead.html" with col_id="compound_action_pdb_ids" col_name="PDB ligand(s)" %}
       {% include "compound_t_colhead.html" with col_id="mddr_phase" col_name="MDDR phase" %}
       {% include "compound_t_colhead.html" with col_id="available_tests" col_name="available tests" %}
-      {% include "compound_t_colhead.html" with col_id="biblio_refs" col_name="available publications" %}
+      {% include "compound_t_colhead.html" with col_id="pubs" col_name="available publications" %}
       {% include "compound_t_colhead.html" with col_id="nb_acceptor_h" col_name="number of hydrogen bond acceptors" %}
       {% include "compound_t_colhead.html" with col_id="nb_donor_h" col_name="number of hydrogen bond donors" %}
       {% include "compound_t_colhead.html" with col_id="tpsa" col_name="TPSA (Ã…2)" %}
@@ -41,8 +41,8 @@
       {% if "available_tests" in fields %}
         <th scope="col"> ? </th>
       {% endif %}
-      {% if "biblio_refs" in fields %}
-        <th scope="col">{{ compound.biblio_refs|length }}</th>
+      {% if "pubs" in fields %}
+        <th scope="col">{{ compound.pubs }}</th>
       {% endif %}
       {% if "nb_acceptor_h" in fields %}
         <th scope="col">{{ compound.nb_acceptor_h }}</th>
@@ -94,7 +94,7 @@
           <label><input type="checkbox" name="field" value="available_tests" class="mr-1" {% if 'available_tests' in fields %}checked="checked"{% endif %} />Available tests</label>
         </div>
         <div class="row">
-          <label><input type="checkbox" name="field" value="biblio_refs" class="mr-1" {% if 'biblio_refs' in fields %}checked="checked"{% endif %} />Available publications</label>
+          <label><input type="checkbox" name="field" value="pubs" class="mr-1" {% if 'pubs' in fields %}checked="checked"{% endif %} />Available publications</label>
         </div>
         <div class="row">
           <label><input type="checkbox" name="field" value="nb_acceptor_h" class="mr-1" {% if 'nb_acceptor_h' in fields %}checked="checked"{% endif %} />Number of hydrogen bond acceptors</label>
@@ -109,7 +109,7 @@
           <label><input type="checkbox" name="field" value="nb_rotatable_bonds" class="mr-1" {% if 'tpsa' in fields %}checked="checked"{% endif %} />Number of rotatable bonds</label>
         </div>
         <div class="row">
-          <label><input type="checkbox" name="field" value="nb_aromatic_sssr" class="mr-1" {% if 'tpsa' in fields %}checked="checked"{% endif %} />Number of aromatic Smallest Set of System Rings (SSSR)</label>
+          <label><input type="checkbox" name="field" value="families" class="mr-1" {% if 'families' in fields %}checked="checked"{% endif %} />PPI families</label>
         </div>
       </div>
       <div class="modal-footer">