Solution.
On the (CentOS) web server, edit /etc/httpd/conf/httpd.conf
Include the line
ProxyPass /appServer/ http://[private IP address]/ timeout=600 Keepalive=On
Specifically add the
timeout=600 Keepalive=On
part.
I also restarted apache to be on the safe side.