Prior studies established constitutively active AP‐1, NF‐κB, and STAT3 signaling in oral cancer. Differential expression/activation of specific members of these transcription factors has been documented in HPV‐positive oral lesions that respond better to therapy. We performed a comprehensive analysis of differentially expressed, transcriptionally active members of these pivotal signaling mediators to develop specific signatures of HPV‐positive and HPV‐negative oral lesions by immunohistochemical method that is applicable in low‐resource settings. We examined a total of 31 prospective and 30 formalin‐fixed, paraffin‐embedded tissues from treatment‐naïve, histopathologically and clinically confirmed cases diagnosed as oral or oropharyngeal squamous cell carcinoma (OSCC/OPSCC). Following determination of their HPV status by GP5 + /GP6 + PCR, the sequential sections of the tissues were evaluated for expression of JunB, JunD, c‐Fos, p50, p65, STAT3, and pSTAT3(Y705), along with two key regulatory proteins pEGFR and p16 by IHC. Independent analysis of JunB and p65 showed direct correlation with HPV positivity, whereas STAT3 and pSTAT3 were inversely correlated. A combined analysis of transcription factors revealed a more restrictive combination, characterized by the presence of AP‐1 and NF‐κB lacking involvement of STAT3 that strongly correlated with HPV‐positive tumors. Presence of STAT3/pSTAT3 with NF‐κB irrespective of the presence or absence of AP‐1 members was present in HPV‐negative lesions. Expression of pSTAT3 strongly correlated with all the AP‐1/NF‐κB members (except JunD), its upstream activator pEGFRY
1092, and HPV infection‐related negative regulator p16. Overall, we show a simple combination of AP‐1, NF‐κB, and STAT3 members’ expression that may serve as molecular signature of HPV‐positive lesions or more broadly the tumors that show better prognosis.