Clean air is a vital factor for human and all living organisms in the ecosystem. However, air pollutants have been produced, accumulated and further amplified, impacting global health and leading to several severe diseases, including lung cancer. The most well-known air pollutant as the reference of the air quality is the particulate matter (PM), especially, the particle size smaller than 2.5 μm (PM2.5). However, PM2.5 represents a complex mixture of carcinogens, the feature of dynamic heterogeneity and the composition of second metabolites remain unclear. Most importantly, the additive and synergistic effects of these fine/ultrafine particles with different carcinogens (e.g., PAHs, nitro-PAHs, heavy metals) on cell transformation, DNA damage, and carcinogenesis stand urgently to be investigated. PM samples (size: 1∼10 μm) were collected from Shalu (N=6) and Fengyuan (N=6) districts in Taichung city by Super SASS speciation sampler and detected by scanning electron microscope (FEI Nova 200 NanoSEM). The time of flight secondary ion mass spectrometry (TOF-SIMS)(PHI TRIFT V nanoToF) was applied to clarify the heterogenic components of the PM2.5. Furthermore, the synergistic mutagenicity and carcinogenicity of PM2.5-absorbed carcinogens (TCDD, nitro-PAHs, nitrosamines, and heavy metals) were analyzed in OCT4+/CAR+ murine lung progenitor cells (mPSCsCAR+), human bronchial epithelial cells (BEAS2B) and lung adenocarcinoma cells (HOP62) using genome-wide transcriptomic analysis and protein-protein-interaction (PPI)/pathway enrichment. Q-PCR and Western blotting were used for validation. The SIMS data showed that the toxic metal ions (Cr, As, Pb, Ni, Mo, Cu, Co, Fe) were mostly identified on the surface of PMs collected from the location nearby the thermal power plants. The tandem mass imaging analysis of the single PM particle indicated the heterogeneity of its components. Noticeably, we observed carcinogens, including 2,3,7,8-tetrachlorodibenzo-P-dioxin (TCDD), benzo[a]pyrene (B[a]P), nitro-PAHs, nitrosamines, 3-chloro-4-(dichloromethyl)-5-hydroxy-2(5H)-furanone) in different PMs varies as well as metal signals, giving the various particle sizes and different collected locations. In addition, we found that the exposure of B[a]P, TCDD, nitro-PAHs and nitrosamines induced γH2AX in mPSCsCAR+, BEAS2B and HOP62 cells. The phase-I carcinogen metabolism gene expression, cyp1a1, and cyp1b1, and the apolipoprotein B mRNA editing complex 3 family (APOBEC3) were up-regulated. Furthermore, transcriptomics with pathway enrichment analysis showed that TCDD could drive the TNF, MAPK, TLF3, and PI3K-AKT signaling (P<0.01); whereas, nitro-PAHs correlated significantly with RHO GTPase signaling, chemokines, and immune modulation-related signaling; and nitrosamines could stimulate IGFBPs and several oncogenic signaling. Combination exposure of TCDD with nitrosamine significantly up-regulated the signaling by receptor tyrosine kinases, chemical carcinogenesis signaling and metabolism pathway. We found that the toxic heavy metals and environmental carcinogens (nitro-PAHs and nitrosamines) display heterogeneous in the air pollution particles. The identified carcinogens showed significant tumorigenic potential through inducing DNA damage, regulating cell cycle progression, and promoting oncogenic signaling independently and synergistically in lung progenitor cells. This mechanism could be the cause of lung adenocarcinoma for never smokers.