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The positives for India were reigning world champion P V Sindhu and youngster Lakshya Sen who progressed to the second round.
World champion Sindhu, who won the opening game, lost to Japans' Sayaka Takahashi in the pre-quarterfinals.
The fifth seed Sindhu clawed back from a game down to notch up a 14-21, 21-15, 21-11 victory over Ohori.
Saina has been going through a tough phase with fitness issues since claiming the Indonesia Masters in January. She had also made first-round exits at the China Open and Korea Open earlier this year.
Bajrang had won a silver medal last year and a bronze in the 2013 edition in Budapest.
Doubles specialist Satwiksairaj Rankireddy also had a dismal day as he suffered twin defeats, losing both the men's doubles and mixed doubles pre-quarterfinals.
Bajrang Punia lost his semifinal bout to home nation's Daulet Niyazbekov under controversial circumstances after he secured his place in the Tokyo Olympics along with Ravi Dahiya.
There was good news for India in the men's doubles event as the pair of Satwiksairaj Rankireddy and Chirag Shetty moved into the quarterfinals.
Returning to action after nearly two months, Saina got past Chaiwan 21-17, 21-19 in her opening round contest.
Naruhito, the first emperor born after World War Two and the first to be raised solely by his parents, expressed gratitude for their work and said he felt solemn at the thought of the burden he is taking on.