It is a complex protocol to identify a compound, following steps should be adopted.
1. broth culture / supernatent of the centrifuged broth to be subjected for chromatography studies using the available reference antibiotics (classes of antibiotics). compare the Rf values to ascertain the compound class.
2. The above samples can be purified using column chromatography, deferentially eluted products are further spotted on TLC and extracted.
3. The purified product then be analysed using HPLC/ GCMS and the compound be determined by X ray chrystallography for characterization and identification.
We worked a bit on purification and characterization of the functionality of an antimicrobial protein. Please refer to the article, if you may wish to at http://link.springer.com/article/10.1007/s12010-014-1415-z
As for the identification and structural characterization, Dr. Hanumaiah has given a good general start to the topic.
Insilico modelling approaches may be tried, if the sequence is known. Additionally, X-ray crystallography of the crystal, or NMR may be used. Some suggest NMR to be a better technique, as it allows protein structure prediction in its native form without crystallization.
This is not some thing very difficult , I had been the head of the GSK Fermentation Division in Lahore Pakistan . Vast literature is available on this subject , both for the Lab & Industrial Scale Cultures . For the Lab scales, you just harvest the cultures , depending upon the lab batch scales , by the Sharples super centrifuge machine , collect the cell paste from the Rotor , the cell paste is frozen to break the cells by any Cell disruption Machine at high pressure of 20000 PSI pressure , the cells will rupture , releasing the cell contents , which is centrifuged again to remove the debris & the thick liquid / paste . The contents are subjected to the organic solvent extractions to get the extract, the extract is purified by the cellulose or silica gel flash column chromatography , identify the fractions , evaporate them to get the purified antibiotic which can then further be purified by prep HPLC & then analysed by HPLC or GC-MS . Depending upon the sensitivity of the antibiotic / its metabolites to aerial oxidation , nitrogen blanketing can be done as well during the purification steps. The industrial operations are complex but the pilot scale operations can be developed with minimum costs. The commercially , all machines & equipment are available to achieve any scale of the antibiotic.
You can use simple analytical or prep TLC chromatography techniques as well for the identification of these compounds. Always remember to run the Standards with these techniques.