COVID-19 has resulted in significant increases in psychological distress, concerns, and depressive symptoms. This increased vulnerability may have resulted from environmental and social changes caused by the pandemic crisis. Social contact modalities changed drastically due to lockdown restrictions throughout the COVID-19 pandemic. Stay at home and social distancing orders resulted in a decrease in in-person social contact, and a resulting increase in distant social contact via video calls, phone calls, and texts. Our study will explore whether these different forms of social contact influenced the levels of depression, and the possible factors driving this. Additionally, gender difference in the usage of social contact methods can have an association with the elevation of loneliness. Females are more susceptible to loneliness while keeping social distance due to COVID lockdown. Since females are more dependent on in-person social engagement, females could feel lonelier by the changes in social contact forms than males, which can further trigger depression. Hence, we will also consider whether the gender contributes to increasing depressive symptoms in relation to changes in social contact modalities caused by social distancing. Understanding how symptoms of depression may be predicted by different modes of social contact will prove key to ensuring those most at risk are supported to help prevent further increases in depression.